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"cells": [
{
"cell_type": "markdown",
"id": "a308d1b2-aff8-4e75-a95b-4654ba544c5e",
"metadata": {},
"source": [
"This notebook shows how to train a number of SMSNets for denoising. The method in here are described in our \n",
"\"Behind the Noise\" paper. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4df6d833-3589-4f1d-8da9-e52c609eca9b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import numpy as np\n",
"import torch\n",
"from torch import nn\n",
"import matplotlib.pyplot as plt\n",
"import einops\n",
"import networkx as nx\n",
"\n",
"import torch\n",
"from torch.utils.data import TensorDataset, DataLoader\n",
"\n",
"from dlsia.core.networks import smsnet, construct_sms_ensemble, baggins, cerberus\n",
"from dlsia.core.train_scripts import train_regression\n",
"from dlsia.core.helpers import get_device, count_parameters\n",
"\n",
"import os"
]
},
{
"cell_type": "markdown",
"id": "254a375b-55ac-4854-917e-16c6c9896d6d",
"metadata": {},
"source": [
"Preload data provided in this repo"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8306d515-088e-4d01-82d3-5afbee26c18b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"case = \"MEDIUM\"\n",
"data_files = np.load(\"%s.npz\"%case, allow_pickle=True)\n",
"data_count = slice(0,-1,64)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d4d08102-abb8-4f17-a0ab-f528a65e4070",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cuda:0\n"
]
}
],
"source": [
"device = \"cuda:0\"\n",
"print(device)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2754c4d1-0c54-49cb-a5a2-60cd3e134a51",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(8, 64, 64)\n"
]
}
],
"source": [
"gt_train = data_files[\"gt_train\"][data_count]\n",
"obs_train = data_files[\"obs_train\"][data_count]\n",
"gt_test = data_files[\"gt_test\"]\n",
"obs_test = data_files[\"obs_test\"]\n",
"gt_cal = data_files[\"gt_cal\"]\n",
"obs_cal = data_files[\"obs_cal\"]\n",
"gt_val = data_files[\"gt_val\"]\n",
"obs_val = data_files[\"obs_val\"]\n",
"\n",
"print(gt_train.shape)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3e543d93-4b1d-4109-824c-9ba87c405943",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"batch_size = 4\n",
"\n",
"train_loader_m = DataLoader(TensorDataset( torch.Tensor(obs_train).unsqueeze(1), \n",
" torch.Tensor(gt_train).unsqueeze(1) ),\n",
" shuffle=True, batch_size=batch_size )\n",
" \n",
"test_loader_m = DataLoader(TensorDataset( torch.Tensor(obs_test).unsqueeze(1), \n",
" torch.Tensor(gt_test).unsqueeze(1) ),\n",
" shuffle=False, batch_size=batch_size )\n",
" \n",
"val_loader_m = DataLoader(TensorDataset( torch.Tensor(obs_val).unsqueeze(1), \n",
" torch.Tensor(gt_val).unsqueeze(1) ),\n",
" shuffle=False, batch_size=batch_size )"
]
},
{
"cell_type": "markdown",
"id": "270e61c5-62b6-41df-b7bc-48462325963d",
"metadata": {},
"source": [
"Explore some settings for network architectures you want to explore"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "72d8e15b-0952-4161-8149-2e4788cef7f4",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"depths = [10,11,12]\n",
"alphas = [0, 0.5]\n",
"gammas = [0, 0.25]\n",
"n_networks = 3"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e3ca22e8-a28e-42de-8bc5-97d868615247",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def analyze_graph(G):\n",
" \"\"\"Get basic graph statistics\"\"\"\n",
" \n",
" source = 0\n",
" sink = max(G.nodes)\n",
" in_degrees = [G.in_degree(n) for n in G.nodes() if n != source]\n",
" out_degrees = [G.out_degree(n) for n in G.nodes() if n != sink]\n",
"\n",
" # Degree statistics\n",
" in_degree_min = min(in_degrees)\n",
" in_degree_max = max(in_degrees)\n",
" in_degree_mean = np.mean(in_degrees)\n",
" in_degree_median = np.median(in_degrees)\n",
"\n",
" out_degree_min = min(out_degrees)\n",
" out_degree_max = max(out_degrees)\n",
" out_degree_mean = np.mean(out_degrees)\n",
" out_degree_median = np.median(out_degrees)\n",
"\n",
" average_degree = np.mean([d for n, d in G.degree()])\n",
" \n",
" # Print the statistics\n",
" longest_path_length = len(nx.dag_longest_path(G))\n",
" result = {\n",
" \"in-degrees-min\":in_degree_min,\n",
" \"in-degrees-max\":in_degree_max,\n",
" \"in-degrees-median\":in_degree_median,\n",
" \"in-degrees-mean\":in_degree_mean,\n",
" \"out-degrees-min\":out_degree_min,\n",
" \"out-degrees-max\":out_degree_max,\n",
" \"out-degrees-median\":out_degree_median,\n",
" \"out-degrees-mean\":out_degree_mean,\n",
" \"average-degree\": average_degree,\n",
" \"longest-path\":longest_path_length\n",
" }\n",
" \n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e9e5f190-5221-4fe5-9222-9d839e0b86e5",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10 0 0\n",
"Epoch 10 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 3.8132e-02 | Validation Loss: 4.6633e-02\n",
"Training CC: 0.9374 Validation CC : 0.9418 \n",
"Epoch 20 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 5.6563e-02 | Validation Loss: 3.8211e-02\n",
"Training CC: 0.9646 Validation CC : 0.9677 \n",
"Epoch 30 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 4.7051e-02 | Validation Loss: 3.5794e-02\n",
"Training CC: 0.9754 Validation CC : 0.9736 \n",
"Epoch 40 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 1.8310e-02 | Validation Loss: 2.3984e-02\n",
"Training CC: 0.9775 Validation CC : 0.9732 \n",
"Epoch 50 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 1.5988e-02 | Validation Loss: 2.8373e-02\n",
"Training CC: 0.9782 Validation CC : 0.9745 \n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 10 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 2.9209e-02 | Validation Loss: 3.9032e-02\n",
"Training CC: 0.9678 Validation CC : 0.9662 \n",
"Epoch 20 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 2.5354e-02 | Validation Loss: 2.9947e-02\n",
"Training CC: 0.9683 Validation CC : 0.9658 \n",
"Epoch 30 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 4.5559e-02 | Validation Loss: 3.2696e-02\n",
"Training CC: 0.9765 Validation CC : 0.9741 \n",
"Epoch 40 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 3.2850e-02 | Validation Loss: 2.6943e-02\n",
"Training CC: 0.9770 Validation CC : 0.9737 \n",
"Epoch 50 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 2.7213e-02 | Validation Loss: 1.7936e-02\n",
"Training CC: 0.9801 Validation CC : 0.9768 \n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 10 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 3.6009e-02 | Validation Loss: 5.8306e-02\n",
"Training CC: 0.9469 Validation CC : 0.9426 \n",
"Epoch 20 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 5.3782e-02 | Validation Loss: 3.4688e-02\n",
"Training CC: 0.9703 Validation CC : 0.9698 \n",
"Epoch 30 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 2.9572e-02 | Validation Loss: 4.2437e-02\n",
"Training CC: 0.9792 Validation CC : 0.9741 \n",
"Epoch 40 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 2.9646e-02 | Validation Loss: 3.0123e-02\n",
"Training CC: 0.9789 Validation CC : 0.9750 \n",
"Epoch 50 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 2.5845e-02 | Validation Loss: 2.7345e-02\n",
"Training CC: 0.9814 Validation CC : 0.9779 \n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"10 0 0.25\n",
"Epoch 10 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 5.1090e-02 | Validation Loss: 4.2681e-02\n",
"Training CC: 0.9612 Validation CC : 0.9601 \n",
"Epoch 20 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 3.6848e-02 | Validation Loss: 3.4827e-02\n",
"Training CC: 0.9754 Validation CC : 0.9731 \n",
"Epoch 30 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 3.4979e-02 | Validation Loss: 2.8676e-02\n",
"Training CC: 0.9769 Validation CC : 0.9743 \n",
"Epoch 40 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 1.9950e-02 | Validation Loss: 2.8573e-02\n",
"Training CC: 0.9773 Validation CC : 0.9737 \n",
"Epoch 50 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 1.3075e-02 | Validation Loss: 2.9509e-02\n",
"Training CC: 0.9799 Validation CC : 0.9752 \n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 10 of 51 | Learning rate 1.000e-02\n",
"Training Loss: 5.6421e-02 | Validation Loss: 4.9882e-02\n",
"Training CC: 0.9429 Validation CC : 0.9450 \n"
]
}
],
"source": [
"summaries = []\n",
"results_path = \"save_my_data_here/\"\n",
"for depth in depths:\n",
" for alpha in alphas:\n",
" for gamma in gammas:\n",
" print(depth, alpha, gamma)\n",
" nets = construct_sms_ensemble.construct_2dsms_ensembler(n_networks=n_networks, \n",
" layers=depth,\n",
" alpha=alpha,\n",
" gamma=gamma,\n",
" hidden_channels=[5],\n",
" dilation_choices=[1,2,3],\n",
" in_channels=1, \n",
" out_channels=min(depth,8), \n",
" network_type=\"Regression\"\n",
" )\n",
"\n",
" twnets = []\n",
" for ii in range(n_networks):\n",
" \n",
" \n",
" done = False\n",
" if os.path.isfile(results_path+\"network_%s_%s_%s_%s.pt\"%(depth,alpha,gamma,ii)):\n",
" done = True\n",
" if not done:\n",
" tw = cerberus.Cerberus(in_channels=1, \n",
" out_channels=1, \n",
" base_network=nets[ii],\n",
" projection_layers=[8,8], \n",
" clip_high=torch.Tensor([100.0]),\n",
" clip_low=torch.Tensor([-100.0]),\n",
" final_action=None\n",
" )\n",
" params_tw = count_parameters(tw)\n",
" params_sms = count_parameters(nets[ii])\n",
" results = analyze_graph(nets[ii].network_graph)\n",
" #print(results, params_sms, params_tw)\n",
" results[\"depth\"] = depth\n",
" results[\"alpha\"] = alpha\n",
" results[\"gamma\"] = gamma\n",
" results[\"params-sms\"] = params_sms\n",
" results[\"params-tw\"] = params_tw\n",
"\n",
"\n",
" criterion = cerberus.RandomizedPinballLoss(quantiles=[0.05,0.50,0.95])\n",
" optimizer = torch.optim.Adam(tw.parameters(), lr=0.01)\n",
" net_mean, results_mean = train_regression(net=tw.to(device),\n",
" criterion=criterion, \n",
" optimizer=optimizer,\n",
" device=device,\n",
" trainloader=train_loader_m, \n",
" validationloader=test_loader_m,\n",
" NUM_EPOCHS=51,\n",
" show=10)\n",
" results[\"training_profile\"]=results_mean\n",
" summaries.append(results)\n",
" #torch.save(results, results_path+\"results_%s_%s_%s_%s.pt\"%(depth,alpha,gamma,ii))\n",
" #tw.save_network_parameters(results_path+\"network_%s_%s_%s_%s.pt\"%(depth,alpha,gamma,ii))\n",
" epochs_range = np.arange(0,51,1)\n",
" plt.plot(epochs_range, results_mean['Training loss'])\n",
" plt.plot(epochs_range, results_mean['Validation loss'])\n",
" plt.yscale('log')\n",
" plt.legend([\"Training\",\"Testing\"])\n",
" plt.show()\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5a1f3108-8bfe-4909-bf49-11d4f70096fe",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "29197080-aa1d-4a2d-b60b-b58d8e9692a3",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "dlsia-25",
"language": "python",
"name": "dlsia-25"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.22"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|