From e22db6028c42ba81d74e58532259b4ab9c90d971 Mon Sep 17 00:00:00 2001 From: beckynevin Date: Tue, 5 Nov 2024 07:46:43 -0700 Subject: [PATCH] updating defaults and notebook --- deepuq/train/train.py | 4 +- deepuq/utils/defaults.py | 9 +- .../DeepEnsemble_train_and_validate.ipynb | 1781 +++-------------- 3 files changed, 338 insertions(+), 1456 deletions(-) diff --git a/deepuq/train/train.py b/deepuq/train/train.py index f15b0a4..e749abd 100644 --- a/deepuq/train/train.py +++ b/deepuq/train/train.py @@ -40,7 +40,7 @@ def train_DER( DEVICE, COEFF: float, loss_type: str, - norm_params: dict, + norm_params: dict = {}, model_name: str = "DER", EPOCHS: float = 100, out_dir: str = "./DeepUQResources/", @@ -485,7 +485,7 @@ def train_DE( DEVICE, loss_type: str, n_models: float, - norm_params: dict, + norm_params: dict = {}, model_name: str = "DE", BETA: float = 0.5, EPOCHS: float = 100, diff --git a/deepuq/utils/defaults.py b/deepuq/utils/defaults.py index 035031e..911b794 100644 --- a/deepuq/utils/defaults.py +++ b/deepuq/utils/defaults.py @@ -8,7 +8,7 @@ "data_engine": "DataLoader", "data_dimension": "2D", "data_injection": "input", - "size_df": 1000, + "size_df": 5000, "noise_level": "low", "normalize": False, "uniform": False, @@ -21,7 +21,7 @@ "model_engine": "DE", "model_type": "DE", "loss_type": "bnll_loss", - "n_models": 5, + "n_models": 15, "init_lr": 0.001, "BETA": 0.5, "n_epochs": 100, @@ -31,7 +31,8 @@ "plot_inline": False, "plot_savefig": False, "save_chk_random_seed_init": False, - "rs_list": [41, 42], + "rs_list": [42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, + 53, 54, 55, 56], "save_n_hidden": False, "n_hidden": 64, "save_data_size": False, @@ -48,7 +49,7 @@ "data_engine": "DataLoader", "data_dimension": "2D", "data_injection": "output", - "size_df": 1000, + "size_df": 5000, "noise_level": "low", "normalize": False, "uniform": False, diff --git a/notebooks/DeepEnsemble_train_and_validate.ipynb b/notebooks/DeepEnsemble_train_and_validate.ipynb index db2afbe..7bbfc17 100644 --- a/notebooks/DeepEnsemble_train_and_validate.ipynb +++ b/notebooks/DeepEnsemble_train_and_validate.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "id": "4bb87d0e-090a-45e0-b93b-9d8411445673", "metadata": {}, "outputs": [], @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "b8671709-1970-417b-a485-ad816c0f357f", "metadata": {}, "outputs": [], @@ -67,17 +67,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 83, "id": "e6577b03-fa96-4648-b91f-541727d34c96", "metadata": {}, "outputs": [], "source": [ - "noise = \"low\"\n", + "noise = \"high\"\n", "dim = \"2D\"\n", "injection = \"input\"\n", - "n_models = 5\n", + "n_models = 2\n", "n_epochs = 100\n", - "size_df = \"5000\"\n", + "size_df = 5000\n", "out_dir = \"../DeepUQResources/\"" ] }, @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 84, "id": "c40fdf55-906b-4c96-bf3f-74073b3624b9", "metadata": {}, "outputs": [ @@ -99,7 +99,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Reading settings from cli and default, dumping to temp config: ./DeepUQResources/temp/temp_config_DE_20241104162027.yml\n", + "Reading settings from cli and default, dumping to temp config: ./DeepUQResources/temp/temp_config_DE_20241105063109.yml\n", "generating the data\n", "generating dataframe\n", "inflating starting size because sub-selecting uniform\n", @@ -108,1283 +108,108 @@ ] }, { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "shape before cut (25000,)\n", - "shape once uniform (5000,)\n", - "size after uniform (5000, 32, 32)\n", - "shape of input (5000, 32, 32) shape of output (5000,) type of input \n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "save final checkpoint has this value True\n", - "model name is DE\n", - "dim is 2D\n", - "norm params None\n", - "starting here 0\n", - "model 0\n", - "final chk ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_0_epoch_99.pt\n", - "['../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_0_epoch_99.pt']\n", - "final model already exists\n", - "going to overwrite the model\n", - "model is Sequential(\n", - " (0): ConvLayers(\n", - " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (conv2): Conv2d(5, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (pool1): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv3): Conv2d(5, 5, kernel_size=(5, 5), stride=(1, 1), padding=(1, 1))\n", - " (pool2): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv4): Conv2d(5, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (conv5): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " )\n", - " (1): Model(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=360, out_features=64, bias=True)\n", - " (1): ReLU()\n", - " (2): Linear(in_features=64, out_features=64, bias=True)\n", - " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=2, bias=True)\n", - " )\n", - " )\n", - " (2): MuVarLayer()\n", - ") lossfn \n", - "epoch 0 0.0\n", - "new best loss 0.05749380961060524 in epoch 0\n", - "epoch 1 0.01\n", - "new best loss -0.014793775044381618 in epoch 1\n", - "epoch 2 0.02\n", - "new best loss -0.019178060814738274 in epoch 2\n", - "epoch 3 0.03\n", - "new best loss -0.021132053807377815 in epoch 3\n", - "epoch 4 0.04\n", - "epoch 5 0.05\n", - "new best loss -0.021162046119570732 in epoch 5\n", - "epoch 6 0.06\n", - "epoch 7 0.07\n", - "epoch 8 0.08\n", - "epoch 9 0.09\n", - "epoch 10 0.1\n", - "epoch 11 0.11\n", - "epoch 12 0.12\n", - "epoch 13 0.13\n", - "epoch 14 0.14\n", - "epoch 15 0.15\n", - "epoch 16 0.16\n", - "epoch 17 0.17\n", - "epoch 18 0.18\n", - "epoch 19 0.19\n", - "epoch 20 0.2\n", - "epoch 21 0.21\n", - "epoch 22 0.22\n", - "epoch 23 0.23\n", - "epoch 24 0.24\n", - "epoch 25 0.25\n", - "epoch 26 0.26\n", - "epoch 27 0.27\n", - "epoch 28 0.28\n", - "epoch 29 0.29\n", - "epoch 30 0.3\n", - "epoch 31 0.31\n", - "epoch 32 0.32\n", - "epoch 33 0.33\n", - "epoch 34 0.34\n", - "epoch 35 0.35\n", - "epoch 36 0.36\n", - "epoch 37 0.37\n", - "epoch 38 0.38\n", - "epoch 39 0.39\n", - "epoch 40 0.4\n", - "epoch 41 0.41\n", - "epoch 42 0.42\n", - "epoch 43 0.43\n", - "epoch 44 0.44\n", - "new best loss -0.021171748638153076 in epoch 44\n", - "epoch 45 0.45\n", - "epoch 46 0.46\n", - "epoch 47 0.47\n", - "epoch 48 0.48\n", - "epoch 49 0.49\n", - "epoch 50 0.5\n", - "epoch 51 0.51\n", - "epoch 52 0.52\n", - "epoch 53 0.53\n", - "new best loss -0.021286316215991974 in epoch 53\n", - "epoch 54 0.54\n", - "epoch 55 0.55\n", - "epoch 56 0.56\n", - "epoch 57 0.57\n", - "epoch 58 0.58\n", - "epoch 59 0.59\n", - "epoch 60 0.6\n", - "epoch 61 0.61\n", - "new best loss -0.021318424493074417 in epoch 61\n", - "epoch 62 0.62\n", - "epoch 63 0.63\n", - "epoch 64 0.64\n", - "epoch 65 0.65\n", - "epoch 66 0.66\n", - "epoch 67 0.67\n", - "epoch 68 0.68\n", - "epoch 69 0.69\n", - "epoch 70 0.7\n", - "new best loss -0.021348685026168823 in epoch 70\n", - "epoch 71 0.71\n", - "epoch 72 0.72\n", - "epoch 73 0.73\n", - "epoch 74 0.74\n", - "epoch 75 0.75\n", - "epoch 76 0.76\n", - "epoch 77 0.77\n", - "epoch 78 0.78\n", - "epoch 79 0.79\n", - "epoch 80 0.8\n", - "epoch 81 0.81\n", - "epoch 82 0.82\n", - "epoch 83 0.83\n", - "epoch 84 0.84\n", - "epoch 85 0.85\n", - "epoch 86 0.86\n", - "epoch 87 0.87\n", - "epoch 88 0.88\n", - "epoch 89 0.89\n", - "epoch 90 0.9\n", - "epoch 91 0.91\n", - "epoch 92 0.92\n", - "epoch 93 0.93\n", - "epoch 94 0.94\n", - "epoch 95 0.95\n", - "epoch 96 0.96\n", - "new best loss -0.02136993780732155 in epoch 96\n", - "epoch 97 0.97\n", - "epoch 98 0.98\n", - "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_0_epoch_99.pt\n", - "model 1\n", - "final chk ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_1_epoch_99.pt\n", - "['../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_1_epoch_99.pt']\n", - "final model already exists\n", - "going to overwrite the model\n", - "model is Sequential(\n", - " (0): ConvLayers(\n", - " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (conv2): Conv2d(5, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (pool1): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv3): Conv2d(5, 5, kernel_size=(5, 5), stride=(1, 1), padding=(1, 