From d810058e5ca80148f49a05e58425a4b4493a6f2c Mon Sep 17 00:00:00 2001 From: ShrihanSolo Date: Sun, 4 Aug 2024 19:59:11 +0000 Subject: [PATCH] v8 complete --- src/training/MVE/MVE_SL_DA_v7.ipynb | 1117 +++++++++- src/training/MVE/MVE_SL_DA_v8.ipynb | 1922 ++++++++++++++--- src/training/MVE/models/mve_v7_aug5_0045 | Bin 1329645 -> 1329645 bytes src/training/MVE/models/mve_v7_aug5_0045.json | 2 +- .../models/mve_v7_aug5_0045_180_isomap.png | Bin 0 -> 282769 bytes .../models/mve_v7_aug5_0045_200_isomap.png | Bin 0 -> 304740 bytes .../models/mve_v7_aug5_0045_220_isomap.png | Bin 0 -> 311904 bytes src/training/MVE/models/mve_v7_aug5_0045_mve | Bin 1329945 -> 1329945 bytes .../MVE/models/mve_v7_aug5_0045_mve.json | 2 +- src/training/MVE/models/mve_v8_NNv2_aug5_0040 | Bin 1379708 -> 1379708 bytes .../MVE/models/mve_v8_NNv2_aug5_0040.json | 2 +- .../mve_v8_NNv2_aug5_0040_200_isomap.png | Bin 0 -> 167426 bytes .../mve_v8_NNv2_aug5_0040_220_isomap.png | Bin 0 -> 167694 bytes .../mve_v8_NNv2_aug5_0040_240_isomap.png | Bin 0 -> 172206 bytes .../MVE/models/mve_v8_NNv2_aug5_0040_final | Bin 0 -> 1380270 bytes .../models/mve_v8_NNv2_aug5_0040_final.json | 1 + .../MVE/models/mve_v8_NNv2_aug5_0040_mve | Bin 1380104 -> 1380104 bytes .../MVE/models/mve_v8_NNv2_aug5_0040_mve.json | 2 +- 18 files changed, 2768 insertions(+), 280 deletions(-) create mode 100644 src/training/MVE/models/mve_v7_aug5_0045_180_isomap.png create mode 100644 src/training/MVE/models/mve_v7_aug5_0045_200_isomap.png create mode 100644 src/training/MVE/models/mve_v7_aug5_0045_220_isomap.png create mode 100644 src/training/MVE/models/mve_v8_NNv2_aug5_0040_200_isomap.png create mode 100644 src/training/MVE/models/mve_v8_NNv2_aug5_0040_220_isomap.png create mode 100644 src/training/MVE/models/mve_v8_NNv2_aug5_0040_240_isomap.png create mode 100644 src/training/MVE/models/mve_v8_NNv2_aug5_0040_final create mode 100644 src/training/MVE/models/mve_v8_NNv2_aug5_0040_final.json diff --git a/src/training/MVE/MVE_SL_DA_v7.ipynb b/src/training/MVE/MVE_SL_DA_v7.ipynb index 49b8cde..db4ca53 100644 --- a/src/training/MVE/MVE_SL_DA_v7.ipynb +++ b/src/training/MVE/MVE_SL_DA_v7.ipynb @@ -2958,7 +2958,1122 @@ "\tVal Source R2 Score: : 0.9633\n", "\tVal Target R2 Score: : 0.9556\n", "\tVal Source Mve Loss: : -0.3234\n", - "\tVal Target Mve Loss: : -0.2961\n" + "\tVal Target Mve Loss: : -0.2961\n", + "\n", + "Epoch 163: 11.20s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0869\n", + "\tTrain Regression Loss: : 0.0093\n", + "\tTrain Mve Loss: : -0.3447\n", + "\tTrain R2 Score: : 0.9713\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0099\n", + "\tVal Target Regression Loss: : 0.0124\n", + "\tVal Source R2 Score: : 0.9700\n", + "\tVal Target R2 Score: : 0.9616\n", + "\tVal Source Mve Loss: : -0.3489\n", + "\tVal Target Mve Loss: : -0.3214\n", + "\n", + "Epoch 164: 12.25s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0860\n", + "\tTrain Regression Loss: : 0.0092\n", + "\tTrain Mve Loss: : -0.3562\n", + "\tTrain R2 Score: : 0.9717\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0095\n", + "\tVal Target Regression Loss: : 0.0116\n", + "\tVal Source R2 Score: : 0.9707\n", + "\tVal Target R2 Score: : 0.9640\n", + "\tVal Source Mve Loss: : -0.3717\n", + "\tVal Target Mve Loss: : -0.3488\n", + "Saving Model... Done.\n", + "\n", + "Epoch 165: 11.79s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0862\n", + "\tTrain Regression Loss: : 0.0108\n", + "\tTrain Mve Loss: : -0.3731\n", + "\tTrain R2 Score: : 0.9668\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0097\n", + "\tVal Target Regression Loss: : 0.0118\n", + "\tVal Source R2 Score: : 0.9704\n", + "\tVal Target R2 Score: : 0.9632\n", + "\tVal Source Mve Loss: : -0.3462\n", + "\tVal Target Mve Loss: : -0.3233\n", + "\n", + "Epoch 166: 13.72s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0854\n", + "\tTrain Regression Loss: : 0.0097\n", + "\tTrain Mve Loss: : -0.3695\n", + "\tTrain R2 Score: : 0.9702\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0143\n", + "\tVal Target Regression Loss: : 0.0153\n", + "\tVal Source R2 Score: : 0.9567\n", + "\tVal Target R2 Score: : 0.9530\n", + "\tVal Source Mve Loss: : -0.4601\n", + "\tVal Target Mve Loss: : -0.4542\n", + "\n", + "Epoch 167: 13.56s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0848\n", + "\tTrain Regression Loss: : 0.0132\n", + "\tTrain Mve Loss: : -0.3955\n", + "\tTrain R2 Score: : 0.9597\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0098\n", + "\tVal Target Regression Loss: : 0.0118\n", + "\tVal Source R2 Score: : 0.9703\n", + "\tVal Target R2 Score: : 0.9635\n", + "\tVal Source Mve Loss: : -0.3517\n", + "\tVal Target Mve Loss: : -0.2528\n", + "\n", + "Epoch 168: 12.91s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0851\n", + "\tTrain Regression Loss: : 0.0109\n", + "\tTrain Mve Loss: : -0.3898\n", + "\tTrain R2 Score: : 0.9665\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0117\n", + "\tVal Target Regression Loss: : 0.0142\n", + "\tVal Source R2 Score: : 0.9630\n", + "\tVal Target R2 Score: : 0.9550\n", + "\tVal Source Mve Loss: : -0.4287\n", + "\tVal Target Mve Loss: : -0.4058\n", + "\n", + "Epoch 169: 10.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0852\n", + "\tTrain Regression Loss: : 0.0125\n", + "\tTrain Mve Loss: : -0.3992\n", + "\tTrain R2 Score: : 0.9615\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0098\n", + "\tVal Target Regression Loss: : 0.0122\n", + "\tVal Source R2 Score: : 0.9703\n", + "\tVal Target R2 Score: : 0.9610\n", + "\tVal Source Mve Loss: : -0.3709\n", + "\tVal Target Mve Loss: : -0.3421\n", + "\n", + "Epoch 170: 9.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0862\n", + "\tTrain Regression Loss: : 0.0116\n", + "\tTrain Mve Loss: : -0.3890\n", + "\tTrain R2 Score: : 0.9642\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0406\n", + "\tVal Target Regression Loss: : 0.0448\n", + "\tVal Source R2 Score: : 0.8763\n", + "\tVal Target R2 Score: : 0.8592\n", + "\tVal Source Mve Loss: : -0.4463\n", + "\tVal Target Mve Loss: : -0.4338\n", + "\n", + "Epoch 171: 10.34s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0857\n", + "\tTrain Regression Loss: : 0.0145\n", + "\tTrain Mve Loss: : -0.4248\n", + "\tTrain R2 Score: : 0.9554\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0105\n", + "\tVal Target Regression Loss: : 0.0126\n", + "\tVal Source R2 Score: : 0.9677\n", + "\tVal Target R2 Score: : 0.9604\n", + "\tVal Source Mve Loss: : -0.3853\n", + "\tVal Target Mve Loss: : -0.3543\n", + "\n", + "Epoch 172: 11.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0849\n", + "\tTrain Regression Loss: : 0.0094\n", + "\tTrain Mve Loss: : -0.4605\n", + "\tTrain R2 Score: : 0.9713\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0096\n", + "\tVal Target Regression Loss: : 0.0115\n", + "\tVal Source R2 Score: : 0.9708\n", + "\tVal Target R2 Score: : 0.9647\n", + "\tVal Source Mve Loss: : -0.5293\n", + "\tVal Target Mve Loss: : -0.5253\n", + "Saving Model... Done.\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 173: 10.55s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0855\n", + "\tTrain Regression Loss: : 0.0089\n", + "\tTrain Mve Loss: : -0.5265\n", + "\tTrain R2 Score: : 0.9727\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0093\n", + "\tVal Target Regression Loss: : 0.0115\n", + "\tVal Source R2 Score: : 0.9713\n", + "\tVal Target R2 Score: : 0.9642\n", + "\tVal Source Mve Loss: : -0.4056\n", + "\tVal Target Mve Loss: : -0.3699\n", + "\n", + "Epoch 174: 9.87s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0841\n", + "\tTrain Regression Loss: : 0.0087\n", + "\tTrain Mve Loss: : -0.4251\n", + "\tTrain R2 Score: : 0.9734\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0090\n", + "\tVal Target Regression Loss: : 0.0119\n", + "\tVal Source R2 Score: : 0.9726\n", + "\tVal Target R2 Score: : 0.9627\n", + "\tVal Source Mve Loss: : -0.4387\n", + "\tVal Target Mve Loss: : -0.3987\n", + "\n", + "Epoch 175: 9.94s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0859\n", + "\tTrain Regression Loss: : 0.0086\n", + "\tTrain Mve Loss: : -0.4393\n", + "\tTrain R2 Score: : 0.9738\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0091\n", + "\tVal Target Regression Loss: : 0.0112\n", + "\tVal Source R2 Score: : 0.9721\n", + "\tVal Target R2 Score: : 0.9651\n", + "\tVal Source Mve Loss: : -0.5087\n", + "\tVal Target Mve Loss: : -0.4888\n", + "Saving Model... Done.\n", + "\n", + "Epoch 176: 11.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0848\n", + "\tTrain Regression Loss: : 0.0130\n", + "\tTrain Mve Loss: : -0.4595\n", + "\tTrain R2 Score: : 0.9601\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0095\n", + "\tVal Target Regression Loss: : 0.0117\n", + "\tVal Source R2 Score: : 0.9711\n", + "\tVal Target R2 Score: : 0.9628\n", + "\tVal Source Mve Loss: : -0.4404\n", + "\tVal Target Mve Loss: : -0.4075\n", + "\n", + "Epoch 177: 10.62s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0852\n", + "\tTrain Regression Loss: : 0.0088\n", + "\tTrain Mve Loss: : -0.4916\n", + "\tTrain R2 Score: : 0.9730\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0099\n", + "\tVal Target Regression Loss: : 0.0121\n", + "\tVal Source R2 Score: : 0.9697\n", + "\tVal Target R2 Score: : 0.9628\n", + "\tVal Source Mve Loss: : -0.5465\n", + "\tVal Target Mve Loss: : -0.5419\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 178: 11.68s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0859\n", + "\tTrain Regression Loss: : 0.0087\n", + "\tTrain Mve Loss: : -0.5774\n", + "\tTrain R2 Score: : 0.9734\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0092\n", + "\tVal Target Regression Loss: : 0.0120\n", + "\tVal Source R2 Score: : 0.9720\n", + "\tVal Target R2 Score: : 0.9630\n", + "\tVal Source Mve Loss: : -0.5941\n", + "\tVal Target Mve Loss: : -0.5821\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 179: 11.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0844\n", + "\tTrain Regression Loss: : 0.0086\n", + "\tTrain Mve Loss: : -0.5026\n", + "\tTrain R2 Score: : 0.9737\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0090\n", + "\tVal Target Regression Loss: : 0.0112\n", + "\tVal Source R2 Score: : 0.9727\n", + "\tVal Target R2 Score: : 0.9648\n", + "\tVal Source Mve Loss: : -0.4378\n", + "\tVal Target Mve Loss: : -0.3928\n", + "Generating Isomap...