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Created August 7, 2018 15:06
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Dev Nag's GAN tutorial
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Experimenting with https://medium.com/@devnag/generative-adversarial-networks-gans-in-50-lines-of-code-pytorch-e81b79659e3f"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torch.optim as optim\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"from IPython.display import clear_output\n",
"# sns.set()\n",
"sns.set(rc={'figure.figsize':(11.7,8.27)})"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [],
"source": [
"# Data params\n",
"data_mean = 4\n",
"data_stddev = 1.25\n",
"\n",
"# Model params\n",
"g_input_size = 1 # Random noise dimension coming into generator, per output vector\n",
"g_hidden_size = 50 # Generator complexity\n",
"g_output_size = 1 # size of generated output vector\n",
"d_input_size = 100 # Minibatch size - cardinality of distributions\n",
"d_hidden_size = 50 # Discriminator complexity\n",
"d_output_size = 1 # Single dimension for 'real' vs. 'fake'\n",
"minibatch_size = d_input_size\n",
"\n",
"d_learning_rate = 1e-4 # 2e-4\n",
"g_learning_rate = 1e-4\n",
"optim_betas = (0.9, 0.999)\n",
"num_epochs = 30000\n",
"print_interval = 200\n",
"d_steps = 1 # 'k' steps in the original GAN paper. Can put the discriminator on higher training freq than generator\n",
"g_steps = 1"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using data [Raw data]\n"
]
}
],
"source": [
"# ### Uncomment only one of these\n",
"(name, preprocess, d_input_func) = (\"Raw data\", lambda data: data, lambda x: x)\n",
"#(name, preprocess, d_input_func) = (\"Data and variances\", lambda data: decorate_with_diffs(data, 2.0), lambda x: x * 2)\n",
"\n",
"print(\"Using data [%s]\" % (name))"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [],
"source": [
"def get_distribution_sampler(mu, sigma):\n",
" return lambda n: torch.Tensor(np.random.normal(mu, sigma, (1,n)))"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [],
"source": [
"def get_generator_input_sampler():\n",
" return lambda m, n: torch.rand(m,n)"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [],
"source": [
"class Generator(nn.Module):\n",
" def __init__(self, input_size, hidden_size, output_size):\n",
" super(Generator, self).__init__()\n",
" self.map1 = nn.Linear(input_size, hidden_size)\n",
" self.map2 = nn.Linear(hidden_size, hidden_size)\n",
" self.map3 = nn.Linear(hidden_size, output_size)\n",
" \n",
" def forward(self, x):\n",
" x = F.elu(self.map1(x))\n",
" x = F.sigmoid(self.map2(x))\n",
" return self.map3(x)\n",
" \n",
"G = Generator(input_size=g_input_size,\n",
" hidden_size=g_hidden_size,\n",
" output_size=g_output_size)"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [],
"source": [
"class Discriminator(nn.Module):\n",
" def __init__(self, input_size, hidden_size, output_size):\n",
" super(Discriminator, self).__init__()\n",
" self.map1 = nn.Linear(input_size, hidden_size)\n",
" self.map2 = nn.Linear(hidden_size, hidden_size)\n",
" self.map3 = nn.Linear(hidden_size, output_size)\n",
" \n",
" def forward(self, x):\n",
" x = F.elu(self.map1(x))\n",
" x = F.elu(self.map2(x))\n",
" return F.sigmoid(self.map3(x))\n",
" \n",
"D = Discriminator(input_size= d_input_func(d_input_size),\n",
" hidden_size= d_hidden_size,\n",
" output_size= d_output_size)"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [],
"source": [
"def extract(v):\n",
" return v.data.storage().tolist()\n",
"\n",
"def stats(d):\n",
" return [np.mean(d), np.std(d)]\n",
"\n",
"def decorate_with_diffs(data, exponent):\n",
" mean = torch.mean(data.data, 1, keepdim=True)\n",