1))\n", - " (pool2): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv4): Conv2d(5, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (conv5): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " )\n", - " (1): Model(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=360, out_features=64, bias=True)\n", - " (1): ReLU()\n", - " (2): Linear(in_features=64, out_features=64, bias=True)\n", - " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=2, bias=True)\n", - " )\n", - " )\n", - " (2): MuVarLayer()\n", - ") lossfn \n", - "epoch 0 0.0\n", - "epoch 1 0.01\n", - "epoch 2 0.02\n", - "epoch 3 0.03\n", - "epoch 4 0.04\n", - "epoch 5 0.05\n", - "epoch 6 0.06\n", - "epoch 7 0.07\n", - "epoch 8 0.08\n", - "epoch 9 0.09\n", - "epoch 10 0.1\n", - "epoch 11 0.11\n", - "epoch 12 0.12\n", - "epoch 13 0.13\n", - "epoch 14 0.14\n", - "epoch 15 0.15\n", - "epoch 16 0.16\n", - "epoch 17 0.17\n", - "epoch 18 0.18\n", - "epoch 19 0.19\n", - "epoch 20 0.2\n", - "new best loss -0.0213918574154377 in epoch 20\n", - "epoch 21 0.21\n", - "epoch 22 0.22\n", - "epoch 23 0.23\n", - "epoch 24 0.24\n", - "epoch 25 0.25\n", - "epoch 26 0.26\n", - "epoch 27 0.27\n", - "epoch 28 0.28\n", - "epoch 29 0.29\n", - "epoch 30 0.3\n", - "epoch 31 0.31\n", - "epoch 32 0.32\n", - "epoch 33 0.33\n", - "epoch 34 0.34\n", - "epoch 35 0.35\n", - "epoch 36 0.36\n", - "epoch 37 0.37\n", - "epoch 38 0.38\n", - "epoch 39 0.39\n", - "epoch 40 0.4\n", - "epoch 41 0.41\n", - "epoch 42 0.42\n", - "epoch 43 0.43\n", - "new best loss -0.021398182958364487 in epoch 43\n", - "epoch 44 0.44\n", - "epoch 45 0.45\n", - "epoch 46 0.46\n", - "epoch 47 0.47\n", - "epoch 48 0.48\n", - "epoch 49 0.49\n", - "epoch 50 0.5\n", - "new best loss -0.02140183560550213 in epoch 50\n", - "epoch 51 0.51\n", - "epoch 52 0.52\n", - "epoch 53 0.53\n", - "epoch 54 0.54\n", - "epoch 55 0.55\n", - "epoch 56 0.56\n", - "epoch 57 0.57\n", - "epoch 58 0.58\n", - "epoch 59 0.59\n", - "epoch 60 0.6\n", - "epoch 61 0.61\n", - "epoch 62 0.62\n", - "epoch 63 0.63\n", - "epoch 64 0.64\n", - "epoch 65 0.65\n", - "epoch 66 0.66\n", - "epoch 67 0.67\n", - "epoch 68 0.68\n", - "epoch 69 0.69\n", - "epoch 70 0.7\n", - "epoch 71 0.71\n", - "epoch 72 0.72\n", - "epoch 73 0.73\n", - "epoch 74 0.74\n", - "epoch 75 0.75\n", - "epoch 76 0.76\n", - "epoch 77 0.77\n", - "epoch 78 0.78\n", - "epoch 79 0.79\n", - "epoch 80 0.8\n", - "epoch 81 0.81\n", - "epoch 82 0.82\n", - "epoch 83 0.83\n", - "epoch 84 0.84\n", - "epoch 85 0.85\n", - "epoch 86 0.86\n", - "epoch 87 0.87\n", - "epoch 88 0.88\n", - "epoch 89 0.89\n", - "epoch 90 0.9\n", - "epoch 91 0.91\n", - "epoch 92 0.92\n", - "epoch 93 0.93\n", - "epoch 94 0.94\n", - "epoch 95 0.95\n", - "epoch 96 0.96\n", - "epoch 97 0.97\n", - "epoch 98 0.98\n", - "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_1_epoch_99.pt\n", - "model 2\n", - "final chk ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_2_epoch_99.pt\n", - "['../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_2_epoch_99.pt']\n", - "final model already exists\n", - "going to overwrite the model\n", - "model is Sequential(\n", - " (0): ConvLayers(\n", - " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (conv2): Conv2d(5, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (pool1): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv3): Conv2d(5, 5, kernel_size=(5, 5), stride=(1, 1), padding=(1, 1))\n", - " (pool2): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv4): Conv2d(5, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (conv5): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " )\n", - " (1): Model(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=360, out_features=64, bias=True)\n", - " (1): ReLU()\n", - " (2): Linear(in_features=64, out_features=64, bias=True)\n", - " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=2, bias=True)\n", - " )\n", - " )\n", - " (2): MuVarLayer()\n", - ") lossfn \n", - "epoch 0 0.0\n", - "epoch 1 0.01\n", - "epoch 2 0.02\n", - "epoch 3 0.03\n", - "epoch 4 0.04\n", - "epoch 5 0.05\n", - "epoch 6 0.06\n", - "epoch 7 0.07\n", - "epoch 8 0.08\n", - "epoch 9 0.09\n", - "epoch 10 0.1\n", - "epoch 11 0.11\n", - "epoch 12 0.12\n", - "epoch 13 0.13\n", - "epoch 14 0.14\n", - "epoch 15 0.15\n", - "epoch 16 0.16\n", - "epoch 17 0.17\n", - "epoch 18 0.18\n", - "epoch 19 0.19\n", - "epoch 20 0.2\n", - "epoch 21 0.21\n", - "epoch 22 0.22\n", - "epoch 23 0.23\n", - "epoch 24 0.24\n", - "epoch 25 0.25\n", - "epoch 26 0.26\n", - "epoch 27 0.27\n", - "epoch 28 0.28\n", - "epoch 29 0.29\n", - "epoch 30 0.3\n", - "epoch 31 0.31\n", - "epoch 32 0.32\n", - "epoch 33 0.33\n", - "epoch 34 0.34\n", - "epoch 35 0.35\n", - "epoch 36 0.36\n", - "epoch 37 0.37\n", - "epoch 38 0.38\n", - "epoch 39 0.39\n", - "epoch 40 0.4\n", - "epoch 41 0.41\n", - "epoch 42 0.42\n", - "epoch 43 0.43\n", - "epoch 44 0.44\n", - "epoch 45 0.45\n", - "epoch 46 0.46\n", - "epoch 47 0.47\n", - "epoch 48 0.48\n", - "epoch 49 0.49\n", - "epoch 50 0.5\n", - "epoch 51 0.51\n", - "epoch 52 0.52\n", - "epoch 53 0.53\n", - "epoch 54 0.54\n", - "epoch 55 0.55\n", - "epoch 56 0.56\n", - "epoch 57 0.57\n", - "epoch 58 0.58\n", - "epoch 59 0.59\n", - "epoch 60 0.6\n", - "epoch 61 0.61\n", - "epoch 62 0.62\n", - "epoch 63 0.63\n", - "epoch 64 0.64\n", - "epoch 65 0.65\n", - "epoch 66 0.66\n", - "epoch 67 0.67\n", - "epoch 68 0.68\n", - "epoch 69 0.69\n", - "epoch 70 0.7\n", - "epoch 71 0.71\n", - "epoch 72 0.72\n", - "epoch 73 0.73\n", - "epoch 74 0.74\n", - "epoch 75 0.75\n", - "epoch 76 0.76\n", - "epoch 77 0.77\n", - "new best loss -0.021404167637228966 in epoch 77\n", - "epoch 78 0.78\n", - "epoch 79 0.79\n", - "epoch 80 0.8\n", - "epoch 81 0.81\n", - "epoch 82 0.82\n", - "epoch 83 0.83\n", - "epoch 84 0.84\n", - "epoch 85 0.85\n", - "epoch 86 0.86\n", - "epoch 87 0.87\n", - "epoch 88 0.88\n", - "epoch 89 0.89\n", - "epoch 90 0.9\n", - "epoch 91 0.91\n", - "epoch 92 0.92\n", - "epoch 93 0.93\n", - "epoch 94 0.94\n", - "epoch 95 0.95\n", - "epoch 96 0.96\n", - "epoch 97 0.97\n", - "epoch 98 0.98\n", - "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_2_epoch_99.pt\n", - "model 3\n", - "final chk ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_3_epoch_99.pt\n", - "['../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_3_epoch_99.pt']\n", - "final model already exists\n", - "going to overwrite the model\n", - "model is Sequential(\n", - " (0): ConvLayers(\n", - " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (conv2): Conv2d(5, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (pool1): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv3): Conv2d(5, 5, kernel_size=(5, 5), stride=(1, 1), padding=(1, 1))\n", - " (pool2): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv4): Conv2d(5, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (conv5): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " )\n", - " (1): Model(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=360, out_features=64, bias=True)\n", - " (1): ReLU()\n", - " (2): Linear(in_features=64, out_features=64, bias=True)\n", - " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=2, bias=True)\n", - " )\n", - " )\n", - " (2): MuVarLayer()\n", - ") lossfn \n", - "epoch 0 0.0\n", - "epoch 1 0.01\n", - "new best loss -0.026040557771921158 in epoch 1\n", - "epoch 2 0.02\n", - "new best loss -0.056693412363529205 in epoch 2\n", - "epoch 3 0.03\n", - "new best loss -0.2069695144891739 in epoch 3\n", - "epoch 4 0.04\n", - "new best loss -0.24164454638957977 in epoch 4\n", - "epoch 5 0.05\n", - "epoch 6 0.06\n", - "new best loss -0.2587795555591583 in epoch 6\n", - "epoch 7 0.07\n", - "epoch 8 0.08\n", - "epoch 9 0.09\n", - "epoch 10 0.1\n", - "epoch 11 0.11\n", - "epoch 12 0.12\n", - "epoch 13 0.13\n", - "epoch 14 0.14\n", - "epoch 15 0.15\n", - "epoch 16 0.16\n", - "epoch 17 0.17\n", - "epoch 18 0.18\n", - "epoch 19 0.19\n", - "epoch 20 0.2\n", - "epoch 21 0.21\n", - "epoch 22 0.22\n", - "epoch 23 0.23\n", - "epoch 24 0.24\n", - "epoch 25 0.25\n", - "epoch 26 0.26\n", - "epoch 27 0.27\n", - "epoch 28 0.28\n", - "epoch 29 0.29\n", - "epoch 30 0.3\n", - "epoch 31 0.31\n", - "epoch 32 0.32\n", - "epoch 33 0.33\n", - "epoch 34 0.34\n", - "epoch 35 0.35\n", - "epoch 36 0.36\n", - "epoch 37 0.37\n", - "epoch 38 0.38\n", - "epoch 39 0.39\n", - "epoch 40 0.4\n", - "epoch 41 0.41\n", - "epoch 42 0.42\n", - "epoch 43 0.43\n", - "epoch 44 0.44\n", - "epoch 45 0.45\n", - "epoch 46 0.46\n", - "epoch 47 0.47\n", - "epoch 48 0.48\n", - "epoch 49 0.49\n", - "epoch 50 0.5\n", - "epoch 51 0.51\n", - "epoch 52 0.52\n", - "epoch 53 0.53\n", - "epoch 54 0.54\n", - "epoch 55 0.55\n", - "epoch 56 0.56\n", - "epoch 57 0.57\n", - "epoch 58 0.58\n", - "epoch 59 0.59\n", - "epoch 60 0.6\n", - "epoch 61 0.61\n", - "epoch 62 0.62\n", - "epoch 63 0.63\n", - "epoch 64 0.64\n", - "epoch 65 0.65\n", - "epoch 66 0.66\n", - "epoch 67 0.67\n", - "epoch 68 0.68\n", - "epoch 69 0.69\n", - "epoch 70 0.7\n", - "epoch 71 0.71\n", - "epoch 72 0.72\n", - "epoch 73 0.73\n", - "epoch 74 0.74\n", - "epoch 75 0.75\n", - "epoch 76 0.76\n", - "epoch 77 0.77\n", - "epoch 78 0.78\n", - "epoch 79 0.79\n", - "epoch 80 0.8\n", - "epoch 81 0.81\n", - "epoch 82 0.82\n", - "epoch 83 0.83\n", - "epoch 84 0.84\n", - "epoch 85 0.85\n", - "epoch 86 0.86\n", - "epoch 87 0.87\n", - "epoch 88 0.88\n", - "epoch 89 0.89\n", - "epoch 90 0.9\n", - "epoch 91 0.91\n", - "epoch 92 0.92\n", - "epoch 93 0.93\n", - "epoch 94 0.94\n", - "epoch 95 0.95\n", - "epoch 96 0.96\n", - "epoch 97 0.97\n", - "epoch 98 0.98\n", - "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_3_epoch_99.pt\n", - "model 4\n", - "final chk ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_4_epoch_99.pt\n", - "['../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_4_epoch_99.pt']\n", - "final model already exists\n", - "going to overwrite the model\n", - "model is Sequential(\n", - " (0): ConvLayers(\n", - " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (conv2): Conv2d(5, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (pool1): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv3): Conv2d(5, 5, kernel_size=(5, 5), stride=(1, 1), padding=(1, 1))\n", - " (pool2): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv4): Conv2d(5, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (conv5): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " )\n", - " (1): Model(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=360, out_features=64, bias=True)\n", - " (1): ReLU()\n", - " (2): Linear(in_features=64, out_features=64, bias=True)\n", - " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=2, bias=True)\n", - " )\n", - " )\n", - " (2): MuVarLayer()\n", - ") lossfn \n", - "epoch 0 0.0\n", - "epoch 1 0.01\n", - "epoch 2 0.02\n", - "epoch 3 0.03\n", - "epoch 4 0.04\n", - "epoch 5 0.05\n", - "epoch 6 0.06\n", - "epoch 7 0.07\n", - "epoch 8 0.08\n", - "epoch 9 0.09\n", - "epoch 10 0.1\n", - "epoch 11 0.11\n", - "epoch 12 0.12\n", - "epoch 13 0.13\n", - "epoch 14 0.14\n", - "epoch 15 0.15\n", - "epoch 16 0.16\n", - "epoch 17 0.17\n", - "epoch 18 0.18\n", - "epoch 19 0.19\n", - "epoch 20 0.2\n", - "epoch 21 0.21\n", - "epoch 22 0.22\n", - "epoch 23 0.23\n", - "epoch 24 0.24\n", - "epoch 25 0.25\n", - "epoch 26 0.26\n", - "epoch 27 0.27\n", - "epoch 28 0.28\n", - "epoch 29 0.29\n", - "epoch 30 0.3\n", - "epoch 31 0.31\n", - "epoch 32 0.32\n", - "epoch 33 0.33\n", - "epoch 34 0.34\n", - "epoch 35 0.35\n", - "epoch 36 0.36\n", - "epoch 37 0.37\n", - "epoch 38 0.38\n", - "epoch 39 0.39\n", - "epoch 40 0.4\n", - "epoch 41 0.41\n", - "epoch 42 0.42\n", - "epoch 43 0.43\n", - "epoch 44 0.44\n", - "epoch 45 0.45\n", - "epoch 46 0.46\n", - "epoch 47 0.47\n", - "epoch 48 0.48\n", - "epoch 49 0.49\n", - "epoch 50 0.5\n", - "epoch 51 0.51\n", - "epoch 52 0.52\n", - "epoch 53 0.53\n", - "epoch 54 0.54\n", - "epoch 55 0.55\n", - "epoch 56 0.56\n", - "epoch 57 0.57\n", - "epoch 58 0.58\n", - "epoch 59 0.59\n", - "epoch 60 0.6\n", - "epoch 61 0.61\n", - "epoch 62 0.62\n", - "epoch 63 0.63\n", - "epoch 64 0.64\n", - "epoch 65 0.65\n", - "epoch 66 0.66\n", - "epoch 67 0.67\n", - "epoch 68 0.68\n", - "epoch 69 0.69\n", - "epoch 70 0.7\n", - "epoch 71 0.71\n", - "epoch 72 0.72\n", - "epoch 73 0.73\n", - "epoch 74 0.74\n", - "epoch 75 0.75\n", - "epoch 76 0.76\n", - "epoch 77 0.77\n", - "epoch 78 0.78\n", - "epoch 79 0.79\n", - "epoch 80 0.8\n", - "epoch 81 0.81\n", - "epoch 82 0.82\n", - "epoch 83 0.83\n", - "epoch 84 0.84\n", - "epoch 85 0.85\n", - "epoch 86 0.86\n", - "epoch 87 0.87\n", - "epoch 88 0.88\n", - "epoch 89 0.89\n", - "epoch 90 0.9\n", - "epoch 91 0.91\n", - "epoch 92 0.92\n", - "epoch 93 0.93\n", - "epoch 94 0.94\n", - "epoch 95 0.95\n", - "epoch 96 0.96\n", - "epoch 97 0.97\n", - "epoch 98 0.98\n", - "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_4_epoch_99.pt\n", - "start at 1730762436.633211 end at 1730763845.988863\n", - "1409.3556520938873\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# %run is the same as !python\n", - "%run ../deepuq/scripts/DeepEnsemble.py \\\n", - " --noise_level $noise \\\n", - " --n_models $n_models \\\n", - " --data_dimension $dim \\\n", - " --data_injection $injection \\\n", - " --size_df $size_df \\\n", - " --out_dir $out_dir \\\n", - " --n_epochs $n_epochs \\\n", - " --generatedata \\\n", - " --uniform \\\n", - " --overwrite_model \\\n", - " --save_all_checkpoints \\\n", - " --save_final_checkpoint \\\n", - " --verbose\n" - ] - }, - { - "cell_type": "markdown", - "id": "3d08f026-9831-4dc5-814e-626184491087", - "metadata": {}, - "source": [ - "If you run via the command line, you can access the saved checkpoints. Let's do that for one of the models" - ] - }, - { - "cell_type": "markdown", - "id": "38b41df9-55f1-4654-8f6d-f203dc20a754", - "metadata": {}, - "source": [ - "## 2. Train via the modules\n", - "The other option is to use the data, model, and train modules and functions to separately prepare the data, set up the model, and train. This produces the same saved checkpoints as the script above." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "f18a6698-b971-49da-9182-c8de2ca272cd", - "metadata": {}, - "outputs": [], - "source": [ - "DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", - "loss_type = 'bnll_loss'\n", - "model, lossFn = model_setup_DE(loss_type, DEVICE)" - ] - }, - { - "cell_type": "markdown", - "id": "2425b358-3db8-42ec-b41d-b5a6de3c427e", - "metadata": {}, - "source": [ - "Below are keywords that get auto-defined in the cli implementation that must be specified in this approach to training the model." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "467e9e13-4ad1-4777-94ae-f6fda44688a8", - "metadata": {}, - "outputs": [], - "source": [ - "norm = True\n", - "uniform = False\n", - "verbose = False\n", - "val_prop = 0.1\n", - "rs = 42\n", - "BATCH_SIZE = 100" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "cc4ad693-8a1a-460c-82ac-8f745b02fadd", - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'size_df' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[10], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m data \u001b[38;5;241m=\u001b[39m DataPreparation()\n\u001b[1;32m 2\u001b[0m model_inputs, model_outputs \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mgenerate_df(\n\u001b[0;32m----> 3\u001b[0m \u001b[43msize_df\u001b[49m, noise, dim, injection, uniform, verbose)\n\u001b[1;32m 4\u001b[0m x_train, x_val, y_train, y_val \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mtrain_val_split(\n\u001b[1;32m 5\u001b[0m model_inputs,\n\u001b[1;32m 6\u001b[0m model_outputs,\n\u001b[1;32m 7\u001b[0m val_proportion\u001b[38;5;241m=\u001b[39mval_prop,\n\u001b[1;32m 8\u001b[0m random_state\u001b[38;5;241m=\u001b[39mrs,\n\u001b[1;32m 9\u001b[0m )\n\u001b[1;32m 10\u001b[0m trainData \u001b[38;5;241m=\u001b[39m TensorDataset(torch\u001b[38;5;241m.\u001b[39mTensor(x_train), torch\u001b[38;5;241m.\u001b[39mTensor(y_train))\n", - "\u001b[0;31mNameError\u001b[0m: name 'size_df' is not defined" - ] - } - ], - "source": [ - "data = DataPreparation()\n", - "model_inputs, model_outputs = data.generate_df(\n", - " size_df, noise, dim, injection, uniform, verbose)\n", - "x_train, x_val, y_train, y_val = data.train_val_split(\n", - " model_inputs,\n", - " model_outputs,\n", - " val_proportion=val_prop,\n", - " random_state=rs,\n", - ")\n", - "trainData = TensorDataset(torch.Tensor(x_train), torch.Tensor(y_train))\n", - "trainDataLoader = DataLoader(\n", - " trainData, batch_size=BATCH_SIZE, shuffle=True\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "13714ea3-fa73-4257-885b-d0508af74b48", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "starting here 0\n", - "model 0\n", - "model is Sequential(\n", - " (0): ConvLayers(\n", - " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (conv2): Conv2d(5, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (pool1): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv3): Conv2d(5, 5, kernel_size=(5, 5), stride=(1, 1), padding=(1, 1))\n", - " (pool2): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv4): Conv2d(5, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (conv5): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " )\n", - " (1): Model(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=360, out_features=64, bias=True)\n", - " (1): ReLU()\n", - " (2): Linear(in_features=64, out_features=64, bias=True)\n", - " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=2, bias=True)\n", - " )\n", - " )\n", - " (2): MuVarLayer()\n", - ") lossfn \n", - "epoch 0 0.0\n", - "new best loss 1.121691346168518 in epoch 0\n", - "epoch 1 0.01\n", - "new best loss 0.8411216735839844 in epoch 1\n", - "epoch 2 0.02\n", - "new best loss 0.6944015026092529 in epoch 2\n", - "epoch 3 0.03\n", - "new best loss 0.6714927554130554 in epoch 3\n", - "epoch 4 0.04\n", - "new best loss 0.6543099880218506 in epoch 4\n", - "epoch 5 0.05\n", - "epoch 6 0.06\n", - "new best loss 0.6518346667289734 in epoch 6\n", - "epoch 7 0.07\n", - "new best loss 0.6229989528656006 in epoch 7\n", - "epoch 8 0.08\n", - "new best loss 0.6051923036575317 in epoch 8\n", - "epoch 9 0.09\n", - "new best loss 0.5347128510475159 in epoch 9\n", - "epoch 10 0.1\n", - "new best loss 0.3917295038700104 in epoch 10\n", - "epoch 11 0.11\n", - "new best loss 0.0783865824341774 in epoch 11\n", - "epoch 12 0.12\n", - "new best loss -0.15694555640220642 in epoch 12\n", - "epoch 13 0.13\n", - "new best loss -0.1944127082824707 in epoch 13\n", - "epoch 14 0.14\n", - "new best loss -0.25156843662261963 in epoch 14\n", - "epoch 15 0.15\n", - "epoch 16 0.16\n", - "epoch 17 0.17\n", - "epoch 18 0.18\n", - "epoch 19 0.19\n", - "epoch 20 0.2\n", - "new best loss -0.26027026772499084 in epoch 20\n", - "epoch 21 0.21\n", - "new best loss -0.26312461495399475 in epoch 21\n", - "epoch 22 0.22\n", - "new best loss -0.28153276443481445 in epoch 22\n", - "epoch 23 0.23\n", - "epoch 24 0.24\n", - "epoch 25 0.25\n", - "epoch 26 0.26\n", - "epoch 27 0.27\n", - "epoch 28 0.28\n", - "epoch 29 0.29\n", - "epoch 30 0.3\n", - "epoch 31 0.31\n", - "epoch 32 0.32\n", - "epoch 33 0.33\n", - "epoch 34 0.34\n", - "epoch 35 0.35\n", - "epoch 36 0.36\n", - "epoch 37 0.37\n", - "epoch 38 0.38\n", - "epoch 39 0.39\n", - "epoch 40 0.4\n", - "epoch 41 0.41\n", - "epoch 42 0.42\n", - "epoch 43 0.43\n", - "epoch 44 0.44\n", - "epoch 45 0.45\n", - "epoch 46 0.46\n", - "epoch 47 0.47\n", - "epoch 48 0.48\n", - "epoch 49 0.49\n", - "epoch 50 0.5\n", - "epoch 51 0.51\n", - "epoch 52 0.52\n", - "epoch 53 0.53\n", - "epoch 54 0.54\n", - "epoch 55 0.55\n", - "epoch 56 0.56\n", - "epoch 57 0.57\n", - "epoch 58 0.58\n", - "epoch 59 0.59\n", - "epoch 60 0.6\n", - "epoch 61 0.61\n", - "epoch 62 0.62\n", - "epoch 63 0.63\n", - "epoch 64 0.64\n", - "epoch 65 0.65\n", - "epoch 66 0.66\n", - "epoch 67 0.67\n", - "epoch 68 0.68\n", - "epoch 69 0.69\n", - "epoch 70 0.7\n", - "epoch 71 0.71\n", - "epoch 72 0.72\n", - "epoch 73 0.73\n", - "epoch 74 0.74\n", - "epoch 75 0.75\n", - "epoch 76 0.76\n", - "epoch 77 0.77\n", - "epoch 78 0.78\n", - "epoch 79 0.79\n", - "epoch 80 0.8\n", - "epoch 81 0.81\n", - "epoch 82 0.82\n", - "epoch 83 0.83\n", - "epoch 84 0.84\n", - "epoch 85 0.85\n", - "epoch 86 0.86\n", - "epoch 87 0.87\n", - "epoch 88 0.88\n", - "epoch 89 0.89\n", - "epoch 90 0.9\n", - "epoch 91 0.91\n", - "epoch 92 0.92\n", - "epoch 93 0.93\n", - "epoch 94 0.94\n", - "epoch 95 0.95\n", - "epoch 96 0.96\n", - "epoch 97 0.97\n", - "epoch 98 0.98\n", - "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_0_epoch_99.pt\n", - "model 1\n", - "model is Sequential(\n", - " (0): ConvLayers(\n", - " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (conv2): Conv2d(5, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (pool1): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv3): Conv2d(5, 5, kernel_size=(5, 5), stride=(1, 1), padding=(1, 1))\n", - " (pool2): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv4): Conv2d(5, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (conv5): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " )\n", - " (1): Model(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=360, out_features=64, bias=True)\n", - " (1): ReLU()\n", - " (2): Linear(in_features=64, out_features=64, bias=True)\n", - " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=2, bias=True)\n", - " )\n", - " )\n", - " (2): MuVarLayer()\n", - ") lossfn \n", - "epoch 0 0.0\n", - "epoch 1 0.01\n", - "epoch 2 0.02\n", - "epoch 3 0.03\n", - "epoch 4 0.04\n", - "epoch 5 0.05\n", - "epoch 6 0.06\n", - "epoch 7 0.07\n", - "epoch 8 0.08\n", - "epoch 9 0.09\n", - "epoch 10 0.1\n", - "epoch 11 0.11\n", - "epoch 12 0.12\n", - "epoch 13 0.13\n", - "epoch 14 0.14\n", - "epoch 15 0.15\n", - "epoch 16 0.16\n", - "epoch 17 0.17\n", - "epoch 18 0.18\n", - "epoch 19 0.19\n", - "epoch 20 0.2\n", - "epoch 21 0.21\n", - "epoch 22 0.22\n", - "epoch 23 0.23\n", - "epoch 24 0.24\n", - "new best loss -0.31055790185928345 in epoch 24\n", - "epoch 25 0.25\n", - "epoch 26 0.26\n", - "epoch 27 0.27\n", - "epoch 28 0.28\n", - "epoch 29 0.29\n", - "epoch 30 0.3\n", - "epoch 31 0.31\n", - "epoch 32 0.32\n", - "epoch 33 0.33\n", - "epoch 34 0.34\n", - "epoch 35 0.35\n", - "epoch 36 0.36\n", - "epoch 37 0.37\n", - "epoch 38 0.38\n", - "epoch 39 0.39\n", - "epoch 40 0.4\n", - "epoch 41 0.41\n", - "epoch 42 0.42\n", - "epoch 43 0.43\n", - "epoch 44 0.44\n", - "epoch 45 0.45\n", - "epoch 46 0.46\n", - "epoch 47 0.47\n", - "epoch 48 0.48\n", - "epoch 49 0.49\n", - "epoch 50 0.5\n", - "epoch 51 0.51\n", - "epoch 52 0.52\n", - "epoch 53 0.53\n", - "epoch 54 0.54\n", - "epoch 55 0.55\n", - "epoch 56 0.56\n", - "epoch 57 0.57\n", - "epoch 58 0.58\n", - "epoch 59 0.59\n", - "epoch 60 0.6\n", - "epoch 61 0.61\n", - "epoch 62 0.62\n", - "epoch 63 0.63\n", - "epoch 64 0.64\n", - "epoch 65 0.65\n", - "epoch 66 0.66\n", - "epoch 67 0.67\n", - "epoch 68 0.68\n", - "epoch 69 0.69\n", - "epoch 70 0.7\n", - "epoch 71 0.71\n", - "epoch 72 0.72\n", - "epoch 73 0.73\n", - "epoch 74 0.74\n", - "epoch 75 0.75\n", - "epoch 76 0.76\n", - "epoch 77 0.77\n", - "epoch 78 0.78\n", - "epoch 79 0.79\n", - "epoch 80 0.8\n", - "epoch 81 0.81\n", - "epoch 82 0.82\n", - "epoch 83 0.83\n", - "epoch 84 0.84\n", - "epoch 85 0.85\n", - "epoch 86 0.86\n", - "epoch 87 0.87\n", - "epoch 88 0.88\n", - "epoch 89 0.89\n", - "epoch 90 0.9\n", - "epoch 91 0.91\n", - "epoch 92 0.92\n", - "epoch 93 0.93\n", - "epoch 94 0.94\n", - "epoch 95 0.95\n", - "epoch 96 0.96\n", - "epoch 97 0.97\n", - "epoch 98 0.98\n", - "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_1_epoch_99.pt\n", - "model 2\n", - "model is Sequential(\n", - " (0): ConvLayers(\n", - " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (conv2): Conv2d(5, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", - " (pool1): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv3): Conv2d(5, 5, kernel_size=(5, 5), stride=(1, 1), padding=(1, 1))\n", - " (pool2): AvgPool2d(kernel_size=2, stride=2, padding=1)\n", - " (conv4): Conv2d(5, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (conv5): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " )\n", - " (1): Model(\n", - " (model): Sequential(\n", - " (0): Linear(in_features=360, out_features=64, bias=True)\n", - " (1): ReLU()\n", - " (2): Linear(in_features=64, out_features=64, bias=True)\n", - " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=2, bias=True)\n", - " )\n", - " )\n", - " (2): MuVarLayer()\n", - ") lossfn \n", - "epoch 0 0.0\n", - "epoch 1 0.01\n", - "epoch 2 0.02\n", - "epoch 3 0.03\n", - "epoch 4 0.04\n", - "epoch 5 0.05\n", - "epoch 6 0.06\n", - "epoch 7 0.07\n", - "epoch 8 0.08\n", - "epoch 9 0.09\n", - "epoch 10 0.1\n", - "epoch 11 0.11\n", - "epoch 12 0.12\n", - "epoch 13 0.13\n", - "epoch 14 0.14\n", - "epoch 15 0.15\n", - "epoch 16 0.16\n", - "epoch 17 0.17\n", - "epoch 18 0.18\n", - "epoch 19 0.19\n", - "epoch 20 0.2\n", - "epoch 21 0.21\n", - "epoch 22 0.22\n", - "epoch 23 0.23\n", - "epoch 24 0.24\n", - "epoch 25 0.25\n", - "epoch 26 0.26\n", - "epoch 27 0.27\n", - "epoch 28 0.28\n", - "epoch 29 0.29\n", - "epoch 30 0.3\n", - "epoch 31 0.31\n", - "epoch 32 0.32\n", - "epoch 33 0.33\n", - "epoch 34 0.34\n", - "epoch 35 0.35\n", - "epoch 36 0.36\n", - "epoch 37 0.37\n", - "epoch 38 0.38\n", - "epoch 39 0.39\n", - "epoch 40 0.4\n", - "epoch 41 0.41\n", - "epoch 42 0.42\n", - "epoch 43 0.43\n", - "epoch 44 0.44\n", - "epoch 45 0.45\n", - "epoch 46 0.46\n", - "epoch 47 0.47\n", - "epoch 48 0.48\n", - "epoch 49 0.49\n", - "epoch 50 0.5\n", - "epoch 51 0.51\n", - "epoch 52 0.52\n", - "epoch 53 0.53\n", - "epoch 54 0.54\n", - "epoch 55 0.55\n", - "epoch 56 0.56\n", - "epoch 57 0.57\n", - "epoch 58 0.58\n", - "epoch 59 0.59\n", - "epoch 60 0.6\n", - "epoch 61 0.61\n", - "epoch 62 0.62\n", - "epoch 63 0.63\n", - "epoch 64 0.64\n", - "epoch 65 0.65\n", - "epoch 66 0.66\n", - "epoch 67 0.67\n", - "epoch 68 0.68\n", - "epoch 69 0.69\n", - "epoch 70 0.7\n", - "epoch 71 0.71\n", - "epoch 72 0.72\n", - "epoch 73 0.73\n", - "epoch 74 0.74\n", - "epoch 75 0.75\n", - "epoch 76 0.76\n", - "epoch 77 0.77\n", - "epoch 78 0.78\n", - "epoch 79 0.79\n", - "epoch 80 0.8\n", - "epoch 81 0.81\n", - "epoch 82 0.82\n", - "epoch 83 0.83\n", - "epoch 84 0.84\n", - "epoch 85 0.85\n", - "epoch 86 0.86\n", - "epoch 87 0.87\n", - "epoch 88 0.88\n", - "epoch 89 0.89\n", - "epoch 90 0.9\n", - "epoch 91 0.91\n", - "epoch 92 0.92\n", - "epoch 93 0.93\n", - "epoch 94 0.94\n", - "epoch 95 0.95\n", - "epoch 96 0.96\n", - "epoch 97 0.97\n", - "epoch 98 0.98\n", - "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_2_epoch_99.pt\n", - "model 3\n", + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "shape before cut (25000,)\n", + "shape once uniform (5000,)\n", + "size after uniform (5000, 32, 32)\n", + "shape of input (5000, 32, 32) shape of output (5000,) type of input \n" + ] + }, + { + "data": { + "image/png": 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g9mtc5TJl5w7DM7y3y7Tsnz6ExtgS/v1eAhRKWLNOQ6G6vO2FzQLz3tUIePzfgEKBnHX/Rd62BQh84jUAQOFvP8K8dzX8o2KgMbZEUUocslZNR8jo2GrbcS3FR39B/q/L4PfIGOiahKPo8DYUJv0IN59r/2BiTe8fW14GslZMgc8Dw+Hf/2XYS8zI2zIfuXHzXb6ka0sIh8tn6npoG7VG2fnDNZZJm/1kjfM92/eGf9TYKudZ0v+AOjBMOnAAAF3zLhCbP4UtO00aXbiScwTQzaUvFWHWcv4I1L4hzjJuruFG4aaFKLfCmnnCJXhkrZoOYbdC7dsY+u6DpVBRab1CoOzs77DlnofPFUf92sbtUHpiL7w6PgKVlz8saSmw5aXDt/k9LmVK/vgF7i3vg1LniZKjv0DYrdA17QAAULrr4ebXBMWHtkJjbAWFmxqFyRuh9PCBJrgVAGeYE8IBe1GO8/osaym0jds5T5nonXeBWi4chTb0bpdg5968C8x7voe9rAiqilEHaynOzxsFCAGNsSV8Hvx7taNk9uI8lJ7ch4DoV6qcDzgDjKO00CVYaIJbAQoFig5ugVeHvhC2MhQf2gZds87Vfk8WHdwMXbPOcDNc/u4qPbEHuuZdcHHNDJSdOwSVlz+873nMNXBdxWEpAaCAUlv5e/VOc8cElE6dOuHtt50jDhMnTsTMmTMREBCA559/HgAwefJkzJs3DwcPHgQAmPevgyaohctQrX//l3Fh3kjYci9A7de40jC+f/+Xcf6TYc4vpyuOKPXdBsGj5X0AAEOvYchY8BLK89Kh9q/894TKzvwO28UzziPfSx9c/+gJyFjwEiwZx6TzozVRaj0BlRsUbtoqjzQM9z8N90tfQP7RE3Dh05EoOZbosjOvtm6NOxRuGijstpqPYnRecG9xL4qPbJcCSknqTqjc9dJ5aU1QC2iCLl874PPgcJQcT0TJ8T3Qd31Cmq4L6wh9t0HS86uPnBUqN/g8MEx6rvYJhjX9D5T88YtLnxRKN/g/9jKUah00gWGw9xqGvIRF8Hng2Uo7v3JzFopStqDxmEXSuWBD90EoO52EopQt1Q/hmy9CdWnk48pp+m6Dpe1dKVQ4yuEXFSONvHl3eRz5u76VZpv3/gBDjyfhGf4QAMC39yiUpR2E+bcfXc7f10bhb2vh1bEfvDv1c9b54HCUnUmGsFuvuWxN7x/z7pXwDO8N/X0DpL76Rr6AzGUT4R/1ksvIUgUhBIp+3wjTgZ8Q9BnQtStgdv8Vqma9nDuJ3zdC4aaBd+f+lZaticrLD+XmizWWaTRqbo3zlRqPaufZi/Og8vBxXaen87m9KA+oYuBK17Qj8rZ+iYI9q6C/9y9w2CzIT1h8aZlcAM6dcuFvP6L4yHZ4tO0Fe3EeCnZ+e7leAAq1Dr4Pj4a2STigUKAkdRcu/vAuAge97RJSHJZinI8dAWG3AQol/PuNkbYdAPhFvoicTZ/gwqcjAaUKUCjg/+g46ELvlsoEDngDF9e+j/NznwaUKijctAj86/9B7RvibItCAeOQd3Fx9bs4N+dvzhEOTx8Yn5omhYryAhMgBAoSV8Kv7/NQaj2R/8vXyPxuEkL+8QkUKjXsxfmVRvuUl15PR1EeVDovqP0aw/+xl6EJbA6HpRjmvT/A9M1rCBn9Kdz0AZVe76JD8VBq3OHRume127Ho4Gbomt/jsrzaJxjGp6bj4tr3kbvpf4BwQBvSFkF/m1plHeWFOSg9lYSASwcVFWz5JtgObID+voEwRjwFS8Zx5MV/DoVKDa8OfSvVI8qtyE9YBI/wB11Gyu5Ud0xA6djx8lGHSqWCv78/OnToIE2r+KOFzl+5VcGWdRplaSlVHmGV52VA7dcYttwLyP91KazpqbCXmgEhAAB280XgioCiCbr8/4qdl72koMqAYss5B5U+UAonAKAJaAql1hO2nHPXFVCupeIiOgBQuXvDza8xbDnnbrreq3mG90bOxk8g+r0EhZsaxUcS4NHuQSkMOKylKPh1GUpO7oO9OA9w2CHKrc7X78r2Bt9VVfUuCvevQ9HBOJSbL0KUWyHs5dAYm7uUUQc1h1J9+TSDtnFbCGsp7OZsl6MeALBePAsIB9K/+KfLdGG3Qele/cW5otxSaSesv28gcjbORfHhrdA16wyPNr2kMAIACrXW5bnKyxeO4gIAzqMpe1FupVOC2sbhsGadruklqZEt5xy87nHd4Wsbt0VZ2sFrLlvT+8eadRrWi6edw/USAQgHyvMzoQ6o/J63nD+M4qM7EBQ5Emv+/Q42bQK2zv4e1tUfAyoV3JvdA79+L9W6jwo3DYTNUmOZip3sn0UTGIaA6FeQu/VL5G9fAiiV0Hf9i3NHfOlz4d68C3x7j0LOplhkr/svFG5qGHoOheX8YeDSKQiVhwH6bn+V6tU2ag17UQ7Me1e5BBSFxh2NRs2FsJah7GwycrcugJtPsDQKY076CZb0VAQOngQ3fRDKzh1Cbtx8qLz8pQOL/F++cZ5SHvIuVB56lBzb7RzRHfY+NIHNIIRAbtw8KD0MMA57Hwo3DYoObkbW9+8geMQc56lKIZxBPPIFuDfvAgAI+MvrOP+/4c5R1kunnK5F27idy2dB27gd0r8cg6Lkn+HzYOVTeUUHt8AzvHeVwRgAys3ZKDt9AAED3nCZbi/KQ87GT+B1dx94hj/kvJj4l29wcc0MBA15VzoVVKH4UDyUOi94tO7hugIhoA1uJR3QaIwtYcs+i8LkDZUCirCX4+Ja5yi5f7+Y63o9Gro7JqCo1VcNmSoULtMq3nAOhwOACg5rGTxadYNP75GV6lJ5OkNG1qrpcNMHwu/RcXDz8ocQDmQsjIGwl7uuS3n5ZZbe1sJx451RKKQwdLm6a9/Sen11K6uou7yawjXzaNUNOUKg9OQ+aBrdBcu5w/Dt85w0P2/bApSdSYbvw/+Am28IFG4aXFwzo/Lrp6752oXiI9uRt22h84iycVsoNO4w7/kBlozUG2o34BxGhkLpvFBN6Tq6olRX/4cxVe76Srfh+vQaBs/w3ig9ue/SnQFLEfiX1y8f1Smv/hgqAAhct0s7tiuXuNFtdrMc1lJ4d+4P7ytGwCpcGbqvpAlqAePQ9+ChsaJLF6BLF+Crko9QlF8GhcYdSvWN/cq0o6wIqmvc6XUzp3hUnr6wZBxzmWYvznfOq2F00TO8NzzDe8NenHfpva2Aed8al9Nr+m5/hfd9A2EvyoVS5wV7QRbyty+p8RScNqQNys4ku0xTKJRSCNMYW8CWcx4FiSuha9rROXqz4ysEDvo/aYRXE9QctqzTMO/9Ae7NOsOWl4HC/evQ6B+x0mkUTVALWM4fRuH+dfCPGouys7+j9OQ+5zVQl476tcGtcOHMARQfioehx9+k02Bq/6aXXz8PA5TuemmUS+XpA3tJvkv7HZdeT2U1r6dC5ebsV35GpXll5w6hPPc8vAa8Xu1rVpQSB6W7NzxauZ4aK9y/DkqtJ3wf/oc0LeDxV3Fh3khY01NdQroQAkUpcfBs/3Cl645UXr5QBzR1mab2D0VJ6k6XaRXhpLwgC8an/8PRk0vumIBSW5rglihJ3QU3g7HKa0XspWaU556H/6NjpeHQa53vvh5q/1DYzRdRbr4ofaFbs9OcF2le+nCrPAywZZ91Wc6Wdco5RHuJQqWuNgRZLqRK13jYy4pQnndBGs1ReRhgL86HEOLyBWNZrr83olC5AdcRiBRuGni07oniIwmw5afDza8xtJfOSQOA5fxReN7dV9pRO6ylzqv6Kx9k18hy4Si0jdvCu0u0NK28ii8sW9ZpOGwWaYdnSU+FQuMOVRVDwxpjS0A4YC/JdxnuvhbnEVJapelqv8ZQ+zWG/r6BuPjjLBSlbKlx2LmCUusBlZcfLBeOSuf8AcBy4Yg0mqZyd17cai/KlYbUr/UbMWr/UFjSj8Hr7stHcZb0P67dQdT8/tEEO/tfm5GJ6r6MK06X3Chb9tkqrwO50s2c4tGGtEVB4grYi/OltpadSYZC4+GyI65OxU676OBmKNzULhePAs6DporTi+aj26HyDqyxP9bMU5VOL15NCIfzdA/g/Aw7yqG4+jaYKw5SRLnlUluU1ywDRfX1aJs4/9aaLfe8dCrFXloIR6lZGr3UNm6H/B1fSRehAkDpmQNw82siva8r9cdhh/Xi2SpHYIoOxkET3MrlNLLrayFQnLIFXu37VLquxFFuqdyfSwcq4qoDOMu5FJTnZcCr4yO4mrZxOGy5512m2XIvuFxjJ4WTvHQYn54BVQ0jtHca/lBbNbzviYajrBDZP86CJeMYbHkZKD2VhOz1H0E47FDqvKB016Po902w5aWj9OzvyNv65U2vV9esM9SBzZD904ewmE7Akp6KnPWzoQ29W7rrQ9e0I6wZJ1B0KN55mumXpc5TEldwMwTBkpGK8oJM2EsKIK4IKwW7vkXpmWRYL55Bzvo5l+60cA5N6kI7wFFSAPOeVdLRU9mppKvqNsJ68QxsOeedddurP1r3bN8bJSf3OYda2/d2rccvBCXHEmHNPAVr1ilk//TBDY0sufmGwJJxAqWnkpyvx46vq/yRLuEoR87Pc2HNTkPpyX3I/3UpvLtEV3nxpdqvMTzDeyN7/RyUpO6CLd8ES3oqChJXoOTkvmrbomveBZYLR6TnDpsFuXHzUJZ2EOUFWSg7fwTWjONVnt6rjr7bYBTs/h7FR3fAlnMeeQmLYc08De+uf7nU/0ZQeQei4NdlsOVeQMnJfTDvW1Njnd73/gXFKXEoOhgnvYeqClZVqen9Y+j+JCwX/kBu3DxYM08523N8N3Lj5l13f6/FXlrorPtSe22552HNPCVdn1Gh7Nxh6JrdU1UVErVvSI2PmkKSrvk9UPuHInvdf2HNOuUcHfvla+d76tJFrpb0VFz44kWUF2ZLy5mTfoLFdAK23Aso3L8OuXGfOe9yumInXLBnFawXz8B68Szyd36Lgt3fwy/yBelgqSglHsVHtsOWcw62nHMoSFyBopQt8O5y+TdAChJXoPT0Aed1ENnnYN77A4oPb4Nn+4cBOIOhNvRu5CUsRFnaQdjyTShK2YLiw1vh0dr5B17Vfk3g5tsIOZv+B0t6Kmx5GTDv/QFlZ5LhcZdzm2tD2kKp80LO+jmwZp2SfhOlPD8T7i3vvVRPY7jf1QN58Z+j7PzRS++d2VD7NZFON3mGPwSo3JDz88ewXjyL4qM7UJj0I/T3DZT6lL/zW5Se3u/8PJpOIHvdf2E3Z8GrU5TLtnFYSlCS+iu8OvardvuVnf0d5QWZ8OpUuYx7y/tgzTiO/J3fwpZ7ARbTCect2vogl9/cAS4FoUZtXK47rKC/b4D0vWHLS0fxkQQU/b4RXpcOpoS9HBfXzIDVdAIBT7wKOBywF+XBXpR3OUjewTiCUg03b38ED5uFvO2LkfXdJAh7OVT6QGdSVyihUCgQ8JfXkbflM6QviIHarzH8Iv+JzG8n3tR6FQoFgga/jdy4z5C57E2X24wruLfoCkPPochLWARRboNXh0h43d0H1otnpDL6boOQvX420r98CaLcgsYvLpDm+Tw0Ennxn8OWlw5NUAsEDZ4sDU2qA0Lh128MChJXomDXcni06Ql9t0EoTN4oLe/VKQplaSnI+OoVCGtplbcZV9CFdYTK3Rvluecr3d3i1+c5ZG/4GKZvXoPSXQ9Dj8GXrmCvHe/O/WHNPIWLP86CAoBH+EPw7vIYSq8KVrqwTlD7hiBz2ZvO24zbPQif+4dVXSkA/8fGo2DXd8jdtgD2whyoPPTQhLSBe6tu1S7jGd4b+QmLYMs5D7V/EyiUSthLC5G9bg7sJXlQuesv3Spd/Xor9e/eJy79DsMC57VLAaEIGjxJuthWoXJDwF9eQ+7mT5GxaBw0wXfB54Fnkb22+ru+PNs9iPJ8k/M9ZLfBo3VPeN/zGEpP779me2p6/2iCmsP4zAzk7/gapmVvOO+w8gmGZ7sHr7u/11J6Yo/Lj3Vl/zgLgPPi3YrX1XLhKISlWPrti1tBoVQh6MkpyNkcC9PXr13+QbUHnpXKiHILynPPu4w4WjOOoeDXZXDYnD965hcV4/LjacClnzBIXAHYbVAHNkfQoLelnX2Fgl3LUW7OAhQqqP2bIOAvr8OzbS9pvjMcfwp7YQ4Ubhqo/Zog4PF/u2yLwL+8gbztS5D904fOU2L6IPg8MBxely5IVqjcEPTkVOluLWErdf7QWPQrcL90WkjlYUDQ36Yhf8dXyPz2/yAc5VAHNEXQoLddRi8CoicgN/4LXPx+KqBQQtv0bgQ9NU0avVBqPWF8ajpy4+YhY8l4qNz1MPR82uWOF0dZEXI2fgJ7cR6UOi9oja0Q/OwH0Fx1GqX46A5AQLqwvCpFB+OgbdyuyoMF97BOCHjiVZj3/gDznlVQqLXQhrSF8alpLqccHZZilKTugm/f56tch7ZRawT+9f+Qv30J8nd+CzeDEb59nofXpZBoL8pB6Yk9AICMRf9yWbam79U7hUJcPV51GzCbzTAYDCgoKIBeX/fDYc3eXF/ndcpBVb+XQXUvb9tCOCwl8H+06msXqGru6jIcne68JqTdpO9Rarvx3025uPZ9aIKawxDxVF01j+iOc2Zm9LUL1VJt9t88xUNUxwwRT8HNEORyWo3+PMJugzowDN5V/FAfEd0+eIqHqI4pdV48cq9HCpUaPj2H1ncziOgmMaDcQXRNOyLsjXX13QwiIqJr4ikeIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpIdBhQiIiKSHQYUIiIikh0GFCIiIpKdmwooM2fOhEKhwPjx46VpZWVliImJgb+/P7y8vDB48GBkZma6LJeWlobo6Gh4eHggKCgIr732GsrLy2+mKURERNSA3HBA2bdvHz777DN07NjRZforr7yCn376CStXrsT27duRnp6OQYMGSfPtdjuio6NhtVqxa9cuLFmyBIsXL8bkyZNvvBdERETUoNxQQCkqKsKwYcPwxRdfwNfXV5peUFCABQsWYPbs2ejTpw+6du2KRYsWYdeuXdi9ezcAYPPmzThy5Ai++eYbdO7cGf3798f06dMRGxsLq9Va5fosFgvMZrPLg4iIiBquGwooMTExiI6ORmRkpMv0pKQk2Gw2l+lt27ZF06ZNkZiYCABITExEhw4dYDQapTJRUVEwm804fPhwleubMWMGDAaD9AgNDb2RZhMREdFtotYBZfny5di/fz9mzJhRaZ7JZIJGo4GPj4/LdKPRCJPJJJW5MpxUzK+YV5WJEyeioKBAepw7d662zSYiIqLbiFttCp87dw4vv/wy4uLioNPpblWbKtFqtdBqtX/a+oiIiKh+1WoEJSkpCVlZWejSpQvc3Nzg5uaG7du3Y+7cuXBzc4PRaITVakV+fr7LcpmZmQgODgYABAcHV7qrp+J5RRkiIiK6s9UqoPTt2xcpKSlITk6WHvfeey+GDRsm/V+tViM+Pl5aJjU1FWlpaYiIiAAAREREICUlBVlZWVKZuLg46PV6hIeH11G3iIiI6HZWq1M83t7euPvuu12meXp6wt/fX5o+evRoTJgwAX5+ftDr9Rg3bhwiIiLQo0cPAEC/fv0QHh6O4cOHY9asWTCZTHj77bcRExPD0zhEREQEoJYB5XrMmTMHSqUSgwcPhsViQVRUFD799FNpvkqlwrp16zBmzBhERETA09MTI0aMwDvvvFPXTSEiIqLb1E0HlISEBJfnOp0OsbGxiI2NrXaZsLAwbNiw4WZXTURERA0U/xYPERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREckOAwoRERHJDgMKERERyQ4DChEREclOrQLKvHnz0LFjR+j1euj1ekRERODnn3+W5peVlSEmJgb+/v7w8vLC4MGDkZmZ6VJHWloaoqOj4eHhgaCgILz22msoLy+vm94QERFRg1CrgNKkSRPMnDkTSUlJ+O2339CnTx8MGDAAhw8fBgC88sor+Omnn7By5Ups374d6enpGDRokLS83W5HdHQ0rFYrdu3ahSVLlmDx4sWYPHly3faKiIiIbmsKIYS4mQr8/PzwwQcf4Mknn0RgYCCWLVuGJ598EgDwxx9/oF27dkhMTESPHj3w888/4/HHH0d6ejqMRiMAYP78+XjjjTdw8eJFaDSaKtdhsVhgsVik52azGaGhoSgoKIBer7+Z5lep2Zvr67xOIqqZu7oMR6c7vzvaTfoepTZdPbeI6M52ZmZ0nddpNpthMBiua/99w9eg2O12LF++HMXFxYiIiEBSUhJsNhsiIyOlMm3btkXTpk2RmJgIAEhMTESHDh2kcAIAUVFRMJvN0ihMVWbMmAGDwSA9QkNDb7TZREREdBuodUBJSUmBl5cXtFotXnzxRaxevRrh4eEwmUzQaDTw8fFxKW80GmEymQAAJpPJJZxUzK+YV52JEyeioKBAepw7d662zSYiIqLbiFttF2jTpg2Sk5NRUFCA77//HiNGjMD27dtvRdskWq0WWq32lq6DiIiI5KPWAUWj0aBVq1YAgK5du2Lfvn34+OOPMWTIEFitVuTn57uMomRmZiI4OBgAEBwcjL1797rUV3GXT0UZIiIiopv+HRSHwwGLxYKuXbtCrVYjPj5empeamoq0tDREREQAACIiIpCSkoKsrCypTFxcHPR6PcLDw2+2KURERNRA1GoEZeLEiejfvz+aNm2KwsJCLFu2DAkJCdi0aRMMBgNGjx6NCRMmwM/PD3q9HuPGjUNERAR69OgBAOjXrx/Cw8MxfPhwzJo1CyaTCW+//TZiYmJ4CoeIiIgktQooWVlZ+Pvf/46MjAwYDAZ07NgRmzZtwiOPPAIAmDNnDpRKJQYPHgyLxYKoqCh8+umn0vIqlQrr1q3DmDFjEBERAU9PT4wYMQLvvPNO3faKiIiIbmu1CigLFiyocb5Op0NsbCxiY2OrLRMWFoYNGzbUZrVERER0h+Hf4iEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2alVQJkxYwbuu+8+eHt7IygoCAMHDkRqaqpLmbKyMsTExMDf3x9eXl4YPHgwMjMzXcqkpaUhOjoaHh4eCAoKwmuvvYby8vKb7w0RERE1CLUKKNu3b0dMTAx2796NuLg42Gw29OvXD8XFxVKZV155BT/99BNWrlyJ7du3Iz09HYMGDZLm2+12REdHw2q1YteuXViyZAkWL16MyZMn112viIiI6LbmVpvCGzdudHm+ePFiBAUFISkpCQ8++CAKCgqwYMECLFu2DH369AEALFq0CO3atcPu3bvRo0cPbN68GUeOHMGWLVtgNBrRuXNnTJ8+HW+88QamTp0KjUZTab0WiwUWi0V6bjabb6SvREREdJu4qWtQCgoKAAB+fn4AgKSkJNhsNkRGRkpl2rZti6ZNmyIxMREAkJiYiA4dOsBoNEploqKiYDabcfjw4SrXM2PGDBgMBukRGhp6M80mIiIimbvhgOJwODB+/Hjcf//9uPvuuwEAJpMJGo0GPj4+LmWNRiNMJpNU5spwUjG/Yl5VJk6ciIKCAulx7ty5G202ERER3QZqdYrnSjExMTh06BB+/fXXumxPlbRaLbRa7S1fDxEREcnDDY2gjB07FuvWrcO2bdvQpEkTaXpwcDCsVivy8/NdymdmZiI4OFgqc/VdPRXPK8oQERHRna1WAUUIgbFjx2L16tXYunUrmjdv7jK/a9euUKvViI+Pl6alpqYiLS0NERERAICIiAikpKQgKytLKhMXFwe9Xo/w8PCb6QsRERE1ELU6xRMTE4Nly5Zh7dq18Pb2lq4ZMRgMcHd3h8FgwOjRozFhwgT4+flBr9dj3LhxiIiIQI8ePQAA/fr1Q3h4OIYPH45Zs2bBZDLh7bffRkxMDE/jEBEREYBaBpR58+YBAHr37u0yfdGiRRg5ciQAYM6cOVAqlRg8eDAsFguioqLw6aefSmVVKhXWrVuHMWPGICIiAp6enhgxYgTeeeedm+sJERERNRi1CihCiGuW0el0iI2NRWxsbLVlwsLCsGHDhtqsmoiIiO4g/Fs8REREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7DChEREQkOwwoREREJDsMKERERCQ7tQ4oO3bswBNPPIGQkBAoFAqsWbPGZb4QApMnT0ajRo3g7u6OyMhIHD9+3KVMbm4uhg0bBr1eDx8fH4wePRpFRUU31REiIiJqOGodUIqLi9GpUyfExsZWOX/WrFmYO3cu5s+fjz179sDT0xNRUVEoKyuTygwbNgyHDx9GXFwc1q1bhx07duCFF1648V4QERFRg+JW2wX69++P/v37VzlPCIGPPvoIb7/9NgYMGAAA+Oqrr2A0GrFmzRoMHToUR48excaNG7Fv3z7ce++9AIBPPvkEjz32GD788EOEhITcRHeIiIioIajTa1BOnz4Nk8mEyMhIaZrBYED37t2RmJgIAEhMTISPj48UTgAgMjISSqUSe/bsqbJei8UCs9ns8iAiIqKGq04DislkAgAYjUaX6UajUZpnMpkQFBTkMt/NzQ1+fn5SmavNmDEDBoNBeoSGhtZls4mIiEhmbou7eCZOnIiCggLpce7cufpuEhEREd1CdRpQgoODAQCZmZku0zMzM6V5wcHByMrKcplfXl6O3NxcqczVtFot9Hq9y4OIiIgarjoNKM2bN0dwcDDi4+OlaWazGXv27EFERAQAICIiAvn5+UhKSpLKbN26FQ6HA927d6/L5hAREdFtqtZ38RQVFeHEiRPS89OnTyM5ORl+fn5o2rQpxo8fj3fffRd33XUXmjdvjkmTJiEkJAQDBw4EALRr1w6PPvoonn/+ecyfPx82mw1jx47F0KFDeQcPERERAbiBgPLbb7/h4Ycflp5PmDABADBixAgsXrwYr7/+OoqLi/HCCy8gPz8fvXr1wsaNG6HT6aRlli5dirFjx6Jv375QKpUYPHgw5s6dWwfdISIiooag1gGld+/eEEJUO1+hUOCdd97BO++8U20ZPz8/LFu2rLarJiIiojvEbXEXDxEREd1ZGFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIduo1oMTGxqJZs2bQ6XTo3r079u7dW5/NISIiIpmot4Dy3XffYcKECZgyZQr279+PTp06ISoqCllZWfXVJCIiIpKJegsos2fPxvPPP49Ro0YhPDwc8+fPh4eHBxYuXFhfTSIiIiKZcKuPlVqtViQlJWHixInSNKVSicjISCQmJlYqb7FYYLFYpOcFBQUAALPZfEva57CU3JJ6iah6dkcZKj7SdksJHDZH/TaI6A53K/axFXUKIa5Ztl4CSnZ2Nux2O4xGo8t0o9GIP/74o1L5GTNmYNq0aZWmh4aG3rI2EtGfz/BBxf/+Xp/NICIAho9uXd2FhYUwGAw1lqmXgFJbEydOxIQJE6TnDocDubm58Pf3h0KhqNN1mc1mhIaG4ty5c9Dr9XVatxywf7e/ht5H9u/219D72ND7B9y6PgohUFhYiJCQkGuWrZeAEhAQAJVKhczMTJfpmZmZCA4OrlReq9VCq9W6TPPx8bmVTYRer2+wbzyA/WsIGnof2b/bX0PvY0PvH3Br+nitkZMK9XKRrEajQdeuXREfHy9NczgciI+PR0RERH00iYiIiGSk3k7xTJgwASNGjMC9996Lbt264aOPPkJxcTFGjRpVX00iIiIimai3gDJkyBBcvHgRkydPhslkQufOnbFx48ZKF87+2bRaLaZMmVLplFJDwf7d/hp6H9m/219D72ND7x8gjz4qxPXc60NERET0J+Lf4iEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZafABJTY2Fs2aNYNOp0P37t2xd+/eGsuvXLkSbdu2hU6nQ4cOHbBhwwaX+UIITJ48GY0aNYK7uzsiIyNx/PjxW9mFGtWmf1988QUeeOAB+Pr6wtfXF5GRkZXKjxw5EgqFwuXx6KOP3upu1Kg2fVy8eHGl9ut0Opcyt/M27N27d6X+KRQKREdHS2XktA137NiBJ554AiEhIVAoFFizZs01l0lISECXLl2g1WrRqlUrLF68uFKZ2n6ub6Xa9vGHH37AI488gsDAQOj1ekRERGDTpk0uZaZOnVppG7Zt2/YW9qJ6te1fQkJCle9Rk8nkUk4u27C2/avq86VQKNC+fXupjJy234wZM3DffffB29sbQUFBGDhwIFJTU6+5nBz2hQ06oHz33XeYMGECpkyZgv3796NTp06IiopCVlZWleV37dqFp59+GqNHj8aBAwcwcOBADBw4EIcOHZLKzJo1C3PnzsX8+fOxZ88eeHp6IioqCmVlZX9WtyS17V9CQgKefvppbNu2DYmJiQgNDUW/fv1w4cIFl3KPPvooMjIypMe33377Z3SnSrXtI+D85cMr23/27FmX+bfzNvzhhx9c+nbo0CGoVCr87W9/cyknl21YXFyMTp06ITY29rrKnz59GtHR0Xj44YeRnJyM8ePH47nnnnPZgd/Ie+JWqm0fd+zYgUceeQQbNmxAUlISHn74YTzxxBM4cOCAS7n27du7bMNff/31VjT/mmrbvwqpqaku7Q8KCpLmyWkb1rZ/H3/8sUu/zp07Bz8/v0qfQblsv+3btyMmJga7d+9GXFwcbDYb+vXrh+Li4mqXkc2+UDRg3bp1EzExMdJzu90uQkJCxIwZM6os/9RTT4no6GiXad27dxf//Oc/hRBCOBwOERwcLD744ANpfn5+vtBqteLbb7+9BT2oWW37d7Xy8nLh7e0tlixZIk0bMWKEGDBgQF039YbVto+LFi0SBoOh2voa2jacM2eO8Pb2FkVFRdI0uW3DCgDE6tWrayzz+uuvi/bt27tMGzJkiIiKipKe3+xrditdTx+rEh4eLqZNmyY9nzJliujUqVPdNayOXE//tm3bJgCIvLy8asvIdRveyPZbvXq1UCgU4syZM9I0uW4/IYTIysoSAMT27durLSOXfWGDHUGxWq1ISkpCZGSkNE2pVCIyMhKJiYlVLpOYmOhSHgCioqKk8qdPn4bJZHIpYzAY0L1792rrvFVupH9XKykpgc1mg5+fn8v0hIQEBAUFoU2bNhgzZgxycnLqtO3X60b7WFRUhLCwMISGhmLAgAE4fPiwNK+hbcMFCxZg6NCh8PT0dJkul21YW9f6DNbFayY3DocDhYWFlT6Hx48fR0hICFq0aIFhw4YhLS2tnlp4Yzp37oxGjRrhkUcewc6dO6XpDW0bLliwAJGRkQgLC3OZLtftV1BQAACV3m9Xksu+sMEGlOzsbNjt9kq/TGs0GiudC61gMplqLF/xb23qvFVupH9Xe+ONNxASEuLyJnv00Ufx1VdfIT4+Hu+//z62b9+O/v37w26312n7r8eN9LFNmzZYuHAh1q5di2+++QYOhwM9e/bE+fPnATSsbbh3714cOnQIzz33nMt0OW3D2qruM2g2m1FaWlon73u5+fDDD1FUVISnnnpKmta9e3csXrwYGzduxLx583D69Gk88MADKCwsrMeWXp9GjRph/vz5WLVqFVatWoXQ0FD07t0b+/fvB1A3311ykZ6ejp9//rnSZ1Cu28/hcGD8+PG4//77cffdd1dbTi77wnr7qXuqXzNnzsTy5cuRkJDgchHp0KFDpf936NABHTt2RMuWLZGQkIC+ffvWR1NrJSIiwuUPTvbs2RPt2rXDZ599hunTp9djy+reggUL0KFDB3Tr1s1l+u2+De8ky5Ytw7Rp07B27VqXazT69+8v/b9jx47o3r07wsLCsGLFCowePbo+mnrd2rRpgzZt2kjPe/bsiZMnT2LOnDn4+uuv67FldW/JkiXw8fHBwIEDXabLdfvFxMTg0KFD9XY9TG012BGUgIAAqFQqZGZmukzPzMxEcHBwlcsEBwfXWL7i39rUeavcSP8qfPjhh5g5cyY2b96Mjh071li2RYsWCAgIwIkTJ266zbV1M32soFarcc8990jtbyjbsLi4GMuXL7+uL7v63Ia1Vd1nUK/Xw93dvU7eE3KxfPlyPPfcc1ixYkWl4fSr+fj4oHXr1rfFNqxKt27dpLY3lG0ohMDChQsxfPhwaDSaGsvKYfuNHTsW69atw7Zt29CkSZMay8plX9hgA4pGo0HXrl0RHx8vTXM4HIiPj3c5wr5SRESES3kAiIuLk8o3b94cwcHBLmXMZjP27NlTbZ23yo30D3BeeT19+nRs3LgR99577zXXc/78eeTk5KBRo0Z10u7auNE+XslutyMlJUVqf0PYhoDzFkCLxYJnn332muupz21YW9f6DNbFe0IOvv32W4waNQrffvutyy3i1SkqKsLJkydvi21YleTkZKntDWUbbt++HSdOnLiug4T63H5CCIwdOxarV6/G1q1b0bx582suI5t9YZ1dbitDy5cvF1qtVixevFgcOXJEvPDCC8LHx0eYTCYhhBDDhw8Xb775plR+586dws3NTXz44Yfi6NGjYsqUKUKtVouUlBSpzMyZM4WPj49Yu3atOHjwoBgwYIBo3ry5KC0tlX3/Zs6cKTQajfj+++9FRkaG9CgsLBRCCFFYWCheffVVkZiYKE6fPi22bNkiunTpIu666y5RVlb2p/fvRvo4bdo0sWnTJnHy5EmRlJQkhg4dKnQ6nTh8+LBU5nbehhV69eolhgwZUmm63LZhYWGhOHDggDhw4IAAIGbPni0OHDggzp49K4QQ4s033xTDhw+Xyp86dUp4eHiI1157TRw9elTExsYKlUolNm7cKJW51mv2Z6ttH5cuXSrc3NxEbGysy+cwPz9fKvPvf/9bJCQkiNOnT4udO3eKyMhIERAQILKysmTfvzlz5og1a9aI48ePi5SUFPHyyy8LpVIptmzZIpWR0zasbf8qPPvss6J79+5V1imn7TdmzBhhMBhEQkKCy/utpKREKiPXfWGDDihCCPHJJ5+Ipk2bCo1GI7p16yZ2794tzXvooYfEiBEjXMqvWLFCtG7dWmg0GtG+fXuxfv16l/kOh0NMmjRJGI1GodVqRd++fUVqauqf0ZUq1aZ/YWFhAkClx5QpU4QQQpSUlIh+/fqJwMBAoVarRVhYmHj++efr7Yu/Qm36OH78eKms0WgUjz32mNi/f79LfbfzNhRCiD/++EMAEJs3b65Ul9y2YcUtp1c/Kvo0YsQI8dBDD1VapnPnzkKj0YgWLVqIRYsWVaq3ptfsz1bbPj700EM1lhfCeWt1o0aNhEajEY0bNxZDhgwRJ06c+HM7dklt+/f++++Lli1bCp1OJ/z8/ETv3r3F1q1bK9Url214I+/R/Px84e7uLj7//PMq65TT9quqbwBcPldy3RcqLnWAiIiISDYa7DUoREREdPtiQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhIiIi2WFAISIiItlhQCEiIiLZYUAhojtCs2bN8NFHH113+cWLF8PHx6fGMlOnTkXnzp1vql1EVDUGFCICcGt3ttezs7/V9u3bhxdeeKFe20BE18+tvhtARHQrWa1WaDQaBAYG1ndTiKgWOIJC1ABYLBb861//QlBQEHQ6HXr16oV9+/ZJ86sawVizZg0UCoU0f9q0afj999+hUCigUCiwePFiAIBCocC8efPQv39/uLu7o0WLFvj++++lehISEqBQKJCfny9NS05OhkKhwJkzZ5CQkIBRo0ahoKBAqnvq1KmV+nDs2DEoFAr88ccfLtPnzJmDli1bAgDsdjtGjx6N5s2bw93dHW3atMHHH3/sUn7kyJEYOHAg3nvvPYSEhKBNmzYAKp/imT17Njp06ABPT0+EhobipZdeQlFRUaV2rVmzBnfddRd0Oh2ioqJw7ty5qjfCJV9++SXatWsHnU6Htm3b4tNPP62xPBFVjQGFqAF4/fXXsWrVKixZsgT79+9Hq1atEBUVhdzc3OtafsiQIfj3v/+N9u3bIyMjAxkZGRgyZIg0f9KkSRg8eDB+//13DBs2DEOHDsXRo0evq+6ePXvio48+gl6vl+p+9dVXK5Vr3bo17r33XixdutRl+tKlS/HMM88AABwOB5o0aYKVK1fiyJEjmDx5Mt566y2sWLHCZZn4+HikpqYiLi4O69atq7JdSqUSc+fOxeHDh7FkyRJs3boVr7/+ukuZkpISvPfee/jqq6+wc+dO5OfnY+jQodX2denSpZg8eTLee+89HD16FP/5z38wadIkLFmy5LpeKyK6Qp3+bWQi+tMVFRUJtVotli5dKk2zWq0iJCREzJo1SwghxKJFi4TBYHBZbvXq1eLKr4ApU6aITp06VaofgHjxxRddpnXv3l2MGTNGCHH5z9Xn5eVJ8w8cOCAAiNOnT1e7/qrMmTNHtGzZUnqempoqAIijR49Wu0xMTIwYPHiw9HzEiBHCaDQKi8XiUi4sLEzMmTOn2npWrlwp/P39peeLFi0SAMTu3bulaUePHhUAxJ49e4QQlV+zli1bimXLlrnUO336dBEREVHteomoahxBIbrNnTx5EjabDffff780Ta1Wo1u3btc9ynEtERERlZ7XVd1XGjp0KM6cOYPdu3cDcI5IdOnSBW3btpXKxMbGomvXrggMDISXlxc+//xzpKWludTToUMHaDSaGte1ZcsW9O3bF40bN4a3tzeGDx+OnJwclJSUSGXc3Nxw3333Sc/btm0LHx+fKvteXFyMkydPYvTo0fDy8pIe7777Lk6ePHlDrwfRnYwBhegOoFQqIYRwmWaz2eqsbgAu9d9o3cHBwejTpw+WLVsGAFi2bBmGDRsmzV++fDleffVVjB49Gps3b0ZycjJGjRoFq9XqUo+np2eN6zlz5gwef/xxdOzYEatWrUJSUhJiY2MBoFJd16vi+pUvvvgCycnJ0uPQoUNS4CKi68eAQnSba9myJTQaDXbu3ClNs9ls2LdvH8LDwwEAgYGBKCwsRHFxsVQmOTnZpR6NRgO73V7lOq7ewe7evRvt2rWT6gaAjIyMG6r7asOGDcN3332HxMREnDp1yuWaj507d6Jnz5546aWXcM8996BVq1Y3NDqRlJQEh8OB//73v+jRowdat26N9PT0SuXKy8vx22+/Sc9TU1ORn58v9f1KRqMRISEhOHXqFFq1auXyaN68ea3bSHSnY0Ahus15enpizJgxeO2117Bx40YcOXIEzz//PEpKSjB69GgAQPfu3eHh4YG33noLJ0+exLJly6S7dCo0a9YMp0+fRnJyMrKzs2GxWKR5K1euxMKFC3Hs2DFMmTIFe/fuxdixYwEArVq1QmhoKKZOnYrjx49j/fr1+O9//1up7qKiIsTHxyM7O9vlNMrVBg0ahMLCQowZMwYPP/wwQkJCpHl33XUXfvvtN2zatAnHjh3DpEmTXO5Wul6tWrWCzWbDJ598glOnTuHrr7/G/PnzK5VTq9UYN24c9uzZg6SkJIwcORI9evRAt27dqqx32rRpmDFjBubOnYtjx44hJSUFixYtwuzZs2vdRqI7Xn1fBENEN6+0tFSMGzdOBAQECK1WK+6//36xd+9elzKrV68WrVq1Eu7u7uLxxx8Xn3/+uctFsmVlZWLw4MHCx8dHABCLFi0SQjgvko2NjRWPPPKI0Gq1olmzZuK7775zqfvXX38VHTp0EDqdTjzwwANi5cqVLhfJCiHEiy++KPz9/QUAMWXKlBr789RTTwkAYuHChS7Ty8rKxMiRI4XBYBA+Pj5izJgx4s0333S5UHXEiBFiwIABleq8+iLZ2bNni0aNGgl3d3cRFRUlvvrqK5eLfSsu7F21apVo0aKF0Gq1IjIyUpw9e1aqo6oLi5cuXSo6d+4sNBqN8PX1FQ8++KD44YcfauwvEVWmEOKqE9NERFdQKBRYvXo1Bg4cWN9NIaI7CE/xEBERkewwoBAREZHs8G/xEFGNeBaYiOoDR1CIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHYYUIiIiEh2GFCIiIhIdhhQiIiISHb+H7sgSx4AeoZtAAAAAElFTkSuQmCC", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "save final checkpoint has this value True\n", + "model name is DE\n", + "dim is 2D\n", + "norm params None\n", + "starting here 0\n", + "model 0\n", + "final chk ../DeepUQResources/checkpoints/DE_input_2D_noise_high_beta_0.5_nmodel_0_epoch_99.pt\n", + "[]\n", + "model does not exist yet, going to save\n", "model is Sequential(\n", " (0): ConvLayers(\n", " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", @@ -1406,10 +231,13 @@ " )\n", " )\n", " (2): MuVarLayer()\n", - ") lossfn \n", + ") lossfn \n", "epoch 0 0.0\n", + "new best loss -0.02916882000863552 in epoch 0\n", "epoch 1 0.01\n", + "new best loss -0.15888099372386932 in epoch 1\n", "epoch 2 0.02\n", + "new best loss -0.25137820839881897 in epoch 2\n", "epoch 3 0.03\n", "epoch 4 0.04\n", "epoch 5 0.05\n", @@ -1507,8 +335,11 @@ "epoch 97 0.97\n", "epoch 98 0.98\n", "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_3_epoch_99.pt\n", - "model 4\n", + "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_high_beta_0.5_nmodel_0_epoch_99.pt\n", + "model 1\n", + "final chk ../DeepUQResources/checkpoints/DE_input_2D_noise_high_beta_0.5_nmodel_1_epoch_99.pt\n", + "[]\n", + "model does not exist yet, going to save\n", "model is Sequential(\n", " (0): ConvLayers(\n", " (conv1): Conv2d(1, 5, kernel_size=(7, 7), stride=(1, 1), padding=(1, 1))\n", @@ -1530,7 +361,7 @@ " )\n", " )\n", " (2): MuVarLayer()\n", - ") lossfn \n", + ") lossfn \n", "epoch 0 0.0\n", "epoch 1 0.01\n", "epoch 2 0.02\n", @@ -1631,9 +462,143 @@ "epoch 97 0.97\n", "epoch 98 0.98\n", "epoch 99 0.99\n", - "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_99.pt\n", - "start at 1728929252.779839 end at 1728929454.781325\n", - "202.00148606300354\n" + "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_high_beta_0.5_nmodel_1_epoch_99.pt\n", + "start at 1730813477.949583 end at 1730813976.806802\n", + "498.8572189807892\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# %run is the same as !python\n", + "%run ../deepuq/scripts/DeepEnsemble.py \\\n", + " --noise_level $noise \\\n", + " --n_models $n_models \\\n", + " --data_dimension $dim \\\n", + " --data_injection $injection \\\n", + " --size_df $size_df \\\n", + " --out_dir $out_dir \\\n", + " --n_epochs $n_epochs \\\n", + " --generatedata \\\n", + " --uniform \\\n", + " --overwrite_model \\\n", + " --save_all_checkpoints \\\n", + " --save_final_checkpoint \\\n", + " --verbose\n" + ] + }, + { + "cell_type": "markdown", + "id": "3d08f026-9831-4dc5-814e-626184491087", + "metadata": {}, + "source": [ + "If you run via the command line, you can access the saved checkpoints. Let's do that for one of the models" + ] + }, + { + "cell_type": "markdown", + "id": "38b41df9-55f1-4654-8f6d-f203dc20a754", + "metadata": {}, + "source": [ + "## 2. Train via the modules\n", + "The other option is to use the data, model, and train modules and functions to separately prepare the data, set up the model, and train. This produces the same saved checkpoints as the script above." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f18a6698-b971-49da-9182-c8de2ca272cd", + "metadata": {}, + "outputs": [], + "source": [ + "DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "loss_type = 'bnll_loss'\n", + "model, lossFn = model_setup_DE(loss_type, DEVICE)" + ] + }, + { + "cell_type": "markdown", + "id": "2425b358-3db8-42ec-b41d-b5a6de3c427e", + "metadata": {}, + "source": [ + "Below are keywords that get auto-defined in the cli implementation that must be specified in this approach to training the model." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "467e9e13-4ad1-4777-94ae-f6fda44688a8", + "metadata": {}, + "outputs": [], + "source": [ + "norm = False\n", + "uniform = True\n", + "verbose = False\n", + "val_prop = 0.1\n", + "rs = 42\n", + "BATCH_SIZE = 100" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cc4ad693-8a1a-460c-82ac-8f745b02fadd", + "metadata": {}, + "outputs": [], + "source": [ + "data = DataPreparation()\n", + "model_inputs, model_outputs = data.generate_df(\n", + " size_df, noise, dim, injection, uniform, verbose)\n", + "x_train, x_val, y_train, y_val = data.train_val_split(\n", + " model_inputs,\n", + " model_outputs,\n", + " val_proportion=val_prop,\n", + " random_state=rs,\n", + ")\n", + "trainData = TensorDataset(torch.Tensor(x_train), torch.Tensor(y_train))\n", + "trainDataLoader = DataLoader(\n", + " trainData, batch_size=BATCH_SIZE, shuffle=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "13714ea3-fa73-4257-885b-d0508af74b48", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model 0\n", + "final model already exists\n", + "going to overwrite the model\n", + "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_0_epoch_99.pt\n", + "model 1\n", + "final model already exists\n", + "going to overwrite the model\n", + "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_1_epoch_99.pt\n", + "model 2\n", + "final model