\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 180: 12.04s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0860\n", + "\tTrain Regression Loss: : 0.0084\n", + "\tTrain Mve Loss: : -0.4788\n", + "\tTrain R2 Score: : 0.9741\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0086\n", + "\tVal Target Regression Loss: : 0.0110\n", + "\tVal Source R2 Score: : 0.9737\n", + "\tVal Target R2 Score: : 0.9660\n", + "\tVal Source Mve Loss: : -0.4866\n", + "\tVal Target Mve Loss: : -0.4479\n", + "Saving Model... Done.\n", + "\n", + "Epoch 181: 10.80s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0857\n", + "\tTrain Regression Loss: : 0.0085\n", + "\tTrain Mve Loss: : -0.4923\n", + "\tTrain R2 Score: : 0.9740\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0094\n", + "\tVal Target Regression Loss: : 0.0113\n", + "\tVal Source R2 Score: : 0.9712\n", + "\tVal Target R2 Score: : 0.9650\n", + "\tVal Source Mve Loss: : -0.4533\n", + "\tVal Target Mve Loss: : -0.4163\n", + "\n", + "Epoch 182: 11.39s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0865\n", + "\tTrain Regression Loss: : 0.0083\n", + "\tTrain Mve Loss: : -0.5556\n", + "\tTrain R2 Score: : 0.9745\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0086\n", + "\tVal Target Regression Loss: : 0.0108\n", + "\tVal Source R2 Score: : 0.9740\n", + "\tVal Target R2 Score: : 0.9666\n", + "\tVal Source Mve Loss: : -0.4765\n", + "\tVal Target Mve Loss: : -0.4320\n", + "Saving Model... Done.\n", + "\n", + "Epoch 183: 11.65s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0859\n", + "\tTrain Regression Loss: : 0.0092\n", + "\tTrain Mve Loss: : -0.5135\n", + "\tTrain R2 Score: : 0.9718\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0112\n", + "\tVal Target Regression Loss: : 0.0126\n", + "\tVal Source R2 Score: : 0.9660\n", + "\tVal Target R2 Score: : 0.9612\n", + "\tVal Source Mve Loss: : -0.6125\n", + "\tVal Target Mve Loss: : -0.6035\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 184: 11.66s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0859\n", + "\tTrain Regression Loss: : 0.0083\n", + "\tTrain Mve Loss: : -0.5330\n", + "\tTrain R2 Score: : 0.9747\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0086\n", + "\tVal Target Regression Loss: : 0.0107\n", + "\tVal Source R2 Score: : 0.9737\n", + "\tVal Target R2 Score: : 0.9664\n", + "\tVal Source Mve Loss: : -0.5439\n", + "\tVal Target Mve Loss: : -0.5075\n", + "\n", + "Epoch 185: 10.52s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0859\n", + "\tTrain Regression Loss: : 0.0092\n", + "\tTrain Mve Loss: : -0.5813\n", + "\tTrain R2 Score: : 0.9718\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0085\n", + "\tVal Target Regression Loss: : 0.0107\n", + "\tVal Source R2 Score: : 0.9740\n", + "\tVal Target R2 Score: : 0.9665\n", + "\tVal Source Mve Loss: : -0.5040\n", + "\tVal Target Mve Loss: : -0.4587\n", + "\n", + "Epoch 186: 10.73s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0858\n", + "\tTrain Regression Loss: : 0.0079\n", + "\tTrain Mve Loss: : -0.5451\n", + "\tTrain R2 Score: : 0.9758\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0087\n", + "\tVal Target Regression Loss: : 0.0110\n", + "\tVal Source R2 Score: : 0.9734\n", + "\tVal Target R2 Score: : 0.9659\n", + "\tVal Source Mve Loss: : -0.5180\n", + "\tVal Target Mve Loss: : -0.4213\n", + "\n", + "Epoch 187: 10.19s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0874\n", + "\tTrain Regression Loss: : 0.0081\n", + "\tTrain Mve Loss: : -0.5765\n", + "\tTrain R2 Score: : 0.9752\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0084\n", + "\tVal Target Regression Loss: : 0.0101\n", + "\tVal Source R2 Score: : 0.9750\n", + "\tVal Target R2 Score: : 0.9690\n", + "\tVal Source Mve Loss: : -0.5468\n", + "\tVal Target Mve Loss: : -0.4913\n", + "Saving Model... Done.\n", + "\n", + "Epoch 188: 13.42s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0856\n", + "\tTrain Regression Loss: : 0.0194\n", + "\tTrain Mve Loss: : -0.5565\n", + "\tTrain R2 Score: : 0.9409\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0085\n", + "\tVal Target Regression Loss: : 0.0110\n", + "\tVal Source R2 Score: : 0.9740\n", + "\tVal Target R2 Score: : 0.9642\n", + "\tVal Source Mve Loss: : -0.5650\n", + "\tVal Target Mve Loss: : -0.4902\n", + "\n", + "Epoch 189: 10.89s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0851\n", + "\tTrain Regression Loss: : 0.0479\n", + "\tTrain Mve Loss: : -0.4288\n", + "\tTrain R2 Score: : 0.8503\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0269\n", + "\tVal Target Regression Loss: : 0.0280\n", + "\tVal Source R2 Score: : 0.9175\n", + "\tVal Target R2 Score: : 0.9124\n", + "\tVal Source Mve Loss: : -0.5956\n", + "\tVal Target Mve Loss: : -0.5909\n", + "\n", + "Epoch 190: 11.14s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0832\n", + "\tTrain Regression Loss: : 0.0142\n", + "\tTrain Mve Loss: : -0.5972\n", + "\tTrain R2 Score: : 0.9563\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0150\n", + "\tVal Target Regression Loss: : 0.0175\n", + "\tVal Source R2 Score: : 0.9540\n", + "\tVal Target R2 Score: : 0.9455\n", + "\tVal Source Mve Loss: : -0.6508\n", + "\tVal Target Mve Loss: : -0.6335\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 191: 10.57s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0850\n", + "\tTrain Regression Loss: : 0.0081\n", + "\tTrain Mve Loss: : -0.6251\n", + "\tTrain R2 Score: : 0.9751\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0085\n", + "\tVal Target Regression Loss: : 0.0108\n", + "\tVal Source R2 Score: : 0.9740\n", + "\tVal Target R2 Score: : 0.9665\n", + "\tVal Source Mve Loss: : -0.5934\n", + "\tVal Target Mve Loss: : -0.4896\n", + "\n", + "Epoch 192: 9.45s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0850\n", + "\tTrain Regression Loss: : 0.0077\n", + "\tTrain Mve Loss: : -0.6216\n", + "\tTrain R2 Score: : 0.9763\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0083\n", + "\tVal Target Regression Loss: : 0.0105\n", + "\tVal Source R2 Score: : 0.9746\n", + "\tVal Target R2 Score: : 0.9676\n", + "\tVal Source Mve Loss: : -0.6546\n", + "\tVal Target Mve Loss: : -0.6155\n", + "\n", + "Epoch 193: 9.46s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0863\n", + "\tTrain Regression Loss: : 0.0078\n", + "\tTrain Mve Loss: : -0.6505\n", + "\tTrain R2 Score: : 0.9762\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0088\n", + "\tVal Target Regression Loss: : 0.0105\n", + "\tVal Source R2 Score: : 0.9733\n", + "\tVal Target R2 Score: : 0.9672\n", + "\tVal Source Mve Loss: : -0.7261\n", + "\tVal Target Mve Loss: : -0.7141\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 194: 9.48s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0849\n", + "\tTrain Regression Loss: : 0.0076\n", + "\tTrain Mve Loss: : -0.6518\n", + "\tTrain R2 Score: : 0.9767\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0082\n", + "\tVal Target Regression Loss: : 0.0104\n", + "\tVal Source R2 Score: : 0.9750\n", + "\tVal Target R2 Score: : 0.9676\n", + "\tVal Source Mve Loss: : -0.6205\n", + "\tVal Target Mve Loss: : -0.5673\n", + "\n", + "Epoch 195: 10.64s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0859\n", + "\tTrain Regression Loss: : 0.0090\n", + "\tTrain Mve Loss: : -0.6757\n", + "\tTrain R2 Score: : 0.9725\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0082\n", + "\tVal Target Regression Loss: : 0.0101\n", + "\tVal Source R2 Score: : 0.9749\n", + "\tVal Target R2 Score: : 0.9684\n", + "\tVal Source Mve Loss: : -0.7259\n", + "\tVal Target Mve Loss: : -0.7177\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 196: 11.17s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0849\n", + "\tTrain Regression Loss: : 0.0076\n", + "\tTrain Mve Loss: : -0.7011\n", + "\tTrain R2 Score: : 0.9767\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0083\n", + "\tVal Target Regression Loss: : 0.0103\n", + "\tVal Source R2 Score: : 0.9746\n", + "\tVal Target R2 Score: : 0.9678\n", + "\tVal Source Mve Loss: : -0.7578\n", + "\tVal Target Mve Loss: : -0.7441\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 197: 11.10s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0854\n", + "\tTrain Regression Loss: : 0.0076\n", + "\tTrain Mve Loss: : -0.6924\n", + "\tTrain R2 Score: : 0.9769\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0081\n", + "\tVal Target Regression Loss: : 0.0104\n", + "\tVal Source R2 Score: : 0.9757\n", + "\tVal Target R2 Score: : 0.9677\n", + "\tVal Source Mve Loss: : -0.6592\n", + "\tVal Target Mve Loss: : -0.5976\n", + "\n", + "Epoch 198: 11.94s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0853\n", + "\tTrain Regression Loss: : 0.0157\n", + "\tTrain Mve Loss: : -0.6655\n", + "\tTrain R2 Score: : 0.9522\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0091\n", + "\tVal Target Regression Loss: : 0.0114\n", + "\tVal Source R2 Score: : 0.9721\n", + "\tVal Target R2 Score: : 0.9644\n", + "\tVal Source Mve Loss: : -0.6938\n", + "\tVal Target Mve Loss: : -0.6415\n", + "\n", + "Epoch 199: 9.70s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0853\n", + "\tTrain Regression Loss: : 0.0104\n", + "\tTrain Mve Loss: : -0.6862\n", + "\tTrain R2 Score: : 0.9681\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0088\n", + "\tVal Target Regression Loss: : 0.0112\n", + "\tVal Source R2 Score: : 0.9731\n", + "\tVal Target R2 Score: : 0.9645\n", + "\tVal Source Mve Loss: : -0.6556\n", + "\tVal Target Mve Loss: : -0.5851\n", + "Generating Isomap...