" mean_broadcast = torch.mul(torch.ones(data.size()), mean.tolist()[0][0])\n",
" diffs = torch.pow(data - mean_broadcast, exponent)\n",
" return torch.cat([data, diffs], 1)"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [],
"source": [
"d_sampler = get_distribution_sampler(data_mean, data_stddev)\n",
"gi_sampler = get_generator_input_sampler()\n",
"\n",
"criterion = nn.BCELoss() # Binary cross entropy: http://pytorch.org/docs/nn.html#bceloss\n",
"\n",
"d_optimizer = optim.Adam(D.parameters(), lr=d_learning_rate, betas=optim_betas)\n",
"g_optimizer = optim.Adam(G.parameters(), lr=g_learning_rate, betas=optim_betas)"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"epoch 29800/30000\n"
]
}
],
"source": [
"observations = []\n",
"\n",
"for epoch in range(num_epochs):\n",
" for d_index in range(d_steps):\n",
" # 1. Train D on real+fake\n",
" D.zero_grad()\n",
" \n",
" # 1A: Train D on real\n",
" d_real_data = d_sampler(d_input_size)\n",
" d_real_decision = D(preprocess(d_real_data))\n",
" d_real_error = criterion(d_real_decision, torch.ones(1))\n",
" d_real_error.backward()\n",
" \n",
" # 1B: Train D on fake\n",
" d_gen_input = gi_sampler(minibatch_size, g_input_size)\n",
" d_fake_data = G(d_gen_input).detach() # detach to avoid training G on these labels\n",
" d_fake_decision = D(preprocess(d_fake_data.t()))\n",
" d_fake_error = criterion(d_fake_decision, torch.zeros(1))\n",
" d_fake_error.backward()\n",
" d_optimizer.step() # Only optimizes D's parameters; changes based on stored gradients from backward()\n",
" \n",
" for g_index in range(g_steps):\n",
" # 2. Train G on D's response (but DO NOT train D on these labels)\n",
" G.zero_grad()\n",
" \n",
" gen_input = gi_sampler(minibatch_size, g_input_size)\n",
" g_fake_data = G(gen_input)\n",
" dg_fake_decision = D(preprocess(g_fake_data.t()))\n",
" g_error = criterion(dg_fake_decision, torch.ones(1)) # we want to fool, so pretend it's all genuine\n",
" \n",
" g_error.backward()\n",
" g_optimizer.step() # Only optimizes G's parameters\n",
" \n",
" if epoch % print_interval == 0:\n",
" clear_output(wait=True)\n",
" print(\"epoch %d/%d\" % (epoch, num_epochs))\n",
" observations.append((epoch,\n",
" extract(d_real_error)[0],\n",
" extract(d_fake_error)[0],\n",
" extract(g_error)[0],\n",
" stats(extract(d_real_data))[0],\n",
" stats(extract(d_real_data))[1],\n",
" stats(extract(d_fake_data))[0],\n",
" stats(extract(d_fake_data))[1]))"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(observations, columns=['epoch',\n",
" 'real_error',\n",
" 'fake_error',\n",
" 'g_error',\n",
" 'real_mean',\n",
" 'real_std',\n",
" 'fake_mean',\n",
" 'fake_std'])"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1adfc550>"
]
},
"execution_count": 178,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"melted = df.melt('epoch', var_name='cols', value_name='vals')\n",
"sns.lineplot(x='epoch', y=\"vals\", hue='cols',data=melted)"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x105b72c18>"
]
},
"execution_count": 179,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 842.4x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fake_samples = []\n",
"real_samples = []\n",
"with torch.no_grad():\n",
" for i in range(100):\n",
" d_real_data = extract(d_sampler(d_input_size))\n",
" d_gen_input = gi_sampler(minibatch_size, g_input_size)\n",
" d_fake_data = extract(G(d_gen_input))\n",
" fake_samples = fake_samples + d_fake_data\n",
" real_samples = real_samples + d_real_data\n",
"sns.distplot(real_samples)\n",
"sns.distplot(fake_samples)"
]
},
{
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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