diff --git a/notebooks/fig1.ipynb b/notebooks/fig1.ipynb index 70f4e3f..93b1aeb 100644 --- a/notebooks/fig1.ipynb +++ b/notebooks/fig1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "d2f97a7d-eed6-4d08-972e-4d179b14f459", "metadata": {}, "outputs": [], @@ -22,14 +22,13 @@ "source": [ "# lookup dict\n", "noise_to_sigma = {\n", - " 'low': 1,\n", - " 'medium': 5,\n", - " 'high': 10,\n", - " 'vhigh': 100\n", + " 'low': 0.01,\n", + " 'medium': 0.05,\n", + " 'high': 0.10,\n", + " 'vhigh': 1.00\n", "}\n", - "inject_x_linear = {'low': 1/5, 'medium': 5/5, 'high': 10/5}\n", - "inject_x_image = {'low': 1/32, 'medium': 5/32, 'high': 10/32}\n", - "noise = 'low'" + "inject_x_image = {'low': 0.01/32, 'medium': 0.05/32, 'high': 0.10/32}\n", + "noise = 'high'" ] }, { @@ -45,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "id": "bb06c377-8398-45ec-8021-e560973821db", "metadata": {}, "outputs": [ @@ -53,13 +52,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "linear_homoskedastic simulation data generated, with noise injected type: feature.\n", - "linear_homoskedastic simulation data generated, with noise injected type: predictive.\n" + "NO WERE NOT VARYING SIGMA\n", + "linear_homoskedastic simulation data generated, with noise injected type: predictive.\n", + "YES WERE VARYING SIGMA\n", + "new sig 0.5\n", + "linear_homoskedastic simulation data generated, with noise injected type: feature.\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -71,93 +73,105 @@ "source": [ "fig = plt.figure(figsize=(10,4))\n", "\n", - "data.params = np.array([[ 5, 4]])\n", - "ax0 = fig.add_subplot(141)\n", + "data.params = np.array([[ 0.2, 0]])\n", + "\n", + "\n", + "ax1 = fig.add_subplot(141)\n", "data.simulate_data(data.params,\n", - " inject_x_linear[noise], \n", + " noise_to_sigma[noise], \n", " simulation_name = 'linear_homoskedastic',\n", - " x=np.linspace(0, 10, 101),\n", - " inject_type = 'feature'\n", + " x=np.linspace(0, 10, 100),\n", + " inject_type = 'predictive'\n", " )\n", - "ax0.plot(np.array(data.input).flatten(), np.array(data.output).flatten(), color = 'black')\n", - "ax0.scatter(np.array(data.input), np.array(data.output), color = 'black', s=0.25, zorder=-100)\n", - "ax0.set_title('Feature injection', size=15)\n", - "ax0.annotate(r'$\\sigma_x = $'+str(inject_x_linear[noise])+\n", - " ', $\\sigma_y = $'+str(inject_x_linear[noise]*data.params[0][0]),\n", + "ax1.plot(np.array(data.input), np.array(data.output).flatten(), color = 'black')\n", + "ax1.scatter(np.array(data.input), np.array(data.output), color = 'black', s=0.25, zorder=-100)\n", + "ax1.set_title('Output injection', size=15)\n", + "ax1.annotate(r'$\\sigma_y = $'+str(noise_to_sigma[noise]),\n", " xy=(0.02, 0.9),\n", " xycoords='axes fraction'\n", " )\n", - "ax0.set_xlabel(r'Feature, $x$')\n", - "ax0.set_ylabel(r'Prediction, $y$')\n", - "ax0.set_aspect(0.2, adjustable='box')\n", + "ax1.set_xlabel(r'Input, $x$')\n", + "ax1.set_aspect(5, adjustable='box')\n", "\n", - "ax1 = fig.add_subplot(142)\n", + "\n", + "ax0 = fig.add_subplot(142)\n", "data.simulate_data(data.params,\n", - " noise_to_sigma[noise], \n", + " noise, \n", " simulation_name = 'linear_homoskedastic',\n", - " x=np.linspace(0, 