\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 200: 10.66s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0851\n", + "\tTrain Regression Loss: : 0.0086\n", + "\tTrain Mve Loss: : -0.6286\n", + "\tTrain R2 Score: : 0.9736\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0092\n", + "\tVal Target Regression Loss: : 0.0114\n", + "\tVal Source R2 Score: : 0.9719\n", + "\tVal Target R2 Score: : 0.9643\n", + "\tVal Source Mve Loss: : -0.7292\n", + "\tVal Target Mve Loss: : -0.6801\n", + "\n", + "Epoch 201: 9.46s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0853\n", + "\tTrain Regression Loss: : 0.0099\n", + "\tTrain Mve Loss: : -0.7281\n", + "\tTrain R2 Score: : 0.9695\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0109\n", + "\tVal Target Regression Loss: : 0.0129\n", + "\tVal Source R2 Score: : 0.9670\n", + "\tVal Target R2 Score: : 0.9604\n", + "\tVal Source Mve Loss: : -0.7752\n", + "\tVal Target Mve Loss: : -0.7504\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 202: 9.69s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0853\n", + "\tTrain Regression Loss: : 0.0150\n", + "\tTrain Mve Loss: : -0.7086\n", + "\tTrain R2 Score: : 0.9536\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1058\n", + "\tVal Target Regression Loss: : 0.1155\n", + "\tVal Source R2 Score: : 0.6672\n", + "\tVal Target R2 Score: : 0.6436\n", + "\tVal Source Mve Loss: : -0.3795\n", + "\tVal Target Mve Loss: : -0.3453\n", + "\n", + "Epoch 203: 9.40s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0858\n", + "\tTrain Regression Loss: : 0.0165\n", + "\tTrain Mve Loss: : -0.7415\n", + "\tTrain R2 Score: : 0.9494\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0084\n", + "\tVal Target Regression Loss: : 0.0103\n", + "\tVal Source R2 Score: : 0.9742\n", + "\tVal Target R2 Score: : 0.9680\n", + "\tVal Source Mve Loss: : -0.8326\n", + "\tVal Target Mve Loss: : -0.8008\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 204: 9.04s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0863\n", + "\tTrain Regression Loss: : 0.0098\n", + "\tTrain Mve Loss: : -0.7621\n", + "\tTrain R2 Score: : 0.9697\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0096\n", + "\tVal Target Regression Loss: : 0.0112\n", + "\tVal Source R2 Score: : 0.9709\n", + "\tVal Target R2 Score: : 0.9655\n", + "\tVal Source Mve Loss: : -0.7585\n", + "\tVal Target Mve Loss: : -0.7181\n", + "\n", + "Epoch 205: 9.33s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0857\n", + "\tTrain Regression Loss: : 0.0077\n", + "\tTrain Mve Loss: : -0.8006\n", + "\tTrain R2 Score: : 0.9765\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0082\n", + "\tVal Target Regression Loss: : 0.0103\n", + "\tVal Source R2 Score: : 0.9742\n", + "\tVal Target R2 Score: : 0.9678\n", + "\tVal Source Mve Loss: : -0.7884\n", + "\tVal Target Mve Loss: : -0.7236\n", + "\n", + "Epoch 206: 9.57s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0837\n", + "\tTrain Regression Loss: : 0.0078\n", + "\tTrain Mve Loss: : -0.8305\n", + "\tTrain R2 Score: : 0.9761\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0085\n", + "\tVal Target Regression Loss: : 0.0102\n", + "\tVal Source R2 Score: : 0.9736\n", + "\tVal Target R2 Score: : 0.9681\n", + "\tVal Source Mve Loss: : -0.7923\n", + "\tVal Target Mve Loss: : -0.7316\n", + "\n", + "Epoch 207: 8.49s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0858\n", + "\tTrain Regression Loss: : 0.0074\n", + "\tTrain Mve Loss: : -0.8486\n", + "\tTrain R2 Score: : 0.9774\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0079\n", + "\tVal Target Regression Loss: : 0.0098\n", + "\tVal Source R2 Score: : 0.9761\n", + "\tVal Target R2 Score: : 0.9697\n", + "\tVal Source Mve Loss: : -0.7992\n", + "\tVal Target Mve Loss: : -0.7573\n", + "Saving Model... Done.\n", + "\n", + "Epoch 208: 9.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0858\n", + "\tTrain Regression Loss: : 0.0767\n", + "\tTrain Mve Loss: : -0.3892\n", + "\tTrain R2 Score: : 0.7625\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0260\n", + "\tVal Target Regression Loss: : 0.0298\n", + "\tVal Source R2 Score: : 0.9200\n", + "\tVal Target R2 Score: : 0.9070\n", + "\tVal Source Mve Loss: : -0.7517\n", + "\tVal Target Mve Loss: : -0.7307\n", + "\n", + "Epoch 209: 8.91s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0852\n", + "\tTrain Regression Loss: : 0.0139\n", + "\tTrain Mve Loss: : -0.8304\n", + "\tTrain R2 Score: : 0.9574\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0088\n", + "\tVal Target Regression Loss: : 0.0107\n", + "\tVal Source R2 Score: : 0.9730\n", + "\tVal Target R2 Score: : 0.9669\n", + "\tVal Source Mve Loss: : -0.8494\n", + "\tVal Target Mve Loss: : -0.7933\n", + "\n", + "Epoch 210: 9.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0851\n", + "\tTrain Regression Loss: : 0.0078\n", + "\tTrain Mve Loss: : -0.9030\n", + "\tTrain R2 Score: : 0.9760\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0081\n", + "\tVal Target Regression Loss: : 0.0100\n", + "\tVal Source R2 Score: : 0.9754\n", + "\tVal Target R2 Score: : 0.9687\n", + "\tVal Source Mve Loss: : -0.8923\n", + "\tVal Target Mve Loss: : -0.6445\n", + "\n", + "Epoch 211: 11.02s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0841\n", + "\tTrain Regression Loss: : 0.0223\n", + "\tTrain Mve Loss: : -0.7697\n", + "\tTrain R2 Score: : 0.9317\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0105\n", + "\tVal Target Regression Loss: : 0.0123\n", + "\tVal Source R2 Score: : 0.9682\n", + "\tVal Target R2 Score: : 0.9616\n", + "\tVal Source Mve Loss: : -0.9010\n", + "\tVal Target Mve Loss: : -0.8599\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 212: 11.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0846\n", + "\tTrain Regression Loss: : 0.0078\n", + "\tTrain Mve Loss: : -0.9344\n", + "\tTrain R2 Score: : 0.9763\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0080\n", + "\tVal Target Regression Loss: : 0.0101\n", + "\tVal Source R2 Score: : 0.9755\n", + "\tVal Target R2 Score: : 0.9687\n", + "\tVal Source Mve Loss: : -0.9563\n", + "\tVal Target Mve Loss: : -0.9369\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 213: 10.98s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0840\n", + "\tTrain Regression Loss: : 0.0096\n", + "\tTrain Mve Loss: : -0.9321\n", + "\tTrain R2 Score: : 0.9707\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0078\n", + "\tVal Target Regression Loss: : 0.0101\n", + "\tVal Source R2 Score: : 0.9763\n", + "\tVal Target R2 Score: : 0.9693\n", + "\tVal Source Mve Loss: : -0.9791\n", + "\tVal Target Mve Loss: : -0.9120\n", + "\n", + "Epoch 214: 10.66s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0845\n", + "\tTrain Regression Loss: : 0.0153\n", + "\tTrain Mve Loss: : -0.8183\n", + "\tTrain R2 Score: : 0.9529\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1220\n", + "\tVal Target Regression Loss: : 0.1267\n", + "\tVal Source R2 Score: : 0.6267\n", + "\tVal Target R2 Score: : 0.6050\n", + "\tVal Source Mve Loss: : -0.2105\n", + "\tVal Target Mve Loss: : -0.1820\n", + "\n", + "Epoch 215: 9.18s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0842\n", + "\tTrain Regression Loss: : 0.0244\n", + "\tTrain Mve Loss: : -0.8524\n", + "\tTrain R2 Score: : 0.9256\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0088\n", + "\tVal Target Regression Loss: : 0.0118\n", + "\tVal Source R2 Score: : 0.9734\n", + "\tVal Target R2 Score: : 0.9635\n", + "\tVal Source Mve Loss: : -0.9774\n", + "\tVal Target Mve Loss: : -0.8788\n", + "\n", + "Epoch 216: 9.02s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0844\n", + "\tTrain Regression Loss: : 0.0078\n", + "\tTrain Mve Loss: : -0.9169\n", + "\tTrain R2 Score: : 0.9761\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0082\n", + "\tVal Target Regression Loss: : 0.0104\n", + "\tVal Source R2 Score: : 0.9748\n", + "\tVal Target R2 Score: : 0.9673\n", + "\tVal Source Mve Loss: : -0.9563\n", + "\tVal Target Mve Loss: : -0.9411\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 217: 9.71s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0850\n", + "\tTrain Regression Loss: : 0.0075\n", + "\tTrain Mve Loss: : -1.0310\n", + "\tTrain R2 Score: : 0.9771\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0082\n", + "\tVal Target Regression Loss: : 0.0099\n", + "\tVal Source R2 Score: : 0.9755\n", + "\tVal Target R2 Score: : 0.9693\n", + "\tVal Source Mve Loss: : -0.9860\n", + "\tVal Target Mve Loss: : -0.9058\n", + "\n", + "Epoch 218: 10.54s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0842\n", + "\tTrain Regression Loss: : 0.0072\n", + "\tTrain Mve Loss: : -1.0612\n", + "\tTrain R2 Score: : 0.9778\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0078\n", + "\tVal Target Regression Loss: : 0.0096\n", + "\tVal Source R2 Score: : 0.9759\n", + "\tVal Target R2 Score: : 0.9703\n", + "\tVal Source Mve Loss: : -1.0498\n", + "\tVal Target Mve Loss: : -0.9789\n", + "Saving Model... Done.\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 219: 10.59s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0848\n", + "\tTrain Regression Loss: : 0.0071\n", + "\tTrain Mve Loss: : -1.0897\n", + "\tTrain R2 Score: : 0.9783\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0079\n", + "\tVal Target Regression Loss: : 0.0097\n", + "\tVal Source R2 Score: : 0.9756\n", + "\tVal Target R2 Score: : 0.9702\n", + "\tVal Source Mve Loss: : -1.1138\n", + "\tVal Target Mve Loss: : -1.0677\n", + "Generating Isomap...\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving Model MVE... Done.