Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save jliitola/4c9905336fe8052df338f3a876b88a9c to your computer and use it in GitHub Desktop.
Save jliitola/4c9905336fe8052df338f3a876b88a9c to your computer and use it in GitHub Desktop.
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import torch\n",
"import torch.utils.data\n",
"import pyro\n",
"import pyro.distributions as dist\n",
"from torch.distributions import constraints\n",
"from pyro.infer import SVI, Trace_ELBO\n",
"from pyro.optim import Adam\n",
"from sklearn import preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def normalize_std_np(data):\n",
" scaler = preprocessing.StandardScaler()\n",
" scaler.fit(data)\n",
" return scaler.transform(data)\n",
"\n",
"def noise_gen(x_data, noise_scaler = 0.04):\n",
" noise = np.random.normal(-4, 4, len(x_data))\n",
" noise1 = noise * x_data * noise_scaler\n",
" noise2 = noise * ((-1*x_data+100) * noise_scaler)\n",
" noise = np.zeros(len(x_data))\n",
" for idx, val in enumerate(x_data):\n",
" if val < 50:\n",
" noise[idx]=noise1[idx]\n",
" else:\n",
" noise[idx]=noise2[idx]\n",
" return noise\n",
"\n",
"samples_per_period = 1000\n",
"num_periods = 20\n",
"a = np.linspace(0, 99, samples_per_period)\n",
"x_data = np.tile(a, num_periods)\n",
"y_data = x_data * -1 + 100\n",
"y_data += noise_gen(x_data)\n",
"\n",
"x_data = normalize_std_np(np.expand_dims(x_data, axis=1))\n",
"\n",
"x_data = torch.tensor(x_data).float()\n",
"y_data = torch.tensor(y_data).float()\n",
"y_data = y_data.unsqueeze(1)\n",
"\n",
"plt.figure(1, figsize=(20,8))\n",
"plt.plot(x_data.numpy()[-2000:], label=\"input feature\")\n",
"plt.plot(y_data.numpy()[-2000:], label=\"target\", alpha=0.5)\n",
"plt.legend(loc=1); plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"train_size = int(0.7 * len(x_data))\n",
"bs = 512\n",
"train_ds = torch.utils.data.TensorDataset(x_data[:train_size], y_data[:train_size])\n",
"train_dl = torch.utils.data.DataLoader(train_ds, batch_size=bs, shuffle=True)\n",
"test_ds = torch.utils.data.TensorDataset(x_data[train_size:], y_data[train_size:])\n",
"test_dl = torch.utils.data.DataLoader(test_ds, batch_size=bs, shuffle=False)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
"\n",
"class SimpleTabularModel(torch.nn.Module):\n",
" def __init__(self, nx, nh, ny):\n",
" super(SimpleTabularModel, self).__init__()\n",
" self.l1 = torch.nn.Linear(nx, nh[0])\n",
" self.l2 = torch.nn.Linear(nh[0], nh[1])\n",
" self.l3 = torch.nn.Linear(nh[1], ny)\n",
" self.relu = torch.nn.ReLU(inplace=True)\n",
" self.layers = torch.nn.Sequential(self.l1, self.relu, self.l2, self.relu, self.l3)\n",
" def forward(self, x):\n",
" yhat = self.layers(x)\n",
" return yhat\n",
" \n",
"nx = len(x_data[0]) # number of input features\n",
"nh = (20, 10) # size of hidden layers\n",
"ny = 1 # number of output features on last layer\n",
"N = len(train_dl.dataset) # number of training data samples\n",
"s_model = SimpleTabularModel(nx, nh, ny)\n",
"\n",
"def model(x_data, y_data):\n",
" # Create unit normal priors over the parameters\n",
" priors = {} \n",
" for name, par in s_model.named_parameters():\n",
" priors[name] = dist.Normal(x_data.new_zeros(*par.shape), 1. * x_data.new_ones(*par.shape)).to_event(par.dim())\n",
" lifted_module = pyro.random_module(\"s_model\", s_model, priors)\n",
" # sample a regressor\n",
" lifted_reg_model = lifted_module()\n",
" with pyro.plate(\"map\", bs, subsample=x_data):\n",
" # run the regressor forward conditioned on inputs\n",
" pred_mean = lifted_reg_model(x_data)\n",