10, 101),\n", - " inject_type = 'predictive'\n", + " x=np.linspace(0, 10, 100),\n", + " inject_type = 'feature',\n", + " vary_sigma = True\n", " )\n", - "ax1.plot(np.array(data.input), np.array(data.output).flatten(), color = 'black')\n", - "ax1.scatter(np.array(data.input), np.array(data.output), color = 'black', s=0.25, zorder=-100)\n", - "ax1.set_title('Predictive injection', size=15)\n", - "ax1.annotate(r'$\\sigma_y = $'+str(noise_to_sigma[noise]),\n", + "ax0.plot(np.array(data.input).flatten(), np.array(data.output).flatten(), color = 'black')\n", + "ax0.scatter(np.array(data.input), np.array(data.output), color = 'black', s=0.25, zorder=-100)\n", + "ax0.set_title('Input injection', size=15)\n", + "ax0.annotate(r'$\\sigma_x = $'+str(round(noise_to_sigma[noise] / data.params[0][0],3))+\n", + " ', $\\sigma_y = $'+str(round(noise_to_sigma[noise],3)),\n", " xy=(0.02, 0.9),\n", " xycoords='axes fraction'\n", " )\n", - "ax1.set_xlabel(r'Feature, $x$')\n", - "ax1.set_aspect(0.2, adjustable='box')\n", + "#ax0.set_xlabel(r'Input, $x$')\n", + "ax1.set_ylabel(r'Output, $y$')\n", + "ax0.set_aspect(5, adjustable='box')\n", + "#ax.set_aspect('equal', adjustable='box')\n", "\n", "# now doing 2D\n", - "data.params = np.array([[ 0.25, 5, 0.69598183]])\n", + "data.params = np.array([[ 0.005, 5, 0.69598183]])\n", "image_size = 32\n", "\n", - "ax2 = fig.add_subplot(143)\n", "\n", - "image_f, y_f = data.simulate_data_2d(\n", + "\n", + "ax3 = fig.add_subplot(143)\n", + "\n", + "image_p, y_p = data.simulate_data_2d(\n", " size_df,\n", " data.params,\n", - " inject_type=\"feature\",\n", - " sigma=inject_x_image[noise]\n", + " inject_type=\"predictive\",\n", + " sigma=noise_to_sigma[noise]\n", " )\n", - "ax2.imshow(image_f[0])\n", - "ax2.annotate('Pixel sum = ' + str(round(y_f[0], 2)),\n", + "ax3.imshow(image_p[0])\n", + "'''\n", + "ax3.annotate('Pixel sum = ' + str(round(y_p[0], 2)),\n", " xy=(0.02, 0.9),\n", " xycoords='axes fraction',\n", " color='white',\n", " size=10)\n", - "ax2.annotate(r'$\\sigma_x = $' + str(round(inject_x_image[noise], 2)) \n", - " + ', $\\sigma_y = $' + str(round(inject_x_image[noise]*32, 2)),\n", - " xy=(0.02, 0.8),\n", + "'''\n", + "ax3.annotate(r'$\\sigma_y = $' + str(noise_to_sigma[noise]),\n", + " xy=(0.02, 0.9),\n", " xycoords='axes fraction',\n", " color='white',\n", " size=10)\n", - "ax2.set_title('Feature injection', size=15)\n", + "ax3.set_title('Output injection', size=15)\n", "\n", - "ax3 = fig.add_subplot(144)\n", "\n", - "image_p, y_p = data.simulate_data_2d(\n", + "ax2 = fig.add_subplot(144)\n", + "\n", + "image_f, y_f = data.simulate_data_2d(\n", " size_df,\n", " data.params,\n", - " inject_type=\"predictive\",\n", - " sigma=noise_to_sigma[noise]\n", + " inject_type=\"feature\",\n", + " sigma=inject_x_image[noise]\n", " )\n", - "ax3.imshow(image_p[0])\n", - "ax3.annotate('Pixel sum = ' + str(round(y_p[0], 2)),\n", + "ax2.imshow(image_f[0])\n", + "'''\n", + "ax2.annotate('Pixel sum = ' + str(round(y_f[0], 2)),\n", " xy=(0.02, 0.9),\n", " xycoords='axes fraction',\n", " color='white',\n", " size=10)\n", - "ax3.annotate(r'$\\sigma_y = $' + str(round(noise_to_sigma[noise])),\n", - " xy=(0.02, 0.8),\n", + "'''\n", + "ax2.annotate(r'$\\sigma_x = $' + str(round(noise_to_sigma[noise]/32, 3)) \n", + " + ', $\\sigma_y = $' + str(noise_to_sigma[noise]),\n", + " xy=(0.02, 0.9),\n", " xycoords='axes fraction',\n", " color='white',\n", " size=10)\n", - "ax3.set_title('Predictive injection', size=15)\n", + "ax2.set_title('Input injection', size=15)\n", "\n", "\n", "\n", - "plt.tight_layout()\n", + "#plt.tight_layout()\n", "plt.savefig('../../../Desktop/design_'+str(noise)+'.png', dpi=1000)" ] }, diff --git a/notebooks/model_validation.ipynb b/notebooks/model_validation.ipynb index cbb214c..537d149 100644 --- a/notebooks/model_validation.ipynb +++ b/notebooks/model_validation.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 4, "id": "855fbca4-4074-456e-ad71-0397003136f3", "metadata": {}, "outputs": [], @@ -26,24 +26,24 @@ }, { "cell_type": "code", - "execution_count": 636, + "execution_count": 206, "id": "068c7d15-5fd7-4c18-a965-04d8e714fc88", "metadata": {}, "outputs": [], "source": [ "prescription = \"linear_homoskedastic\"\n", "dim = \"2D\"\n", - "inject_type = \"feature\"\n", - "noise = \"low\"\n", - "model = \"DER\"\n", + "inject_type = \"predictive\"\n", + "noise = \"high\"\n", + "model = \"DE\"\n", "m = 0\n", "epoch = 99\n", - "size_df = 10000" + "size_df = 5000" ] }, { "cell_type": "code", - "execution_count": 637, + "execution_count": 207, "id": "da0b9877-1960-4a50-bd13-6f902a2855ae", "metadata": {}, "outputs": [], @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 638, + "execution_count": 208, "id": "473d9c2d-985c-49a6-b197-0d656ac28dbc", "metadata": {}, "outputs": [], @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 639, + "execution_count": 209, "id": "85472085-1865-4d57-a8d0-442c8f069276", "metadata": {}, "outputs": [ @@ -71,8 +71,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "setting up DER\n", - "loaded this checkpoint ../DeepUQResources/checkpoints/DER_linear_homoskedastic_feature_2D_noise_low_loss_DER_COEFF_0.01_epoch_99_sizedf_10000.pt\n" + "setting up DE\n", + "loaded this checkpoint ../DeepUQResources/checkpoints/DE_linear_homoskedastic_predictive_2D_noise_high_beta_0.5_nmodel_0_epoch_99_sizedf_5000.pt\n" ] } ], @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 640, + "execution_count": 210, "id": "48de7f99-3137-46d7-a07b-e53e32a0d550", "metadata": {}, "outputs": [ @@ -135,14 +135,14 @@ " (1): ReLU()\n", " (2): Linear(in_features=64, out_features=64, bias=True)\n", " (3): ReLU()\n", - " (4): Linear(in_features=64, out_features=4, bias=True)\n", + " (4): Linear(in_features=64, out_features=2, bias=True)\n", " )\n", " )\n", - " (2): DERLayer()\n", + " (2): MuVarLayer()\n", ")" ] }, - "execution_count": 640, + "execution_count": 210, "metadata": {}, "output_type": "execute_result" } @@ -156,14 +156,12 @@ }, { "cell_type": "code", - "execution_count": 641, + "execution_count": 211, "id": "c81dc1ef-26ea-4226-b8c3-5466305f04a2", "metadata": {}, "outputs": [], "source": [ "data = DataPreparation()\n", - "sigma = DataPreparation.get_sigma(\n", - " noise, inject_type=inject_type, data_dimension=dim)\n", "if dim == \"0D\":\n", " data.sample_params_from_prior(size_df)\n", " if inject_type == \"feature\":\n", @@ -171,17 +169,19 @@ " data.params,\n", " noise,\n", " \"linear_homoskedastic\",\n", - " x=np.linspace(0, 10, 101),\n", + " x=np.linspace(0, 10, 100),\n", " inject_type=inject_type,\n", " seed=41,\n", " vary_sigma=True,\n", " )\n", " else:\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", " data.simulate_data(\n", " data.params,\n", " sigma,\n", " \"linear_homoskedastic\",\n", - " x=np.linspace(0, 10, 101),\n", + " x=np.linspace(0, 10, 100),\n", " inject_type=inject_type,\n", " seed=41,\n", " )\n", @@ -211,10 +211,12 @@ " plt.scatter(model_inputs[:,1], model_outputs)\n", " plt.show()\n", "elif dim == \"2D\":\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", " data.sample_params_from_prior(\n", " size_df,\n", " low=[0, 1, -1.5],\n", - " high=[0.5, 10, 1.5],\n", + " high=[0.01, 10, 1.5],\n", " n_params=3,\n", " seed=41)\n", " model_inputs, model_outputs = data.simulate_data_2d(\n", @@ -237,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 642, + "execution_count": 212, "id": "34386a14-bce3-4625-b21c-1b908386c007", "metadata": {}, "outputs": [], @@ -250,13 +252,13 @@ }, { "cell_type": "code", - "execution_count": 643, + "execution_count": 213, "id": "6efc6b2e-5d05-4300-9200-5830cbf931e5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -307,13 +309,13 @@ }, { "cell_type": "code", - "execution_count": 644, + "execution_count": 214, "id": "65862857-7dad-4aa1-9a6a-cc7e649cff3a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -328,7 +330,7 @@ " (y_pred[:, 0] - y_test), # / outputs_test,\n", " color='black',\n", " #color=color_list[i],\n", - " label=r\"$\\sigma_x = $\" + str(round(sigma,2)) + \", noise = \"+noise,\n", + " label=r\"noise = \"+noise,\n", " s=5,\n", " )\n", "plt.axhline(y=0, ls='--', color='grey')\n", @@ -349,13 +351,13 @@ }, { "cell_type": "code", - "execution_count": 645, + "execution_count": 215, "id": "30f75f7c-96ee-49cb-b575-0746bb4e2635", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -381,7 +383,7 @@ " (y_pred[:, 0]), # / outputs_test,\n", " color='black',\n", " #color=color_list[i],\n", - " label=r\"$\\sigma_x = $\" + str(round(sigma,2)) + \", noise = \"+noise,\n", + " label=r\"noise = \"+noise,\n", " s=5,\n", " )\n", "ax1 = fig.add_subplot(212)\n", @@ -390,7 +392,7 @@ " (y_pred[:, 0] - y_test), # / outputs_test,\n", " color='black',\n", " #color=color_list[i],\n", - " label=r\"$\\sigma_x = $\" + str(round(sigma,2)) + \", noise = \"+noise,\n", + " label=r\"noise = \"+noise,\n", " s=5,\n", " )\n", "ax1.axhline(y=0, ls='--', color='grey')\n", @@ -413,13 +415,13 @@ }, { "cell_type": "code", - "execution_count": 646, + "execution_count": 216, "id": "73840899-da9f-4105-8c43-df37da786ba4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -462,14 +464,14 @@ " range(epoch),\n", " train_mse_loss,\n", " color=color_list[0],\n", - " label=r\"Training MSE loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " label=r\"Training MSE loss\",\n", " #s=5,\n", " )\n", "ax0.plot(\n", " range(epoch),\n", " mse_loss,\n", " color=color_list[1],\n", - " label=r\"Validation MSE loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " label=r\"Validation MSE loss\",\n", " ls = '--'\n", " #s=5,\n", " )\n", @@ -478,14 +480,14 @@ " range(epoch),\n", " train_loss,\n", " color=color_list[2],\n", - " label=r\"Training NIG loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " label=r\"Training NIG loss\",\n", " #s=5,\n", " )\n", " ax1.plot(\n", " range(epoch),\n", " loss_value,\n", " color=color_list[3],\n", - " label=r\"Validation NIG loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " label=r\"Validation NIG loss\",\n", " ls = '--'\n", " #s=5,\n", " )\n", @@ -494,21 +496,21 @@ " range(epoch),\n", " train_loss,\n", " color=color_list[2],\n", - " label=r\"Training $\\beta$NLL loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " label=r\"Training $\\beta$NLL loss\",\n", " #s=5,\n", " )\n", " ax1.plot(\n", " range(epoch),\n", " loss_value,\n", " color=color_list[3],\n", - " label=r\"Validation $\\beta$NLL loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " label=r\"Validation $\\beta$NLL loss\",\n", " ls = '--'\n", " #s=5,\n", " )\n", "\n", "\n", "plt.ylabel('MSE loss') #/ true')\n", - "plt.ylabel('NIG loss')\n", + "plt.ylabel('Loss loss')\n", "plt.title(inject_type)\n", "ax0.legend() \n", "ax1.legend()\n", @@ -525,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 647, + "execution_count": 217, "id": "eb917bc4-fb06-4271-9c04-a644a2d15349", "metadata": {}, "outputs": [ @@ -533,10 +535,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Training loss final epoch: 1.219466339217292\n", - "Validation loss final epoch: 1.5516109466552734\n", - "Training MSE loss final epoch: 1.0290363321701685\n", - "Validation MSE loss final epoch: 2.1928610801696777\n" + "Training loss final epoch: -0.19358334441979727\n", + "Validation loss final epoch: -0.19354693591594696\n", + "Training MSE loss final epoch: 0.014575969220863448\n", + "Validation MSE loss final epoch: 0.014534138143062592\n" ] } ], diff --git a/notebooks/sigma_in_sigma_out.ipynb b/notebooks/sigma_in_sigma_out.ipynb index f9bf07d..597e800 100644 --- a/notebooks/sigma_in_sigma_out.ipynb +++ b/notebooks/sigma_in_sigma_out.ipynb @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "id": "5bc6ec82-0392-4b8a-88c3-99baee52ccdc", "metadata": {}, "outputs": [ @@ -57,7 +57,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/5m/wnsjjcln435g2yq5mmxf45k00000gz/T/ipykernel_68963/1370525152.py:62: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + "/var/folders/5m/wnsjjcln435g2yq5mmxf45k00000gz/T/ipykernel_93064/3127109696.py:64: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", " df[key] = torch.tensor(value)\n" ] }, @@ -83,12 +83,26 @@ "linear_homoskedastic simulation data generated, with noise injected type: feature.\n", "YES WERE VARYING SIGMA\n", "linear_homoskedastic simulation data generated, with noise injected type: feature.\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_predictive_2D_noise_medium_beta_0.5_nmodel_0_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_predictive_2D_noise_medium_beta_0.5_nmodel_1_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_predictive_2D_noise_medium_beta_0.5_nmodel_2_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_predictive_2D_noise_medium_beta_0.5_nmodel_3_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_predictive_2D_noise_medium_beta_0.