already exists\n", + "going to overwrite the model\n", + "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_2_epoch_99.pt\n", + "model 3\n", + "final model already exists\n", + "going to overwrite the model\n", + "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_3_epoch_99.pt\n", + "model 4\n", + "final model already exists\n", + "going to overwrite the model\n", + "saved final checkpoint ../DeepUQResources/checkpoints/DE_input_2D_noise_low_beta_0.5_nmodel_4_epoch_99.pt\n" ] } ], @@ -1646,20 +611,19 @@ " DEVICE,\n", " 'bnll_loss',\n", " n_models,\n", - " norm_params,\n", " model_name='DE',\n", " BETA=0.5,\n", " EPOCHS=n_epochs,\n", " size_df=size_df,\n", - " path_to_model=out_dir,\n", + " out_dir=out_dir,\n", " inject_type=injection,\n", " data_dim=dim,\n", " noise_level=noise,\n", " save_all_checkpoints=True,\n", " save_final_checkpoint=True,\n", - " overwrite_final_checkpoint=True,\n", - " plot=False,\n", - " savefig=False,\n", + " overwrite_model=True,\n", + " plot_inline=False,\n", + " plot_savefig=False,\n", " set_and_save_rs=False,\n", " )" ] @@ -1692,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 101, "id": "9c636114-fcdf-476e-9350-d3f708954396", "metadata": {}, "outputs": [], @@ -1702,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 102, "id": "2320b83a-e074-4dc4-b474-b4b16c7d9538", "metadata": {}, "outputs": [ @@ -1710,16 +674,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_1_epoch_99.pt\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/rnevin/Documents/DeepUQ/src/analyze/analyze.py:97: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", - " checkpoint = torch.load(file_name, map_location=device)\n" + "DE\n" ] } ], @@ -1732,7 +687,8 @@ " n_epochs - 1,\n", " DEVICE,\n", " path=\"../DeepUQResources/checkpoints/\",\n", - " nmodel=1\n", + " BETA=0.5,\n", + " nmodel=0\n", ")" ] }, @@ -1746,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 103, "id": "bab0ca4b-5d5f-432d-bfb1-a2af27eba5e6", "metadata": {}, "outputs": [], @@ -1758,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 104, "id": "d82c5e72-7e91-4255-82f6-a57a6bef77bf", "metadata": {}, "outputs": [ @@ -1789,7 +745,7 @@ ")" ] }, - "execution_count": 46, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -1811,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 105, "id": "60679dba-4634-4574-afe4-e619b130e9fd", "metadata": {}, "outputs": [ @@ -1819,22 +775,43 @@ "name": "stdout", "output_type": "stream", "text": [ - "2D data\n", - "inject type is input, dim is 2D, sigma is 0.0015625\n", - "2D data generated, with noise injected type: input.\n" + "generating dataframe\n", + "inflating starting size because sub-selecting uniform\n", + "bins for uniformity in y [0. 0.2 0.4 0.6 0.8 1. 1.2 1.4 1.6 1.8 2. ]\n", + "starting n_bin_values [646, 335, 225, 177, 154, 137, 116, 105, 86, 81]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "shape before cut (2500,)\n", + "shape once uniform (500,)\n", + "size after uniform (500, 32, 32)\n" ] } ], "source": [ - "size_df = 10\n", + "size_df_test = 500\n", + "verbose = True\n", "data = DataPreparation()\n", "x_test, y_test = data.generate_df(\n", - " size_df, noise, dim, injection, uniform, verbose)" + " size_df_test, noise, dim, injection, uniform, verbose)" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 106, "id": "67c716dd-e0dd-49c2-8a8d-e6d593d187d5", "metadata": {}, "outputs": [], @@ -1847,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 107, "id": "9477be68-9a97-442a-bf60-a58e7ce01d95", "metadata": {}, "outputs": [ @@ -1857,13 +834,13 @@ "[]" ] }, - "execution_count": 50, + "execution_count": 107, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -1882,8 +859,8 @@ " ax = axes[i]\n", " ax.imshow(x_test[i, :, :], aspect='auto')\n", " ax.set_title(\n", - " 'true = '+str(round(y_test[i],2))+'\\n pred = '\n", - " +str(round(y_pred[i,0],2))+' +/- '+str(round(np.sqrt(y_pred[i,1]),2)))\n", + " 'true = '+str(round(y_test[i],3))+'\\n pred = '\n", + " +str(round(y_pred[i,0],3))+' +/- '+str(round(np.sqrt(y_pred[i,1]),3)))\n", " ax.figure.colorbar(ax.images[0], ax=ax)\n", " ax.set_aspect('equal')\n", "\n", @@ -1894,13 +871,13 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 111, "id": "3bc4f170-86e7-4253-9079-d34bd5e16ed3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1910,14 +887,21 @@ } ], "source": [ - "plt.scatter(\n", + "plt.errorbar(\n", + " y_test,\n", + " y_pred[:, 0],\n", + " yerr=y_pred[:,1],\n", + " lw=10,\n", + " ls='None',\n", + " capsize=5\n", + " )\n", + "'''plt.scatter(\n", " y_test,\n", " y_pred[:, 0],\n", - " #color=color_list[i],\n", - " #label=r\"$\\sigma = $\" + str(sigma_list[i]),\n", " s=30,\n", " )\n", - "plt.plot([0,2],[0,2], ls='--', color='black')\n", + "'''\n", + "#plt.plot([0,2],[0,2], ls='--', color='black')\n", "plt.xlabel('true value')\n", "plt.ylabel('predicted value');" ] @@ -1933,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 112, "id": "27b23303-e4fd-4c42-9c7f-b57159a5f064", "metadata": {}, "outputs": [ @@ -1942,15 +926,7 @@ "output_type": "stream", "text": [ "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_0_epoch_99.pt\n", - "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_1_epoch_99.pt\n", - "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_2_epoch_99.pt\n", - "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_3_epoch_99.pt\n", - "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_99.pt\n" + "DE\n" ] } ], @@ -1977,18 +953,23 @@ " ).detach().numpy()\n", " \n", " u_al_one = np.sqrt(y_pred[:, 1])\n", + " # sometimes a DE model can fail and the way to identify this\n", + " # is when all elements of the predicted aleatoric uncertainty\n", + " # array are the same:\n", + " if len(set(u_al_one)) == 1:\n", + " continue\n", " u_al.append(u_al_one)" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 113, "id": "e723d17e-6139-480a-bdda-50b83cd0381e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2009,12 +990,12 @@ "metadata": {}, "source": [ "## 6. Loss plots\n", - "Let's also plot the loss history for these models." + "Let's also plot the loss history for these models alongside the MSE metric, which we also save in the checkpoints for each epoch." ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 114, "id": "9a1630f6-f24e-4932-a6e4-ba3aedac36b3", "metadata": {}, "outputs": [ @@ -2023,205 +1004,105 @@ "output_type": "stream", "text": [ "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_0.pt\n", - "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_1.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_2.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_3.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_4.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_5.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_6.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_7.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_8.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_9.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_10.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_11.pt\n", "DE\n", - "loading this chk 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../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_92.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_93.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_94.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_95.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_96.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_97.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_98.pt\n", "DE\n", - "loading this chk ../DeepUQResources/checkpoints/DE_input_2D_noise_medium_beta_0.5_nmodel_4_epoch_99.pt\n" + "DE\n" ] } ], @@ -2249,7 +1130,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 115, "id": "bd60c219-ef17-40a4-8ec7-7e94564c58a1", "metadata": {}, "outputs": [ @@ -2264,7 +1145,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2282,8 +1163,8 @@ "ax0.legend()\n", "\n", "ax1 = fig.add_subplot(122)\n", - "ax1.plot(range(n_epochs), train_mse, label='Training MSE loss')\n", - "ax1.plot(range(n_epochs), valid_mse, label='Validation MSE loss')\n", + "ax1.plot(range(n_epochs), train_mse, label='Training MSE metric')\n", + "ax1.plot(range(n_epochs), valid_mse, label='Validation MSE metric')\n", "ax1.legend()\n", "plt.show()" ]