" pyro.sample(\"obs\", dist.Normal(pred_mean, 1.).to_event(1), obs=y_data)\n",
"\n",
"def guide(x_data, y_data):\n",
" dists = {}\n",
" for name, par in s_model.named_parameters():\n",
" loc = pyro.param(name + '.loc', torch.randn(*par.shape, device=device))\n",
" scale = pyro.param(name + '.scale', 1. * torch.ones(*par.shape, device=device), constraint = constraints.positive)\n",
" dists[name] = dist.Normal(loc, scale).to_event(par.dim()) \n",
" # overloading the parameters in the module with random samples from the guide distributions\n",
" lifted_module = pyro.random_module(\"s_model\", s_model, dists)\n",
" # sample a regressor\n",
" return lifted_module()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[iteration 0000] loss: 1434.3125\n",
"[iteration 0025] loss: 35.4425\n",
"[iteration 0050] loss: 17.3880\n",
"[iteration 0075] loss: 15.0320\n",
"[iteration 0100] loss: 13.8792\n",
"[iteration 0125] loss: 14.0009\n",
"[iteration 0150] loss: 12.8640\n",
"[iteration 0175] loss: 12.8799\n",
"[iteration 0200] loss: 12.5960\n",
"[iteration 0225] loss: 12.4606\n",
"bs= 512 lr= 0.03 num_epochs= 250\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"s_model.train()\n",
"lr=0.03\n",
"optim = Adam({\"lr\": lr})\n",
"svi = SVI(model, guide, optim, loss=Trace_ELBO())\n",
"num_epochs = 250\n",
"\n",
"pyro.clear_param_store()\n",
"pyro.enable_validation(True)\n",
"train_loss = []\n",
"for j in range(num_epochs):\n",
" epoch_loss = 0.\n",
" for x, y in train_dl:\n",
" epoch_loss += svi.step(x, y)\n",
" epoch_loss /= len(train_dl.dataset)\n",
" train_loss.append(epoch_loss)\n",
" if j % (num_epochs//10) == 0:\n",
" print(\"[iteration %04d] loss: %.4f\" % (j, epoch_loss))\n",
" \n",
"plt.plot(train_loss); plt.yscale('log'); plt.grid()\n",
"print('bs=', bs, 'lr=', lr, 'num_epochs=', num_epochs)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"test_data_x = []\n",
"test_data_y = []\n",
"for x in test_dl:\n",
" test_data_x.append(x[0])\n",
" test_data_y.append(x[1])\n",
"\n",
"test_data_x = torch.cat(test_data_x)\n",
"test_data_y = torch.cat(test_data_y).detach().numpy()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"preds = []\n",
"for _ in range(100):\n",
" sampled_nn = guide(None, None)\n",
" pred_loc = sampled_nn(test_data_x)\n",
" preds.append(pred_loc.detach().numpy())"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def mean_std_interval(data):\n",
" m = np.mean(data, 0)\n",
" h = np.std(data, 0, ddof=1)\n",
" return m, m-h*10, m+h*10\n",
"\n",
"def plot_preds_prob(preds, targets, xrange=slice(0, None, None), figsize=(20, 10), show_samples=False,\n",
" labels=['prediction mean', 'target']):\n",
" plt.figure(1, figsize=figsize)\n",
" preds_np = np.stack(preds).squeeze()[:,xrange]\n",
" if show_samples:\n",
" for i in preds_np:\n",
" plt.plot(i, 'b-', alpha=0.1)\n",
" plt.plot(targets[xrange], 'g-', alpha=0.3, label=labels[1])\n",
" mean, lo, hi = mean_std_interval(preds_np)\n",
" plt.plot(mean, 'r-', label=labels[0])\n",
" plt.fill_between(np.linspace(0, len(lo)-1, len(lo)), lo.squeeze(), hi.squeeze(),\n",
" alpha=0.4, edgecolor='#1B2ACC', facecolor='#087FFF',\n",
" linewidth=1, linestyle='dashdot', antialiased=True)\n",
" plt.grid()\n",
" plt.legend(loc=1)\n",
" plt.show()\n",
"\n",
"plot_preds_prob(preds, test_data_y, show_samples=False)"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"std = np.std(np.stack(preds).squeeze(), 0, ddof=1)\n",
"plt.figure(1, figsize=(20, 10))\n",
"plt.plot(std)\n",
"plt.grid()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment