From 1e645fca5ed8e993ccb07d31b6cf49d756e0e4e0 Mon Sep 17 00:00:00 2001 From: Christian Chapman-Bird Date: Mon, 27 Sep 2021 13:39:11 +0100 Subject: [PATCH] testing script for real data using package validate functions --- EMRI_DET/nn/model_train_test.py | 1 + emri_data/scripts/model_test.py | 32 ++++++++ .../2d_function/models/siren_model/losses.png | Bin 22882 -> 29788 bytes .../2d_function/models/siren_model/model.pth | Bin 19735 -> 36815 bytes .../notebooks/spline_example.ipynb | 69 ++++++++++++++---- 5 files changed, 89 insertions(+), 13 deletions(-) create mode 100644 emri_data/scripts/model_test.py diff --git a/EMRI_DET/nn/model_train_test.py b/EMRI_DET/nn/model_train_test.py index a7b3921..75bc715 100644 --- a/EMRI_DET/nn/model_train_test.py +++ b/EMRI_DET/nn/model_train_test.py @@ -5,6 +5,7 @@ from EMRI_DET.utilities import norm, norm_inputs, unnorm_inputs, unnorm, get_scr from sys import stdout from pathlib import Path + def model_train_test(data, model, device, n_epochs, n_batches, loss_function, learning_rate, verbose=False, return_losses=False): xtrain, ytrain, xtest, ytest = data model.to(device) diff --git a/emri_data/scripts/model_test.py b/emri_data/scripts/model_test.py new file mode 100644 index 0000000..1a0c48e --- /dev/null +++ b/emri_data/scripts/model_test.py @@ -0,0 +1,32 @@ +import torch +import numpy as np +import matplotlib.pyplot as plt +import time +from EMRI_DET.utilities import norm, norm_inputs, unnorm +from EMRI_DET.validate import run_on_dataset, compute_rmse, grid_heatmap_corner +from EMRI_DET.nn.model_creation import load_mlp +import pandas as pd + +device = 'cuda:0' +model_name = 'silu_1' +mlp = load_mlp(model_name, get_state_dict=True).to(device) +mlp.eval() + +df = pd.read_csv('../schwarz_data/grid_dataframe.csv') +x_inds = [0, 1, 2, 3, 4, 5, 6, 7, 8] # [0,1,2,4,5,6,7,8,9] +y_inds = [9] + +xdata = df.iloc[:,x_inds].to_numpy() +ydata = np.log(df.iloc[:,y_inds].to_numpy()) + +xmeanstd = np.load(f'../models/{model_name}/xdata_mean_std.npy') +ymeanstd = np.load(f'../models/{model_name}/ydata_mean_std.npy') + +net_out = run_on_dataset(mlp,[xdata, ydata],device=device,y_transform_fn=np.exp) + +rmse = compute_rmse([np.exp(ydata),np.exp(net_out)]) +print('RMSE: ', rmse) + +big_df = df.assign(pred=net_out) + +grid_heatmap_corner(big_df,'SNR','pred') diff --git a/mock_data/2d_function/models/siren_model/losses.png b/mock_data/2d_function/models/siren_model/losses.png index 19b2ee80f07f07e55d240a94bb829bf59139dcd9..887273e8b6e3a890d4010e1e0775e14fc22f2982 100644 GIT binary patch literal 29788 zcmb@tWl$Yaw=KGHcXxLuxNEQw+->6$+}+&+1W0fT1a}DTgg~(15Zv8eZtw5hbL!q# z^{U>F_k#jgCFm}z z>#pHs#@*f7O^AcT;eWos?&NCC zF_tSc0W5;#EU)JV0-@kQexN|#vI#*Tw-E&yNlowUlN>K^T&=s|?so>$!U~9;Nbt$T zz8taY1Bul5nyfW&H?p#_v0zD)nUJXKs7C`na`WOO8|&Wx&ecXz|5 zW8=r;_M`OeS)F-%8&twO<6jpS{Z0k%R@?}s5TPQZ3RD?Q;YsYF7;%v!q%IK3dmw*c zr>nxf2d<>mhBI>lpBIGFX@;l)SLj#^kmLVz50VxbatD%98FY~*=i@DpsPjgV7|8m 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"Epoch: 5013 | Train loss: 5.343e-04 | Test loss: 1.352e-03 " + "Epoch: 9999 | Train loss: 2.229e-05 | Test loss: 1.152e-02 \n", + "Training complete - saving.\n" ] } ], @@ -105,7 +106,8 @@ " def forward(self, pred, actual):\n", " return torch.sqrt(self.mse(torch.log(pred + 1), torch.log(actual + 1)))\n", "\n", - "loss_function = nn.MSELoss()#RMSLELoss()\n", + "loss_function = nn.MSELoss()\n", + "#loss_function = RMSLELoss()\n", "\n", "LR = 1e-3\n", "\n", @@ -116,7 +118,7 @@ "# loss_function=loss_function, learning_rate=LR, verbose=True, return_losses=True)\n", "\n", "\n", - "model = SirenNet(2,64,1,2,w0_initial=1,w0=1)\n", + "model = SirenNet(2,64,1,3,w0_initial=1,w0=30)\n", "model.name='siren_model'\n", "model, train_loss, test_loss = model_train_test([points,values,xgrid,ygrid], model, device, n_epochs = int(1e4), n_batches = 1,\n", " loss_function=loss_function, learning_rate=LR, verbose=True, return_losses=True)" @@ -124,10 +126,21 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "7cc74d94", + "execution_count": 71, + "id": "aeb894f9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(15,6))\n", "ax.semilogy(np.array(train_loss), label='Train')\n", @@ -140,10 +153,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "id": "b7bea305", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "with torch.no_grad():\n", " outs = run_on_dataset(model, [xgrid, ygrid], device=device)[0]\n", @@ -162,10 +186,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "id": "0f3279d9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "nn_err = outs-ygrid.reshape(500,500)\n", "cubic_err = grid_z2 - ygrid.reshape(500,500)\n", @@ -184,10 +219,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 74, "id": "d4776dbc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0010527648957450568 0.003479354949493643\n" + ] + } + ], "source": [ "nn_rmse = np.sqrt(np.mean((outs.flatten() - ygrid)**2))\n", "spl_rmse = np.sqrt(np.nanmean((grid_z2.flatten() - ygrid)**2))\n", -- GitLab