5_nmodel_4_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_predictive_2D_noise_high_beta_0.5_nmodel_3_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_predictive_2D_noise_high_beta_0.5_nmodel_4_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_feature_2D_noise_low_beta_0.5_nmodel_0_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_feature_2D_noise_low_beta_0.5_nmodel_1_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_feature_2D_noise_low_beta_0.5_nmodel_2_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_feature_2D_noise_low_beta_0.5_nmodel_3_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_feature_2D_noise_low_beta_0.5_nmodel_4_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_feature_2D_noise_medium_beta_0.5_nmodel_3_epoch_99_sizedf_10000.pt\n", + "cannot find this model ../DeepUQResources/checkpoints/DE_linear_homoskedastic_feature_2D_noise_medium_beta_0.5_nmodel_4_epoch_99_sizedf_10000.pt\n", "made the plot\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -105,7 +119,8 @@ "noise_list = [\"low\", \"medium\", \"high\"]\n", "# these are the three colors for the three noise levels\n", "color_list = [\"#DFA316\", \"#339989\", \"#292F36\"]\n", - "size_df = 1000\n", + "size_df_linear = 1000\n", + "size_df_image = 10000\n", "epoch = 99\n", "ensemble = True\n", "n_models = 5\n", @@ -113,7 +128,7 @@ "axes = axes.flatten()\n", "index = 0\n", "\n", - "sigma_y_lookup = {'low': 1, 'medium': 5, 'high':10}\n", + "sigma_y_lookup = {'low': 0.01, 'medium': 0.05, 'high': 0.10}\n", "\n", "# Iterate over the combinations of the two lists\n", "for j, dim in enumerate(data_dim_list):\n", @@ -125,13 +140,12 @@ " ax.set_title(f'{inject_type} - {dim} - {model}')\n", " index += 1\n", " for n, noise in enumerate(noise_list):\n", - " sigma = DataPreparation.get_sigma(\n", - " noise, inject_type=inject_type, data_dimension=dim)\n", + " \n", " # make the test set\n", " data = DataPreparation()\n", " \n", " if dim == \"0D\":\n", - " data.sample_params_from_prior(size_df)\n", + " data.sample_params_from_prior(size_df_linear)\n", " if inject_type == \"feature\":\n", " data.simulate_data(\n", " data.params,\n", @@ -142,6 +156,8 @@ " vary_sigma=True,\n", " )\n", " else:\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", " data.simulate_data(\n", " data.params,\n", " sigma,\n", @@ -171,14 +187,16 @@ " model_inputs = inputs\n", " model_outputs = ys_array\n", " elif dim == \"2D\":\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", " data.sample_params_from_prior(\n", - " size_df,\n", + " size_df_image,\n", " low=[0, 1, -1.5],\n", " high=[0.5, 10, 1.5],\n", " n_params=3,\n", " seed=41)\n", " model_inputs, model_outputs = data.simulate_data_2d(\n", - " size_df,\n", + " size_df_image,\n", " data.params,\n", " image_size=32,\n", " inject_type=inject_type,\n", @@ -198,7 +216,10 @@ " + f\"{model}_{prescription}_{inject_type}_{dim}\"\n", " + f\"_noise_{noise}_loss_{loss}_COEFF_{COEFF}_epoch_{epoch}\"\n", " )\n", - " file_name += f\"_sizedf_{size_df}\"\n", + " if dim == \"0D\":\n", + " file_name += f\"_sizedf_{size_df_linear}\"\n", + " elif dim == \"2D\":\n", + " file_name += f\"_sizedf_{size_df_image}\"\n", " file_name += \".pt\"\n", " try:\n", " chk = torch.load(file_name, map_location=DEVICE)\n", @@ -257,7 +278,10 @@ " f\"{model}_{prescription}_{inject_type}_{dim}\"\n", " f\"_noise_{noise}_beta_{BETA}_nmodel_{m}_epoch_{epoch}\"\n", " )\n", - " file_name += f\"_sizedf_{size_df}\"\n", + " if dim == \"0D\":\n", + " file_name += f\"_sizedf_{size_df_linear}\"\n", + " elif dim == \"2D\":\n", + " file_name += f\"_sizedf_{size_df_image}\"\n", " file_name += \".pt\"\n", " try:\n", " chk = torch.load(file_name, map_location=DEVICE)\n", @@ -324,19 +348,19 @@ " s=50,\n", " marker=\"^\"\n", " )\n", - " ax.plot([0,10], [0,10], color='grey', ls='--')\n", + " ax.plot([0,0.1], [0,0.1], color='grey', ls='--')\n", " \n", " \n", " \n", " ax.legend()\n", - " ax.set_xlim([0,15])\n", - " ax.set_ylim([0,15])\n", + " ax.set_xlim([0,0.15])\n", + " ax.set_ylim([0,0.15])\n", "plt.tight_layout()\n", "#plt.show()\n", "if ensemble:\n", - " plt.savefig(f'../../../Desktop/sigma_in_sigma_out_ensemble_{n_models}_{size_df}.png', dpi=1000)\n", + " plt.savefig(f'../../../Desktop/sigma_in_sigma_out_ensemble_{n_models}.png', dpi=1000)\n", "else:\n", - " plt.savefig(f'../../../Desktop/sigma_in_sigma_out_{size_df}.png', dpi=1000)\n", + " plt.savefig(f'../../../Desktop/sigma_in_sigma_out.png', dpi=1000)\n", "print('made the plot')" ] }, diff --git a/src/data/data.py b/src/data/data.py index 6b02466..9cbf33e 100644 --- a/src/data/data.py +++ b/src/data/data.py @@ -199,7 +199,6 @@ def simulate_data( if vary_sigma: print("YES WERE VARYING SIGMA") new_sig = self.get_sigma_m(sigma, m) - print('new sig', new_sig) ε = rs.normal( loc=0, scale=new_sig, size=(len(x), thetas.shape[0]) ) diff --git a/src/scripts/DeepEnsemble.py b/src/scripts/DeepEnsemble.py index 875bc09..a3f0365 100644 --- a/src/scripts/DeepEnsemble.py +++ b/src/scripts/DeepEnsemble.py @@ -328,17 +328,13 @@ def beta_type(value): prescription = config.get_item("data", "data_prescription", "DE") injection = config.get_item("data", "data_injection", "DE") dim = config.get_item("data", "data_dimension", "DE") - sigma = DataPreparation.get_sigma( - noise, inject_type=injection, data_dimension=dim - ) - print(f"inject type is {injection}, dim is {dim}, sigma is {sigma}") if config.get_item("data", "generatedata", "DE", raise_exception=False): # generate the df print("generating the data") data = DataPreparation() if dim == "0D": data.sample_params_from_prior(size_df) - print("injecting this noise", noise, sigma) + print("injecting this noise", noise) if injection == "feature": vary_sigma = True print('are we varying sigma', vary_sigma) @@ -351,6 +347,10 @@ def beta_type(value): vary_sigma=vary_sigma ) elif injection == "predictive": + sigma = DataPreparation.get_sigma( + noise, inject_type=injection, data_dimension=dim + ) + print(f"inject type is {injection}, dim is {dim}, sigma is {sigma}") data.simulate_data( data.params, sigma, @@ -371,6 +371,10 @@ def beta_type(value): df[key] = torch.tensor(value) elif dim == "2D": print("2D data") + sigma = DataPreparation.get_sigma( + noise, inject_type=injection, data_dimension=dim + ) + print(f"inject type is {injection}, dim is {dim}, sigma is {sigma}") data.sample_params_from_prior( size_df, low=[0, 1, -1.5],