diff --git a/notebook.ipynb b/notebook.ipynb index 5d10bd3..4437c08 100644 --- a/notebook.ipynb +++ b/notebook.ipynb @@ -490,7 +490,6 @@ "INFO:root:Opening files for siconca\n", "INFO:root:Filtered to 121 units long based on configuration requirements\n", "INFO:root:No normalisation for siconca\n", - "INFO:root:Loading configuration ./loader.notebook_api_data.json\n", "INFO:root:Writing configuration to ./loader.notebook_api_data.json\n", "INFO:root:Loading configuration ./loader.notebook_api_data.json\n", "INFO:root:Writing configuration to ./loader.notebook_api_data.json\n" @@ -625,7 +624,7 @@ "output_type": "stream", "text": [ "INFO:root:Dashboard at localhost:8888\n", - "INFO:root:Using dask client \n", + "INFO:root:Using dask client \n", "INFO:root:4 train dates to process, generating cache data.\n", "INFO:root:Finished output ./network_datasets/api_dataset/south/train/00000000.tfrecord\n", "INFO:root:Finished output ./network_datasets/api_dataset/south/train/00000001.tfrecord\n", @@ -637,7 +636,7 @@ "INFO:root:2 test dates to process, generating cache data.\n", "INFO:root:Finished output ./network_datasets/api_dataset/south/test/00000000.tfrecord\n", "INFO:root:Finished output ./network_datasets/api_dataset/south/test/00000001.tfrecord\n", - "INFO:root:Average sample generation time: 1.4187173247337341\n", + "INFO:root:Average sample generation time: 1.3932546377182007\n", "INFO:root:Writing configuration to ./dataset_config.api_dataset.json\n" ] }, @@ -645,8 +644,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.48 s, sys: 226 ms, total: 1.7 s\n", - "Wall time: 10.5 s\n" + "CPU times: user 1.46 s, sys: 217 ms, total: 1.67 s\n", + "Wall time: 10.3 s\n" ] } ], @@ -792,7 +791,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -967,8 +966,8 @@ "text": [ "Epoch 1/5\n", "\n", - "Epoch 1: val_rmse improved from inf to 45.20030, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", - "4/4 - 6s - loss: 375.2386 - binacc: 28.6799 - mae: 43.2730 - rmse: 45.4316 - mse: 2399.0481 - val_loss: 371.4270 - val_binacc: 32.0106 - val_mae: 43.4485 - val_rmse: 45.2003 - val_mse: 2431.4746 - lr: 1.0000e-04 - 6s/epoch - 2s/step\n" + "Epoch 1: val_rmse improved from inf to 45.10600, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", + "4/4 - 7s - loss: 387.8484 - binacc: 28.2217 - mae: 43.5790 - rmse: 46.1887 - mse: 2469.6309 - val_loss: 369.8787 - val_binacc: 32.0106 - val_mae: 43.3159 - val_rmse: 45.1060 - val_mse: 2420.4719 - lr: 1.0000e-04 - 7s/epoch - 2s/step\n" ] }, { @@ -986,8 +985,8 @@ "text": [ "Epoch 2/5\n", "\n", - "Epoch 2: val_rmse improved from 45.20030 to 45.18978, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", - "4/4 - 1s - loss: 374.2010 - binacc: 28.7054 - mae: 43.2194 - rmse: 45.3688 - mse: 2396.6970 - val_loss: 371.2541 - val_binacc: 32.0106 - val_mae: 43.4395 - val_rmse: 45.1898 - val_mse: 2429.8806 - lr: 1.0000e-04 - 1s/epoch - 328ms/step\n" + "Epoch 2: val_rmse improved from 45.10600 to 45.08979, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", + "4/4 - 1s - loss: 385.4338 - binacc: 28.3407 - mae: 43.5131 - rmse: 46.0447 - mse: 2464.1853 - val_loss: 369.6130 - val_binacc: 32.0106 - val_mae: 43.3040 - val_rmse: 45.0898 - val_mse: 2418.7954 - lr: 1.0000e-04 - 1s/epoch - 326ms/step\n" ] }, { @@ -1005,8 +1004,8 @@ "text": [ "Epoch 3/5\n", "\n", - "Epoch 3: val_rmse improved from 45.18978 to 45.17729, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", - "4/4 - 1s - loss: 373.3350 - binacc: 28.7183 - mae: 43.1743 - rmse: 45.3162 - mse: 2394.3142 - val_loss: 371.0489 - val_binacc: 32.0106 - val_mae: 43.4285 - val_rmse: 45.1773 - val_mse: 2428.1150 - lr: 1.0000e-04 - 1s/epoch - 349ms/step\n" + "Epoch 3: val_rmse improved from 45.08979 to 45.07725, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", + "4/4 - 1s - loss: 383.4093 - binacc: 28.4318 - mae: 43.4522 - rmse: 45.9236 - mse: 2459.2251 - val_loss: 369.4074 - val_binacc: 32.0106 - val_mae: 43.2912 - val_rmse: 45.0772 - val_mse: 2417.0061 - lr: 1.0000e-04 - 1s/epoch - 329ms/step\n" ] }, { @@ -1024,8 +1023,8 @@ "text": [ "Epoch 4/5\n", "\n", - "Epoch 4: val_rmse improved from 45.17729 to 45.16288, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", - "4/4 - 1s - loss: 372.4825 - binacc: 28.7262 - mae: 43.1291 - rmse: 45.2645 - mse: 2391.7166 - val_loss: 370.8122 - val_binacc: 32.0106 - val_mae: 43.4160 - val_rmse: 45.1629 - val_mse: 2426.1497 - lr: 1.0000e-04 - 1s/epoch - 367ms/step\n" + "Epoch 4: val_rmse improved from 45.07725 to 45.06836, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", + "4/4 - 1s - loss: 381.7126 - binacc: 28.4910 - mae: 43.4017 - rmse: 45.8219 - mse: 2454.7378 - val_loss: 369.2617 - val_binacc: 32.0106 - val_mae: 43.2832 - val_rmse: 45.0684 - val_mse: 2415.5945 - lr: 1.0000e-04 - 1s/epoch - 362ms/step\n" ] }, { @@ -1043,8 +1042,8 @@ "text": [ "Epoch 5/5\n", "\n", - "Epoch 5: val_rmse improved from 45.16288 to 45.14840, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", - "4/4 - 1s - loss: 371.6880 - binacc: 28.7334 - mae: 43.0859 - rmse: 45.2162 - mse: 2389.0566 - val_loss: 370.5744 - val_binacc: 32.0106 - val_mae: 43.4037 - val_rmse: 45.1484 - val_mse: 2424.1270 - lr: 1.0000e-04 - 1s/epoch - 343ms/step\n" + "Epoch 5: val_rmse improved from 45.06836 to 45.06187, saving model to ./results/networks/api_test_run/api_test_run.network_api_dataset.42.h5\n", + "4/4 - 1s - loss: 380.3599 - binacc: 28.5468 - mae: 43.3602 - rmse: 45.7406 - mse: 2450.7773 - val_loss: 369.1555 - val_binacc: 32.0106 - val_mae: 43.2801 - val_rmse: 45.0619 - val_mse: 2414.5022 - lr: 1.0000e-04 - 1s/epoch - 321ms/step\n" ] }, { @@ -1072,8 +1071,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 33.9 s, sys: 5.05 s, total: 39 s\n", - "Wall time: 16.9 s\n" + "CPU times: user 33.7 s, sys: 4.59 s, total: 38.3 s\n", + "Wall time: 16.7 s\n" ] } ], @@ -1087,7 +1086,7 @@ "trained_path, history = train_model(\n", " run_name=run_name,\n", " dataset=dataset,\n", - " epochs=5,\n", + " epochs=3,\n", " n_filters_factor=0.06,\n", " seed=seed,\n", " strategy=strategy,\n", @@ -1144,8 +1143,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.56 s, sys: 316 ms, total: 1.88 s\n", - "Wall time: 1.13 s\n" + "CPU times: user 1.8 s, sys: 353 ms, total: 2.15 s\n", + "Wall time: 1.19 s\n" ] } ], @@ -1217,17 +1216,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "[16-03-24 00:55:12 :INFO ] - Loading configuration ./dataset_config.api_dataset.json\n", - "[16-03-24 00:55:12 :INFO ] - Training dataset path: ./network_datasets/api_dataset/south/train\n", - "[16-03-24 00:55:12 :INFO ] - Validation dataset path: ./network_datasets/api_dataset/south/val\n", - "[16-03-24 00:55:12 :INFO ] - Test dataset path: ./network_datasets/api_dataset/south/test\n", - "[16-03-24 00:55:13 :INFO ] - Post-processing 2020-04-01\n", - "[16-03-24 00:55:13 :INFO ] - Post-processing 2020-04-02\n", - "[16-03-24 00:55:13 :INFO ] - Dataset arr shape: (2, 432, 432, 3, 2)\n", - "[16-03-24 00:55:13 :INFO ] - Applying active grid cell masks\n", - "[16-03-24 00:55:13 :INFO ] - Land masking the forecast output\n", - "[16-03-24 00:55:13 :INFO ] - Applying zeros to land mask\n", - "[16-03-24 00:55:13 :INFO ] - Saving to ./results/predict/custom_run_forecast.nc\n" + "[16-03-24 01:13:23 :INFO ] - Loading configuration ./dataset_config.api_dataset.json\n", + "[16-03-24 01:13:23 :INFO ] - Training dataset path: ./network_datasets/api_dataset/south/train\n", + "[16-03-24 01:13:23 :INFO ] - Validation dataset path: ./network_datasets/api_dataset/south/val\n", + "[16-03-24 01:13:23 :INFO ] - Test dataset path: ./network_datasets/api_dataset/south/test\n", + "[16-03-24 01:13:23 :INFO ] - Post-processing 2020-04-01\n", + "[16-03-24 01:13:23 :INFO ] - Post-processing 2020-04-02\n", + "[16-03-24 01:13:23 :INFO ] - Dataset arr shape: (2, 432, 432, 3, 2)\n", + "[16-03-24 01:13:23 :INFO ] - Applying active grid cell masks\n", + "[16-03-24 01:13:23 :INFO ] - Land masking the forecast output\n", + "[16-03-24 01:13:23 :INFO ] - Applying zeros to land mask\n", + "[16-03-24 01:13:23 :INFO ] - Saving to ./results/predict/custom_run_forecast.nc\n" ] } ], @@ -1348,7 +1347,7 @@ "\t:geospatial_lon_max = 180.0 ;\n", "\t:geospatial_vertical_min = 0.0 ;\n", "\t:geospatial_vertical_max = 0.0 ;\n", - "\t:history = 2024-03-16 00:55:13.264518 - creation ;\n", + "\t:history = 2024-03-16 01:13:23.650220 - creation ;\n", "\t:id = IceNet 0.2.7 ;\n", "\t:institution = British Antarctic Survey ;\n", "\t:keywords = 'Earth Science > Cryosphere > Sea Ice > Sea Ice Concentration\n", @@ -1636,42 +1635,42 @@ "\n", "\n", "
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66.0,\n", + " anim007f9e1d001e467fb073b8e2fa35a132 = new Animation(frames, img_id, slider_id, 66.0,\n", " loop_select_id);\n", " }, 0);\n", " })()\n",