\n", + "\n", + "Epoch 220: 12.44s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0861\n", + "\tTrain Regression Loss: : 0.0080\n", + "\tTrain Mve Loss: : -1.0992\n", + "\tTrain R2 Score: : 0.9755\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0078\n", + "\tVal Target Regression Loss: : 0.0096\n", + "\tVal Source R2 Score: : 0.9760\n", + "\tVal Target R2 Score: : 0.9703\n", + "\tVal Source Mve Loss: : -1.0990\n", + "\tVal Target Mve Loss: : -1.0212\n", + "\n", + "Epoch 221: 10.38s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0846\n", + "\tTrain Regression Loss: : 0.0486\n", + "\tTrain Mve Loss: : -0.6845\n", + "\tTrain R2 Score: : 0.8505\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0280\n", + "\tVal Target Regression Loss: : 0.0288\n", + "\tVal Source R2 Score: : 0.9147\n", + "\tVal Target R2 Score: : 0.9102\n", + "\tVal Source Mve Loss: : -0.8282\n", + "\tVal Target Mve Loss: : -0.8238\n", + "\n", + "Epoch 222: 12.62s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0867\n", + "\tTrain Regression Loss: : 0.0172\n", + "\tTrain Mve Loss: : -0.9890\n", + "\tTrain R2 Score: : 0.9473\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0182\n", + "\tVal Target Regression Loss: : 0.0192\n", + "\tVal Source R2 Score: : 0.9418\n", + "\tVal Target R2 Score: : 0.9401\n", + "\tVal Source Mve Loss: : -0.9824\n", + "\tVal Target Mve Loss: : -0.9713\n", + "\n", + "Epoch 223: 11.39s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0843\n", + "\tTrain Regression Loss: : 0.0096\n", + "\tTrain Mve Loss: : -1.1288\n", + "\tTrain R2 Score: : 0.9707\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0087\n", + "\tVal Target Regression Loss: : 0.0109\n", + "\tVal Source R2 Score: : 0.9737\n", + "\tVal Target R2 Score: : 0.9658\n", + "\tVal Source Mve Loss: : -1.1632\n", + "\tVal Target Mve Loss: : -1.0866\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 224: 10.95s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0847\n", + "\tTrain Regression Loss: : 0.0106\n", + "\tTrain Mve Loss: : -0.9998\n", + "\tTrain R2 Score: : 0.9674\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0148\n", + "\tVal Target Regression Loss: : 0.0153\n", + "\tVal Source R2 Score: : 0.9548\n", + "\tVal Target R2 Score: : 0.9524\n", + "\tVal Source Mve Loss: : -0.9941\n", + "\tVal Target Mve Loss: : -0.9906\n", + "\n", + "Epoch 225: 10.76s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0848\n", + "\tTrain Regression Loss: : 0.0105\n", + "\tTrain Mve Loss: : -1.1377\n", + "\tTrain R2 Score: : 0.9677\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0097\n", + "\tVal Target Regression Loss: : 0.0114\n", + "\tVal Source R2 Score: : 0.9705\n", + "\tVal Target R2 Score: : 0.9642\n", + "\tVal Source Mve Loss: : -1.1598\n", + "\tVal Target Mve Loss: : -1.0874\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 226: 11.36s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0848\n", + "\tTrain Regression Loss: : 0.0082\n", + "\tTrain Mve Loss: : -1.2266\n", + "\tTrain R2 Score: : 0.9747\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0088\n", + "\tVal Target Regression Loss: : 0.0108\n", + "\tVal Source R2 Score: : 0.9728\n", + "\tVal Target R2 Score: : 0.9663\n", + "\tVal Source Mve Loss: : -1.2197\n", + "\tVal Target Mve Loss: : -1.1361\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 227: 11.68s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0855\n", + "\tTrain Regression Loss: : 0.0078\n", + "\tTrain Mve Loss: : -1.2714\n", + "\tTrain R2 Score: : 0.9761\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0084\n", + "\tVal Target Regression Loss: : 0.0102\n", + "\tVal Source R2 Score: : 0.9741\n", + "\tVal Target R2 Score: : 0.9685\n", + "\tVal Source Mve Loss: : -1.2545\n", + "\tVal Target Mve Loss: : -1.1752\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 228: 11.21s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0848\n", + "\tTrain Regression Loss: : 0.0075\n", + "\tTrain Mve Loss: : -1.2615\n", + "\tTrain R2 Score: : 0.9771\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0082\n", + "\tVal Target Regression Loss: : 0.0099\n", + "\tVal Source R2 Score: : 0.9751\n", + "\tVal Target R2 Score: : 0.9691\n", + "\tVal Source Mve Loss: : -1.1062\n", + "\tVal Target Mve Loss: : -1.0925\n", + "\n", + "Epoch 229: 10.70s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0855\n", + "\tTrain Regression Loss: : 0.0073\n", + "\tTrain Mve Loss: : -1.2468\n", + "\tTrain R2 Score: : 0.9777\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0080\n", + "\tVal Target Regression Loss: : 0.0097\n", + "\tVal Source R2 Score: : 0.9757\n", + "\tVal Target R2 Score: : 0.9697\n", + "\tVal Source Mve Loss: : -1.3153\n", + "\tVal Target Mve Loss: : -1.2281\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 230: 11.14s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0854\n", + "\tTrain Regression Loss: : 0.0073\n", + "\tTrain Mve Loss: : -1.2429\n", + "\tTrain R2 Score: : 0.9777\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0081\n", + "\tVal Target Regression Loss: : 0.0102\n", + "\tVal Source R2 Score: : 0.9755\n", + "\tVal Target R2 Score: : 0.9684\n", + "\tVal Source Mve Loss: : -0.9822\n", + "\tVal Target Mve Loss: : -0.9722\n", + "\n", + "Epoch 231: 10.95s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0864\n", + "\tTrain Regression Loss: : 0.0072\n", + "\tTrain Mve Loss: : -1.0978\n", + "\tTrain R2 Score: : 0.9779\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0077\n", + "\tVal Target Regression Loss: : 0.0097\n", + "\tVal Source R2 Score: : 0.9768\n", + "\tVal Target R2 Score: : 0.9700\n", + "\tVal Source Mve Loss: : -1.2629\n", + "\tVal Target Mve Loss: : -1.2377\n", + "Saving Model MVE... Done.\n" ] } ], diff --git a/src/training/MVE/MVE_SL_DA_v8.ipynb b/src/training/MVE/MVE_SL_DA_v8.ipynb index f0e5f18..f8e53be 100644 --- a/src/training/MVE/MVE_SL_DA_v8.ipynb +++ b/src/training/MVE/MVE_SL_DA_v8.ipynb @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "49bde5ed-7373-461d-81ee-11b430fd20d3", "metadata": { "colab": { @@ -3299,266 +3299,1495 @@ }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "print(\"Beginning Training...\")\n", - "\n", - "\n", - "for curr_epoch in range(stats['epoch_no'], stats['epoch_no'] + n_epoch):\n", - "\n", - " # Generate isomaps every 20 epochs\n", - " if (curr_epoch % 20 == 0):\n", - " print(\"Generating Isomap...\")\n", - " source_iso, target_iso = generate_isomaps(source_data, target_data, model)\n", - " show_isomaps(source_iso, \n", - " target_iso, \n", - " isomap_source_label_sample, \n", - " isomap_target_label_sample, \n", - " save_mod_name, \n", - " name = stats[\"epoch_no\"], \n", - " axlim = 50, save = True)\n", - "\n", - " # Save best models\n", - " if (len(stats['val_target_r2_score']) > 0):\n", - " \n", - " # Save and overwrite model every best target R2\n", - " if (stats['val_target_r2_score'][-1] > best_target_R2):\n", - " print(\"Saving Model...\", end = ' ')\n", - " save_model(save_mod_name, model, optimizer, stats)\n", - " best_target_R2 = stats['val_target_r2_score'][-1]\n", - " print(\"Done.\")\n", - " \n", - " # Save and overwrite model every best target MVE Loss\n", - " if (stats['val_target_mve_loss'][-1] < best_mve_loss):\n", - " print(\"Saving Model MVE...\", end = ' ')\n", - " mve_name = save_mod_name + \"_mve\"\n", - " save_model(mve_name, model, optimizer, stats)\n", - " best_mve_loss = stats['val_target_mve_loss'][-1]\n", - " print(\"Done.\")\n", - "\n", - " \n", - " start_time = time.time()\n", - "\n", - " beta = beta_function(curr_epoch)\n", - " da_weight = da_weight_function(curr_epoch)\n", - "\n", - " # Train, backpropagate\n", - " vals = train_loop_mve(source_train_dataloader, \n", - " target_train_dataloader, \n", - " model,\n", - " regressor_loss_fn, \n", - " da_loss_fn, \n", - " optimizer,\n", - " da_weight, \n", - " beta)\n", - "\n", - " # Test, validate metrics\n", - " vals_validate = test_loop_mve(source_val_dataloader, \n", - " target_val_dataloader,\n", - " model, \n", - " regressor_loss_fn, \n", - " beta)\n", - "\n", - " # Training Metrics\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", - "\n", - " # Validation Metrics\n", - " stats['val_source_regression_loss'].append(vals_validate[0])\n", - " stats['val_target_regression_loss'].append(vals_validate[1])\n", - " stats['val_source_r2_score'].append(vals_validate[2])\n", - " stats['val_target_r2_score'].append(vals_validate[3])\n", - " stats['val_source_mve_loss'].append(vals_validate[4])\n", - " stats['val_target_mve_loss'].append(vals_validate[5])\n", - " \n", - " # Other Parameters\n", - " stats['da_weight'].append(da_weight)\n", - " stats['beta'].append(beta)\n", - " stats['epoch_no'] += 1\n", - "\n", - " print_epoch_scores(stats, curr_epoch, time.time() - start_time)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5a3b9217-7564-438b-b584-a5597fbbe5f4", - "metadata": {}, - "outputs": [], - "source": [ - "# Saves the end result model after running for all stages, as well as the .json of stats\n", - "\n", - "state = {\n", - " 'epoch': stats['epoch_no'],\n", - " 'state_dict': model.state_dict(),\n", - " 'optimizer': optimizer.state_dict(),\n", - "}\n", - "final_mod_name = save_mod_name + \"_final\"\n", - "torch.save(state, final_mod_name)\n", - "json.dump(stats, open(final_mod_name+'.json', 'w'))" - ] - }, - { - "cell_type": "markdown", - "id": "abb209dd-66b9-48f0-b914-3cfd98332706", - "metadata": {}, - "source": [ - "## Visualize Results" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a6694f78-2220-47f8-86de-dbc066dbda67", - "metadata": {}, - "outputs": [], - "source": [ - "# Loads a model for plotting/viz\n", - "\n", - "viz_mod_name = final_mod_name # \"models/start_code_test_4_final\"\n", - "model.load_state_dict(torch.load(viz_mod_name)['state_dict'])\n", - "stats = json.load(open(viz_mod_name+'.json', 'r'))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "70ab5e86-562e-4eb6-8ea5-a118620db5e5", - "metadata": {}, - "outputs": [], - "source": [ - "# Visualize isomaps \n", - "trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)\n", - "show_isomaps(trained_source_iso, trained_target_iso, isomap_source_label_sample, isomap_target_label_sample, viz_mod_name, axlim = 2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "YfplCDIb-UU_", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "executionInfo": { - "elapsed": 649, - "status": "ok", - "timestamp": 1718869045736, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "YfplCDIb-UU_", - "outputId": "dbb362ec-4af5-4cb9-c4f9-a0a2766c26c5" - }, - "outputs": [], - "source": [ - "# DA Loss\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": null, - "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": [], - "source": [ - "# Estimator / Regression\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": null, - "id": "a5413510-b734-461f-aec2-0a02fe0297cb", - "metadata": {}, - "outputs": [], - "source": [ - "# BNLL for MVE\n", - "plt.title(\"BNLL Error\")\n", - "plt.plot(eps, stats['train_mve_loss'], label = \"Training MVE Loss\")\n", - "plt.plot(eps, stats['val_source_mve_loss'], label = \"Source Val MVE Loss\")\n", - "plt.plot(eps, stats['val_target_mve_loss'], label = \"Target Val MVE Loss\")\n", - "plt.xlabel(\"Epoch\")\n", - "plt.ylabel(\"Loss\")\n", - "plt.legend(fontsize = 'small')\n", - "plt.ylim(-1, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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": [], - "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()\n", - "plt.ylim(0.5, 1)" - ] + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 180: 12.36s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0813\n", + "\tTrain Regression Loss: : 0.0970\n", + "\tTrain Mve Loss: : -0.2675\n", + "\tTrain R2 Score: : 0.7013\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 2.1494\n", + "\tVal Target Regression Loss: : 2.1773\n", + "\tVal Source R2 Score: : -5.5814\n", + "\tVal Target R2 Score: : -5.8442\n", + "\tVal Source Mve Loss: : 2.4949\n", + "\tVal Target Mve Loss: : 2.5315\n", + "\n", + "Epoch 181: 14.26s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0777\n", + "\tTrain Regression Loss: : 0.2113\n", + "\tTrain Mve Loss: : -0.1737\n", + "\tTrain R2 Score: : 0.3617\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0544\n", + "\tVal Target Regression Loss: : 0.0582\n", + "\tVal Source R2 Score: : 0.8333\n", + "\tVal Target R2 Score: : 0.8181\n", + "\tVal Source Mve Loss: : -0.4057\n", + "\tVal Target Mve Loss: : -0.4003\n", + "\n", + "Epoch 182: 12.39s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0799\n", + "\tTrain Regression Loss: : 0.0369\n", + "\tTrain Mve Loss: : -0.4813\n", + "\tTrain R2 Score: : 0.8868\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0252\n", + "\tVal Target Regression Loss: : 0.0273\n", + "\tVal Source R2 Score: : 0.9231\n", + "\tVal Target R2 Score: : 0.9137\n", + "\tVal Source Mve Loss: : -0.4848\n", + "\tVal Target Mve Loss: : -0.4675\n", + "\n", + "Epoch 183: 11.92s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0809\n", + "\tTrain Regression Loss: : 0.0451\n", + "\tTrain Mve Loss: : -0.4470\n", + "\tTrain R2 Score: : 0.8604\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0297\n", + "\tVal Target Regression Loss: : 0.0338\n", + "\tVal Source R2 Score: : 0.9098\n", + "\tVal Target R2 Score: : 0.8955\n", + "\tVal Source Mve Loss: : -0.5489\n", + "\tVal Target Mve Loss: : -0.5336\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 184: 11.20s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0803\n", + "\tTrain Regression Loss: : 0.0432\n", + "\tTrain Mve Loss: : -0.4505\n", + "\tTrain R2 Score: : 0.8682\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0455\n", + "\tVal Target Regression Loss: : 0.0513\n", + "\tVal Source R2 Score: : 0.8580\n", + "\tVal Target R2 Score: : 0.8359\n", + "\tVal Source Mve Loss: : -0.4698\n", + "\tVal Target Mve Loss: : -0.4595\n", + "\n", + "Epoch 185: 11.89s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0797\n", + "\tTrain Regression Loss: : 0.0250\n", + "\tTrain Mve Loss: : -0.5214\n", + "\tTrain R2 Score: : 0.9233\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0205\n", + "\tVal Target Regression Loss: : 0.0215\n", + "\tVal Source R2 Score: : 0.9372\n", + "\tVal Target R2 Score: : 0.9338\n", + "\tVal Source Mve Loss: : -0.5270\n", + "\tVal Target Mve Loss: : -0.5182\n", + "\n", + "Epoch 186: 11.34s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0792\n", + "\tTrain Regression Loss: : 0.0473\n", + "\tTrain Mve Loss: : -0.4301\n", + "\tTrain R2 Score: : 0.8545\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0380\n", + "\tVal Target Regression Loss: : 0.0394\n", + "\tVal Source R2 Score: : 0.8841\n", + "\tVal Target R2 Score: : 0.8790\n", + "\tVal Source Mve Loss: : -0.4416\n", + "\tVal Target Mve Loss: : -0.4394\n", + "\n", + "Epoch 187: 10.78s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0795\n", + "\tTrain Regression Loss: : 0.0294\n", + "\tTrain Mve Loss: : -0.4670\n", + "\tTrain R2 Score: : 0.9098\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0274\n", + "\tVal Target Regression Loss: : 0.0289\n", + "\tVal Source R2 Score: : 0.9173\n", + "\tVal Target R2 Score: : 0.9107\n", + "\tVal Source Mve Loss: : -0.4819\n", + "\tVal Target Mve Loss: : -0.4793\n", + "\n", + "Epoch 188: 10.63s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0805\n", + "\tTrain Regression Loss: : 0.0230\n", + "\tTrain Mve Loss: : -0.5082\n", + "\tTrain R2 Score: : 0.9292\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0228\n", + "\tVal Target Regression Loss: : 0.0260\n", + "\tVal Source R2 Score: : 0.9310\n", + "\tVal Target R2 Score: : 0.9213\n", + "\tVal Source Mve Loss: : -0.5273\n", + "\tVal Target Mve Loss: : -0.5211\n", + "\n", + "Epoch 189: 10.57s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0798\n", + "\tTrain Regression Loss: : 0.0204\n", + "\tTrain Mve Loss: : -0.5621\n", + "\tTrain R2 Score: : 0.9375\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0217\n", + "\tVal Target Regression Loss: : 0.0224\n", + "\tVal Source R2 Score: : 0.9344\n", + "\tVal Target R2 Score: : 0.9313\n", + "\tVal Source Mve Loss: : -0.5895\n", + "\tVal Target Mve Loss: : -0.5875\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 190: 10.70s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0802\n", + "\tTrain Regression Loss: : 0.0192\n", + "\tTrain Mve Loss: : -0.6127\n", + "\tTrain R2 Score: : 0.9411\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0194\n", + "\tVal Target Regression Loss: : 0.0211\n", + "\tVal Source R2 Score: : 0.9407\n", + "\tVal Target R2 Score: : 0.9342\n", + "\tVal Source Mve Loss: : -0.5631\n", + "\tVal Target Mve Loss: : -0.5429\n", + "\n", + "Epoch 191: 12.02s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0808\n", + "\tTrain Regression Loss: : 0.0182\n", + "\tTrain Mve Loss: : -0.5804\n", + "\tTrain R2 Score: : 0.9440\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0205\n", + "\tVal Target Regression Loss: : 0.0212\n", + "\tVal Source R2 Score: : 0.9384\n", + "\tVal Target R2 Score: : 0.9344\n", + "\tVal Source Mve Loss: : -0.5559\n", + "\tVal Target Mve Loss: : -0.5430\n", + "\n", + "Epoch 192: 10.87s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0812\n", + "\tTrain Regression Loss: : 0.0174\n", + "\tTrain Mve Loss: : -0.5901\n", + "\tTrain R2 Score: : 0.9465\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0186\n", + "\tVal Target Regression Loss: : 0.0198\n", + "\tVal Source R2 Score: : 0.9427\n", + "\tVal Target R2 Score: : 0.9390\n", + "\tVal Source Mve Loss: : -0.5615\n", + "\tVal Target Mve Loss: : -0.5482\n", + "\n", + "Epoch 193: 11.69s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0816\n", + "\tTrain Regression Loss: : 0.0173\n", + "\tTrain Mve Loss: : -0.5999\n", + "\tTrain R2 Score: : 0.9470\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0207\n", + "\tVal Target Regression Loss: : 0.0231\n", + "\tVal Source R2 Score: : 0.9365\n", + "\tVal Target R2 Score: : 0.9286\n", + "\tVal Source Mve Loss: : -0.5957\n", + "\tVal Target Mve Loss: : -0.5700\n", + "\n", + "Epoch 194: 11.87s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0813\n", + "\tTrain Regression Loss: : 0.0167\n", + "\tTrain Mve Loss: : -0.6138\n", + "\tTrain R2 Score: : 0.9489\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0174\n", + "\tVal Target Regression Loss: : 0.0190\n", + "\tVal Source R2 Score: : 0.9473\n", + "\tVal Target R2 Score: : 0.9397\n", + "\tVal Source Mve Loss: : -0.6360\n", + "\tVal Target Mve Loss: : -0.6194\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 195: 11.95s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0812\n", + "\tTrain Regression Loss: : 0.0369\n", + "\tTrain Mve Loss: : -0.5535\n", + "\tTrain R2 Score: : 0.8873\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0183\n", + "\tVal Target Regression Loss: : 0.0202\n", + "\tVal Source R2 Score: : 0.9442\n", + "\tVal Target R2 Score: : 0.9371\n", + "\tVal Source Mve Loss: : -0.6260\n", + "\tVal Target Mve Loss: : -0.6028\n", + "\n", + "Epoch 196: 12.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0805\n", + "\tTrain Regression Loss: : 0.0163\n", + "\tTrain Mve Loss: : -0.6412\n", + "\tTrain R2 Score: : 0.9500\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0173\n", + "\tVal Target Regression Loss: : 0.0185\n", + "\tVal Source R2 Score: : 0.9466\n", + "\tVal Target R2 Score: : 0.9424\n", + "\tVal Source Mve Loss: : -0.6029\n", + "\tVal Target Mve Loss: : -0.5861\n", + "\n", + "Epoch 197: 11.28s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0807\n", + "\tTrain Regression Loss: : 0.0592\n", + "\tTrain Mve Loss: : -0.5095\n", + "\tTrain R2 Score: : 0.8151\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 1.4303\n", + "\tVal Target Regression Loss: : 1.4384\n", + "\tVal Source R2 Score: : -3.4102\n", + "\tVal Target R2 Score: : -3.4693\n", + "\tVal Source Mve Loss: : 1.9525\n", + "\tVal Target Mve Loss: : 1.9609\n", + "\n", + "Epoch 198: 11.07s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0784\n", + "\tTrain Regression Loss: : 0.1010\n", + "\tTrain Mve Loss: : -0.3764\n", + "\tTrain R2 Score: : 0.6892\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0319\n", + "\tVal Target Regression Loss: : 0.0348\n", + "\tVal Source R2 Score: : 0.9025\n", + "\tVal Target R2 Score: : 0.8925\n", + "\tVal Source Mve Loss: : -0.5739\n", + "\tVal Target Mve Loss: : -0.5672\n", + "\n", + "Epoch 199: 11.13s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0795\n", + "\tTrain Regression Loss: : 0.1313\n", + "\tTrain Mve Loss: : 0.4081\n", + "\tTrain R2 Score: : 0.5970\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0900\n", + "\tVal Target Regression Loss: : 0.0893\n", + "\tVal Source R2 Score: : 0.7214\n", + "\tVal Target R2 Score: : 0.7212\n", + "\tVal Source Mve Loss: : -0.4034\n", + "\tVal Target Mve Loss: : -0.4044\n", + "Generating Isomap...\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 200: 11.22s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0772\n", + "\tTrain Regression Loss: : 0.0491\n", + "\tTrain Mve Loss: : -0.4722\n", + "\tTrain R2 Score: : 0.8487\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0396\n", + "\tVal Target Regression Loss: : 0.0419\n", + "\tVal Source R2 Score: : 0.8763\n", + "\tVal Target R2 Score: : 0.8716\n", + "\tVal Source Mve Loss: : -0.4889\n", + "\tVal Target Mve Loss: : -0.4850\n", + "\n", + "Epoch 201: 11.41s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0776\n", + "\tTrain Regression Loss: : 0.0351\n", + "\tTrain Mve Loss: : -0.5018\n", + "\tTrain R2 Score: : 0.8919\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0347\n", + "\tVal Target Regression Loss: : 0.0370\n", + "\tVal Source R2 Score: : 0.8939\n", + "\tVal Target R2 Score: : 0.8852\n", + "\tVal Source Mve Loss: : -0.5058\n", + "\tVal Target Mve Loss: : -0.5016\n", + "\n", + "Epoch 202: 11.76s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0789\n", + "\tTrain Regression Loss: : 0.0310\n", + "\tTrain Mve Loss: : -0.5192\n", + "\tTrain R2 Score: : 0.9047\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0308\n", + "\tVal Target Regression Loss: : 0.0329\n", + "\tVal Source R2 Score: : 0.9051\n", + "\tVal Target R2 Score: : 0.8967\n", + "\tVal Source Mve Loss: : -0.5245\n", + "\tVal Target Mve Loss: : -0.5205\n", + "\n", + "Epoch 203: 10.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0775\n", + "\tTrain Regression Loss: : 0.0271\n", + "\tTrain Mve Loss: : -0.5403\n", + "\tTrain R2 Score: : 0.9166\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0278\n", + "\tVal Target Regression Loss: : 0.0293\n", + "\tVal Source R2 Score: : 0.9096\n", + "\tVal Target R2 Score: : 0.9090\n", + "\tVal Source Mve Loss: : -0.5462\n", + "\tVal Target Mve Loss: : -0.5430\n", + "\n", + "Epoch 204: 11.11s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0788\n", + "\tTrain Regression Loss: : 0.0235\n", + "\tTrain Mve Loss: : -0.5670\n", + "\tTrain R2 Score: : 0.9276\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0234\n", + "\tVal Target Regression Loss: : 0.0257\n", + "\tVal Source R2 Score: : 0.9287\n", + "\tVal Target R2 Score: : 0.9206\n", + "\tVal Source Mve Loss: : -0.5782\n", + "\tVal Target Mve Loss: : -0.5735\n", + "\n", + "Epoch 205: 10.71s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0801\n", + "\tTrain Regression Loss: : 0.0208\n", + "\tTrain Mve Loss: : -0.6020\n", + "\tTrain R2 Score: : 0.9359\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0210\n", + "\tVal Target Regression Loss: : 0.0228\n", + "\tVal Source R2 Score: : 0.9357\n", + "\tVal Target R2 Score: : 0.9287\n", + "\tVal Source Mve Loss: : -0.6192\n", + "\tVal Target Mve Loss: : -0.6147\n", + "\n", + "Epoch 206: 11.32s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0796\n", + "\tTrain Regression Loss: : 0.0187\n", + "\tTrain Mve Loss: : -0.6536\n", + "\tTrain R2 Score: : 0.9428\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0200\n", + "\tVal Target Regression Loss: : 0.0216\n", + "\tVal Source R2 Score: : 0.9390\n", + "\tVal Target R2 Score: : 0.9328\n", + "\tVal Source Mve Loss: : -0.6799\n", + "\tVal Target Mve Loss: : -0.6747\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 207: 11.27s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0806\n", + "\tTrain Regression Loss: : 0.0175\n", + "\tTrain Mve Loss: : -0.7416\n", + "\tTrain R2 Score: : 0.9465\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0185\n", + "\tVal Target Regression Loss: : 0.0197\n", + "\tVal Source R2 Score: : 0.9441\n", + "\tVal Target R2 Score: : 0.9390\n", + "\tVal Source Mve Loss: : -0.7932\n", + "\tVal Target Mve Loss: : -0.7858\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 208: 10.62s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0807\n", + "\tTrain Regression Loss: : 0.0166\n", + "\tTrain Mve Loss: : -0.7880\n", + "\tTrain R2 Score: : 0.9490\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0190\n", + "\tVal Target Regression Loss: : 0.0212\n", + "\tVal Source R2 Score: : 0.9413\n", + "\tVal Target R2 Score: : 0.9344\n", + "\tVal Source Mve Loss: : -0.7405\n", + "\tVal Target Mve Loss: : -0.7039\n", + "\n", + "Epoch 209: 10.91s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0804\n", + "\tTrain Regression Loss: : 0.0157\n", + "\tTrain Mve Loss: : -0.8000\n", + "\tTrain R2 Score: : 0.9518\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0168\n", + "\tVal Target Regression Loss: : 0.0184\n", + "\tVal Source R2 Score: : 0.9491\n", + "\tVal Target R2 Score: : 0.9428\n", + "\tVal Source Mve Loss: : -0.7818\n", + "\tVal Target Mve Loss: : -0.7516\n", + "\n", + "Epoch 210: 9.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0804\n", + "\tTrain Regression Loss: : 0.0274\n", + "\tTrain Mve Loss: : -0.7010\n", + "\tTrain R2 Score: : 0.9161\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0393\n", + "\tVal Target Regression Loss: : 0.0399\n", + "\tVal Source R2 Score: : 0.8788\n", + "\tVal Target R2 Score: : 0.8766\n", + "\tVal Source Mve Loss: : -0.5196\n", + "\tVal Target Mve Loss: : -0.5182\n", + "\n", + "Epoch 211: 10.43s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0794\n", + "\tTrain Regression Loss: : 0.0282\n", + "\tTrain Mve Loss: : -0.5552\n", + "\tTrain R2 Score: : 0.9137\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0249\n", + "\tVal Target Regression Loss: : 0.0262\n", + "\tVal Source R2 Score: : 0.9241\n", + "\tVal Target R2 Score: : 0.9181\n", + "\tVal Source Mve Loss: : -0.5764\n", + "\tVal Target Mve Loss: : -0.5736\n", + "\n", + "Epoch 212: 10.80s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0802\n", + "\tTrain Regression Loss: : 0.0201\n", + "\tTrain Mve Loss: : -0.6116\n", + "\tTrain R2 Score: : 0.9383\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0204\n", + "\tVal Target Regression Loss: : 0.0213\n", + "\tVal Source R2 Score: : 0.9376\n", + "\tVal Target R2 Score: : 0.9347\n", + "\tVal Source Mve Loss: : -0.6375\n", + "\tVal Target Mve Loss: : -0.6350\n", + "\n", + "Epoch 213: 10.54s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0799\n", + "\tTrain Regression Loss: : 0.0176\n", + "\tTrain Mve Loss: : -0.6931\n", + "\tTrain R2 Score: : 0.9461\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0197\n", + "\tVal Target Regression Loss: : 0.0217\n", + "\tVal Source R2 Score: : 0.9399\n", + "\tVal Target R2 Score: : 0.9317\n", + "\tVal Source Mve Loss: : -0.8274\n", + "\tVal Target Mve Loss: : -0.8161\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 214: 10.55s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0799\n", + "\tTrain Regression Loss: : 0.0167\n", + "\tTrain Mve Loss: : -0.8621\n", + "\tTrain R2 Score: : 0.9490\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0170\n", + "\tVal Target Regression Loss: : 0.0180\n", + "\tVal Source R2 Score: : 0.9479\n", + "\tVal Target R2 Score: : 0.9441\n", + "\tVal Source Mve Loss: : -0.8507\n", + "\tVal Target Mve Loss: : -0.8339\n", + "Saving Model... Done.\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 215: 11.17s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0810\n", + "\tTrain Regression Loss: : 0.0160\n", + "\tTrain Mve Loss: : -0.8836\n", + "\tTrain R2 Score: : 0.9511\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0178\n", + "\tVal Target Regression Loss: : 0.0196\n", + "\tVal Source R2 Score: : 0.9451\n", + "\tVal Target R2 Score: : 0.9386\n", + "\tVal Source Mve Loss: : -0.8538\n", + "\tVal Target Mve Loss: : -0.8246\n", + "\n", + "Epoch 216: 10.37s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0811\n", + "\tTrain Regression Loss: : 0.0157\n", + "\tTrain Mve Loss: : -0.9029\n", + "\tTrain R2 Score: : 0.9519\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0161\n", + "\tVal Target Regression Loss: : 0.0176\n", + "\tVal Source R2 Score: : 0.9511\n", + "\tVal Target R2 Score: : 0.9454\n", + "\tVal Source Mve Loss: : -0.9095\n", + "\tVal Target Mve Loss: : -0.8880\n", + "Saving Model... Done.\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 217: 10.42s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0816\n", + "\tTrain Regression Loss: : 0.0155\n", + "\tTrain Mve Loss: : -0.9230\n", + "\tTrain R2 Score: : 0.9524\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0158\n", + "\tVal Target Regression Loss: : 0.0174\n", + "\tVal Source R2 Score: : 0.9523\n", + "\tVal Target R2 Score: : 0.9464\n", + "\tVal Source Mve Loss: : 36.0455\n", + "\tVal Target Mve Loss: : -0.8631\n", + "Saving Model... Done.\n", + "\n", + "Epoch 218: 11.57s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0808\n", + "\tTrain Regression Loss: : 0.0153\n", + "\tTrain Mve Loss: : -0.9424\n", + "\tTrain R2 Score: : 0.9532\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0178\n", + "\tVal Target Regression Loss: : 0.0203\n", + "\tVal Source R2 Score: : 0.9460\n", + "\tVal Target R2 Score: : 0.9372\n", + "\tVal Source Mve Loss: : 38.2906\n", + "\tVal Target Mve Loss: : -0.8173\n", + "\n", + "Epoch 219: 11.42s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0810\n", + "\tTrain Regression Loss: : 0.0151\n", + "\tTrain Mve Loss: : -0.9647\n", + "\tTrain R2 Score: : 0.9537\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0157\n", + "\tVal Target Regression Loss: : 0.0178\n", + "\tVal Source R2 Score: : 0.9522\n", + "\tVal Target R2 Score: : 0.9454\n", + "\tVal Source Mve Loss: : 34.6449\n", + "\tVal Target Mve Loss: : -0.8859\n", + "Generating Isomap...\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 220: 10.87s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0825\n", + "\tTrain Regression Loss: : 0.0151\n", + "\tTrain Mve Loss: : -0.9797\n", + "\tTrain R2 Score: : 0.9537\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0170\n", + "\tVal Target Regression Loss: : 0.0182\n", + "\tVal Source R2 Score: : 0.9476\n", + "\tVal Target R2 Score: : 0.9354\n", + "\tVal Source Mve Loss: : -0.9623\n", + "\tVal Target Mve Loss: : -0.9478\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 221: 11.05s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0797\n", + "\tTrain Regression Loss: : 2.0463\n", + "\tTrain Mve Loss: : 13.9031\n", + "\tTrain R2 Score: : -5.2996\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.8340\n", + "\tVal Target Regression Loss: : 0.8490\n", + "\tVal Source R2 Score: : -1.5837\n", + "\tVal Target R2 Score: : -1.6204\n", + "\tVal Source Mve Loss: : 0.4839\n", + "\tVal Target Mve Loss: : 0.4996\n", + "\n", + "Epoch 222: 11.83s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0810\n", + "\tTrain Regression Loss: : 0.2768\n", + "\tTrain Mve Loss: : -0.0868\n", + "\tTrain R2 Score: : 0.1506\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1213\n", + "\tVal Target Regression Loss: : 0.1260\n", + "\tVal Source R2 Score: : 0.6319\n", + "\tVal Target R2 Score: : 0.6132\n", + "\tVal Source Mve Loss: : -0.2611\n", + "\tVal Target Mve Loss: : -0.2560\n", + "\n", + "Epoch 223: 11.59s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0808\n", + "\tTrain Regression Loss: : 0.1105\n", + "\tTrain Mve Loss: : -0.3183\n", + "\tTrain R2 Score: : 0.6628\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1085\n", + "\tVal Target Regression Loss: : 0.1107\n", + "\tVal Source R2 Score: : 0.6690\n", + "\tVal Target R2 Score: : 0.6558\n", + "\tVal Source Mve Loss: : -0.3722\n", + "\tVal Target Mve Loss: : -0.3691\n", + "\n", + "Epoch 224: 10.95s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0798\n", + "\tTrain Regression Loss: : 0.0970\n", + "\tTrain Mve Loss: : -0.4588\n", + "\tTrain R2 Score: : 0.7038\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0941\n", + "\tVal Target Regression Loss: : 0.0990\n", + "\tVal Source R2 Score: : 0.7144\n", + "\tVal Target R2 Score: : 0.6823\n", + "\tVal Source Mve Loss: : -0.5292\n", + "\tVal Target Mve Loss: : -0.5152\n", + "\n", + "Epoch 225: 11.07s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0801\n", + "\tTrain Regression Loss: : 0.0814\n", + "\tTrain Mve Loss: : -0.5909\n", + "\tTrain R2 Score: : 0.7519\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0772\n", + "\tVal Target Regression Loss: : 0.0817\n", + "\tVal Source R2 Score: : 0.7528\n", + "\tVal Target R2 Score: : 0.7478\n", + "\tVal Source Mve Loss: : -0.6062\n", + "\tVal Target Mve Loss: : -0.5826\n", + "\n", + "Epoch 226: 11.43s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0814\n", + "\tTrain Regression Loss: : 0.0645\n", + "\tTrain Mve Loss: : -0.6724\n", + "\tTrain R2 Score: : 0.8023\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0598\n", + "\tVal Target Regression Loss: : 0.0635\n", + "\tVal Source R2 Score: : 0.8173\n", + "\tVal Target R2 Score: : 0.8046\n", + "\tVal Source Mve Loss: : -0.6907\n", + "\tVal Target Mve Loss: : -0.6670\n", + "\n", + "Epoch 227: 11.05s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0814\n", + "\tTrain Regression Loss: : 0.0475\n", + "\tTrain Mve Loss: : -0.7767\n", + "\tTrain R2 Score: : 0.8544\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0416\n", + "\tVal Target Regression Loss: : 0.0459\n", + "\tVal Source R2 Score: : 0.8726\n", + "\tVal Target R2 Score: : 0.8558\n", + "\tVal Source Mve Loss: : -0.8113\n", + "\tVal Target Mve Loss: : -0.7776\n", + "\n", + "Epoch 228: 11.39s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0797\n", + "\tTrain Regression Loss: : 0.0308\n", + "\tTrain Mve Loss: : -0.9193\n", + "\tTrain R2 Score: : 0.9060\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0273\n", + "\tVal Target Regression Loss: : 0.0305\n", + "\tVal Source R2 Score: : 0.9174\n", + "\tVal Target R2 Score: : 0.9059\n", + "\tVal Source Mve Loss: : -0.9468\n", + "\tVal Target Mve Loss: : -0.9047\n", + "\n", + "Epoch 229: 10.59s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0811\n", + "\tTrain Regression Loss: : 1.5133\n", + "\tTrain Mve Loss: : 2.0094\n", + "\tTrain R2 Score: : -3.6611\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 1.1288\n", + "\tVal Target Regression Loss: : 1.1470\n", + "\tVal Source R2 Score: : -2.4491\n", + "\tVal Target R2 Score: : -2.5624\n", + "\tVal Source Mve Loss: : 0.8910\n", + "\tVal Target Mve Loss: : 0.9127\n", + "\n", + "Epoch 230: 10.66s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0817\n", + "\tTrain Regression Loss: : 0.6429\n", + "\tTrain Mve Loss: : 0.3204\n", + "\tTrain R2 Score: : -0.9887\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.2836\n", + "\tVal Target Regression Loss: : 0.2905\n", + "\tVal Source R2 Score: : 0.1387\n", + "\tVal Target R2 Score: : 0.0985\n", + "\tVal Source Mve Loss: : -0.0850\n", + "\tVal Target Mve Loss: : -0.0777\n", + "\n", + "Epoch 231: 10.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0817\n", + "\tTrain Regression Loss: : 0.1561\n", + "\tTrain Mve Loss: : -0.2494\n", + "\tTrain R2 Score: : 0.5219\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0893\n", + "\tVal Target Regression Loss: : 0.0953\n", + "\tVal Source R2 Score: : 0.7281\n", + "\tVal Target R2 Score: : 0.7069\n", + "\tVal Source Mve Loss: : -0.3571\n", + "\tVal Target Mve Loss: : -0.3502\n", + "\n", + "Epoch 232: 11.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0814\n", + "\tTrain Regression Loss: : 0.0755\n", + "\tTrain Mve Loss: : -0.4244\n", + "\tTrain R2 Score: : 0.7701\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0721\n", + "\tVal Target Regression Loss: : 0.0773\n", + "\tVal Source R2 Score: : 0.7811\n", + "\tVal Target R2 Score: : 0.7618\n", + "\tVal Source Mve Loss: : -0.4863\n", + "\tVal Target Mve Loss: : -0.4785\n", + "\n", + "Epoch 233: 13.25s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0792\n", + "\tTrain Regression Loss: : 0.0628\n", + "\tTrain Mve Loss: : -0.6088\n", + "\tTrain R2 Score: : 0.8082\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0596\n", + "\tVal Target Regression Loss: : 0.0630\n", + "\tVal Source R2 Score: : 0.8041\n", + "\tVal Target R2 Score: : 0.8057\n", + "\tVal Source Mve Loss: : -0.7450\n", + "\tVal Target Mve Loss: : -0.7325\n", + "\n", + "Epoch 234: 12.02s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0809\n", + "\tTrain Regression Loss: : 0.0423\n", + "\tTrain Mve Loss: : -0.8866\n", + "\tTrain R2 Score: : 0.8707\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0334\n", + "\tVal Target Regression Loss: : 0.0387\n", + "\tVal Source R2 Score: : 0.8978\n", + "\tVal Target R2 Score: : 0.8802\n", + "\tVal Source Mve Loss: : -0.9627\n", + "\tVal Target Mve Loss: : -0.9122\n", + "\n", + "Epoch 235: 11.27s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0795\n", + "\tTrain Regression Loss: : 1.2199\n", + "\tTrain Mve Loss: : 1.0306\n", + "\tTrain R2 Score: : -2.7313\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 1.9259\n", + "\tVal Target Regression Loss: : 1.9444\n", + "\tVal Source R2 Score: : -4.8874\n", + "\tVal Target R2 Score: : -5.1194\n", + "\tVal Source Mve Loss: : 1.6032\n", + "\tVal Target Mve Loss: : 1.6227\n", + "\n", + "Epoch 236: 10.95s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0785\n", + "\tTrain Regression Loss: : 1.0478\n", + "\tTrain Mve Loss: : 0.6718\n", + "\tTrain R2 Score: : -2.2224\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.4060\n", + "\tVal Target Regression Loss: : 0.4117\n", + "\tVal Source R2 Score: : -0.2328\n", + "\tVal Target R2 Score: : -0.2848\n", + "\tVal Source Mve Loss: : 0.0704\n", + "\tVal Target Mve Loss: : 0.0752\n", + "\n", + "Epoch 237: 11.59s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0774\n", + "\tTrain Regression Loss: : 0.1970\n", + "\tTrain Mve Loss: : -0.1397\n", + "\tTrain R2 Score: : 0.3960\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0943\n", + "\tVal Target Regression Loss: : 0.0984\n", + "\tVal Source R2 Score: : 0.7142\n", + "\tVal Target R2 Score: : 0.6917\n", + "\tVal Source Mve Loss: : -0.2708\n", + "\tVal Target Mve Loss: : -0.2673\n", + "\n", + "Epoch 238: 11.14s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0777\n", + "\tTrain Regression Loss: : 0.0792\n", + "\tTrain Mve Loss: : -0.3478\n", + "\tTrain R2 Score: : 0.7581\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0763\n", + "\tVal Target Regression Loss: : 0.0811\n", + "\tVal Source R2 Score: : 0.7674\n", + "\tVal Target R2 Score: : 0.7494\n", + "\tVal Source Mve Loss: : -0.4257\n", + "\tVal Target Mve Loss: : -0.4200\n", + "\n", + "Epoch 239: 12.13s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0768\n", + "\tTrain Regression Loss: : 0.0667\n", + "\tTrain Mve Loss: : -0.5930\n", + "\tTrain R2 Score: : 0.7961\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0601\n", + "\tVal Target Regression Loss: : 0.0645\n", + "\tVal Source R2 Score: : 0.8192\n", + "\tVal Target R2 Score: : 0.7999\n", + "\tVal Source Mve Loss: : -0.7886\n", + "\tVal Target Mve Loss: : -0.7653\n", + "Generating Isomap...\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 240: 11.44s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0779\n", + "\tTrain Regression Loss: : 0.0441\n", + "\tTrain Mve Loss: : -0.9220\n", + "\tTrain R2 Score: : 0.8648\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0358\n", + "\tVal Target Regression Loss: : 0.0394\n", + "\tVal Source R2 Score: : 0.8912\n", + "\tVal Target R2 Score: : 0.8781\n", + "\tVal Source Mve Loss: : -0.9875\n", + "\tVal Target Mve Loss: : -0.9606\n", + "Saving Model MVE... Done.\n", + "\n", + "Epoch 241: 11.18s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0777\n", + "\tTrain Regression Loss: : 0.0263\n", + "\tTrain Mve Loss: : -1.1140\n", + "\tTrain R2 Score: : 0.9194\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0236\n", + "\tVal Target Regression Loss: : 0.0255\n", + "\tVal Source R2 Score: : 0.9270\n", + "\tVal Target R2 Score: : 0.9213\n", + "\tVal Source Mve Loss: : -1.1775\n", + "\tVal Target Mve Loss: : 13.3659\n", + "\n", + "Epoch 242: 10.93s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0795\n", + "\tTrain Regression Loss: : 2.2967\n", + "\tTrain Mve Loss: : 4.2888\n", + "\tTrain R2 Score: : -6.0388\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 2.8814\n", + "\tVal Target Regression Loss: : 2.9164\n", + "\tVal Source R2 Score: : -7.8039\n", + "\tVal Target R2 Score: : -8.0899\n", + "\tVal Source Mve Loss: : 3.0293\n", + "\tVal Target Mve Loss: : 3.0728\n", + "\n", + "Epoch 243: 11.28s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0790\n", + "\tTrain Regression Loss: : 2.5632\n", + "\tTrain Mve Loss: : 2.3321\n", + "\tTrain R2 Score: : -6.8899\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 2.1791\n", + "\tVal Target Regression Loss: : 2.2055\n", + "\tVal Source R2 Score: : -5.6147\n", + "\tVal Target R2 Score: : -5.8404\n", + "\tVal Source Mve Loss: : 1.7295\n", + "\tVal Target Mve Loss: : 1.7549\n", + "\n", + "Epoch 244: 11.39s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0789\n", + "\tTrain Regression Loss: : 1.8651\n", + "\tTrain Mve Loss: : 1.3671\n", + "\tTrain R2 Score: : -4.7427\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 1.4954\n", + "\tVal Target Regression Loss: : 1.5186\n", + "\tVal Source R2 Score: : -3.5775\n", + "\tVal Target R2 Score: : -3.7135\n", + "\tVal Source Mve Loss: : 0.9936\n", + "\tVal Target Mve Loss: : 1.0134\n", + "\n", + "Epoch 245: 11.39s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0770\n", + "\tTrain Regression Loss: : 1.1982\n", + "\tTrain Mve Loss: : 0.7348\n", + "\tTrain R2 Score: : -2.6976\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.8683\n", + "\tVal Target Regression Loss: : 0.8780\n", + "\tVal Source R2 Score: : -1.6462\n", + "\tVal Target R2 Score: : -1.7324\n", + "\tVal Source Mve Loss: : 0.4606\n", + "\tVal Target Mve Loss: : 0.4683\n", + "\n", + "Epoch 246: 11.78s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0767\n", + "\tTrain Regression Loss: : 0.6299\n", + "\tTrain Mve Loss: : 0.2710\n", + "\tTrain R2 Score: : -0.9386\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.3980\n", + "\tVal Target Regression Loss: : 0.4028\n", + "\tVal Source R2 Score: : -0.2319\n", + "\tVal Target R2 Score: : -0.2470\n", + "\tVal Source Mve Loss: : 0.0843\n", + "\tVal Target Mve Loss: : 0.0879\n", + "\n", + "Epoch 247: 10.71s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0760\n", + "\tTrain Regression Loss: : 0.2596\n", + "\tTrain Mve Loss: : -0.0385\n", + "\tTrain R2 Score: : 0.2014\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1482\n", + "\tVal Target Regression Loss: : 0.1552\n", + "\tVal Source R2 Score: : 0.5491\n", + "\tVal Target R2 Score: : 0.5228\n", + "\tVal Source Mve Loss: : -0.1473\n", + "\tVal Target Mve Loss: : -0.1418\n", + "\n", + "Epoch 248: 10.45s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0760\n", + "\tTrain Regression Loss: : 0.1045\n", + "\tTrain Mve Loss: : -0.2169\n", + "\tTrain R2 Score: : 0.6803\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0784\n", + "\tVal Target Regression Loss: : 0.0833\n", + "\tVal Source R2 Score: : 0.7601\n", + "\tVal Target R2 Score: : 0.7410\n", + "\tVal Source Mve Loss: : -0.2790\n", + "\tVal Target Mve Loss: : -0.2749\n", + "\n", + "Epoch 249: 11.34s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.0751\n", + "\tTrain Regression Loss: : 0.0694\n", + "\tTrain Mve Loss: : -0.3499\n", + "\tTrain R2 Score: : 0.7877\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0686\n", + "\tVal Target Regression Loss: : 0.0723\n", + "\tVal Source R2 Score: : 0.7912\n", + "\tVal Target R2 Score: : 0.7712\n", + "\tVal Source Mve Loss: : -0.4272\n", + "\tVal Target Mve Loss: : -0.4232\n" + ] + } + ], + "source": [ + "print(\"Beginning Training...\")\n", + "\n", + "\n", + "for curr_epoch in range(stats['epoch_no'], stats['epoch_no'] + n_epoch):\n", + "\n", + " # Generate isomaps every 20 epochs\n", + " if (curr_epoch % 20 == 0):\n", + " print(\"Generating Isomap...\")\n", + " source_iso, target_iso = generate_isomaps(source_data, target_data, model)\n", + " show_isomaps(source_iso, \n", + " target_iso, \n", + " isomap_source_label_sample, \n", + " isomap_target_label_sample, \n", + " save_mod_name, \n", + " name = stats[\"epoch_no\"], \n", + " axlim = 50, save = True)\n", + "\n", + " # Save best models\n", + " if (len(stats['val_target_r2_score']) > 0):\n", + " \n", + " # Save and overwrite model every best target R2\n", + " if (stats['val_target_r2_score'][-1] > best_target_R2):\n", + " print(\"Saving Model...\", end = ' ')\n", + " save_model(save_mod_name, model, optimizer, stats)\n", + " best_target_R2 = stats['val_target_r2_score'][-1]\n", + " print(\"Done.\")\n", + " \n", + " # Save and overwrite model every best target MVE Loss\n", + " if (stats['val_target_mve_loss'][-1] < best_mve_loss):\n", + " print(\"Saving Model MVE...\", end = ' ')\n", + " mve_name = save_mod_name + \"_mve\"\n", + " save_model(mve_name, model, optimizer, stats)\n", + " best_mve_loss = stats['val_target_mve_loss'][-1]\n", + " print(\"Done.\")\n", + "\n", + " \n", + " start_time = time.time()\n", + "\n", + " beta = beta_function(curr_epoch)\n", + " da_weight = da_weight_function(curr_epoch)\n", + "\n", + " # Train, backpropagate\n", + " vals = train_loop_mve(source_train_dataloader, \n", + " target_train_dataloader, \n", + " model,\n", + " regressor_loss_fn, \n", + " da_loss_fn, \n", + " optimizer,\n", + " da_weight, \n", + " beta)\n", + "\n", + " # Test, validate metrics\n", + " vals_validate = test_loop_mve(source_val_dataloader, \n", + " target_val_dataloader,\n", + " model, \n", + " regressor_loss_fn, \n", + " beta)\n", + "\n", + " # Training Metrics\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", + "\n", + " # Validation Metrics\n", + " stats['val_source_regression_loss'].append(vals_validate[0])\n", + " stats['val_target_regression_loss'].append(vals_validate[1])\n", + " stats['val_source_r2_score'].append(vals_validate[2])\n", + " stats['val_target_r2_score'].append(vals_validate[3])\n", + " stats['val_source_mve_loss'].append(vals_validate[4])\n", + " stats['val_target_mve_loss'].append(vals_validate[5])\n", + " \n", + " # Other Parameters\n", + " stats['da_weight'].append(da_weight)\n", + " stats['beta'].append(beta)\n", + " stats['epoch_no'] += 1\n", + "\n", + " print_epoch_scores(stats, curr_epoch, time.time() - start_time)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5a3b9217-7564-438b-b584-a5597fbbe5f4", + "metadata": {}, + "outputs": [], + "source": [ + "# Saves the end result model after running for all stages, as well as the .json of stats\n", + "\n", + "state = {\n", + " 'epoch': stats['epoch_no'],\n", + " 'state_dict': model.state_dict(),\n", + " 'optimizer': optimizer.state_dict(),\n", + "}\n", + "final_mod_name = save_mod_name + \"_final\"\n", + "torch.save(state, final_mod_name)\n", + "json.dump(stats, open(final_mod_name+'.json', 'w'))" + ] + }, + { + "cell_type": "markdown", + "id": "abb209dd-66b9-48f0-b914-3cfd98332706", + "metadata": {}, + "source": [ + "## Visualize Results" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a6694f78-2220-47f8-86de-dbc066dbda67", + "metadata": {}, + "outputs": [], + "source": [ + "# Loads a model for plotting/viz\n", + "\n", + "viz_mod_name = final_mod_name # \"models/start_code_test_4_final\"\n", + "model.load_state_dict(torch.load(viz_mod_name)['state_dict'])\n", + "stats = json.load(open(viz_mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "70ab5e86-562e-4eb6-8ea5-a118620db5e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(
,\n", + " array([,\n", + " ,\n", + " ],\n", + " dtype=object))" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Visualize isomaps \n", + "trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)\n", + "show_isomaps(trained_source_iso, trained_target_iso, isomap_source_label_sample, isomap_target_label_sample, viz_mod_name, axlim = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "YfplCDIb-UU_", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 649, + "status": "ok", + "timestamp": 1718869045736, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "YfplCDIb-UU_", + "outputId": "dbb362ec-4af5-4cb9-c4f9-a0a2766c26c5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# DA Loss\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": 17, + "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": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Estimator / Regression\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": null, + "execution_count": 18, + "id": "a5413510-b734-461f-aec2-0a02fe0297cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-1.0, 1.0)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# BNLL for MVE\n", + "plt.title(\"BNLL Error\")\n", + "plt.plot(eps, stats['train_mve_loss'], label = \"Training MVE Loss\")\n", + "plt.plot(eps, stats['val_source_mve_loss'], label = \"Source Val MVE Loss\")\n", + "plt.plot(eps, stats['val_target_mve_loss'], label = \"Target Val MVE Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend(fontsize = 'small')\n", + "plt.ylim(-1, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "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": [ + "(0.5, 1.0)" + ] + }, + "execution_count": 19, + "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()\n", + "plt.ylim(0.5, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, "id": "ed0a8206-7520-4a60-8e17-965a91133b92", "metadata": { "colab": { @@ -3578,7 +4807,15 @@ "id": "ed0a8206-7520-4a60-8e17-965a91133b92", "outputId": "7df8c563-5826-4e43-d9e6-5e686463551d" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Source R2 Score is 0.7946\n" + ] + } + ], "source": [ "# Test Source\n", "var_preds_source = np.array([])\n", @@ -3604,10 +4841,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "74de10b5-6dda-49b8-8a82-f0e21504d5aa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Source | R2: 0.795')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(true_source, preds_source, color='black', alpha = 0.1)\n", @@ -3622,10 +4880,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "2df938d2-4855-4c7c-8e28-d18eda611977", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Uncertainty | Source | BNLL: -0.255')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(true_source, np.sqrt(var_preds_source), color='black', alpha = 0.1)\n", @@ -3638,7 +4917,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", "metadata": { "colab": { @@ -3658,7 +4937,15 @@ "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", "outputId": "b6347093-56d9-4a8b-b515-c4c4717cdab4" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Target R2 Score is 0.7774\n" + ] + } + ], "source": [ "# Test target\n", "preds_target = np.array([])\n", @@ -3686,10 +4973,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "7ad3018a-0796-482c-bff1-a2a9d447e784", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Target | R2: 0.777')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(true_target, preds_target, color='black', alpha = 0.1)\n", @@ -3704,10 +5012,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "05d0451b-74b1-4244-8742-6509994a9dd0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Target | R2: 0.777')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8,8))\n", "idx = np.random.choice(np.arange(len(true_target)), 100)\n", @@ -3723,10 +5052,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "4dc70c57-9da4-4842-9784-ed856c00c0f5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Uncertainty | Target | BNLL: -0.249')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(true_target, np.sqrt(var_preds_target), color='black', alpha = 0.1)\n", @@ -3739,7 +5089,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "5fadc74a-8e31-420a-9adb-3792cc488ec8", "metadata": {}, "outputs": [], @@ -3750,10 +5100,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "4e63e41f-60d1-45b3-bea2-13556feefcdb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "n_points = 30\n", "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", @@ -3791,10 +5152,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "8322ca8d-98bf-4097-903c-772dd1a3cfc9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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