mlx-examples/gan/playground.ipynb
2024-07-30 13:21:38 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import Library"
]
},
{
"cell_type": "code",
"execution_count": 517,
"metadata": {},
"outputs": [],
"source": [
"import mnist"
]
},
{
"cell_type": "code",
"execution_count": 518,
"metadata": {},
"outputs": [],
"source": [
"import mlx.core as mx\n",
"import mlx.nn as nn\n",
"import mlx.optimizers as optim\n",
"\n",
"from tqdm import tqdm\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 519,
"metadata": {},
"outputs": [],
"source": [
"# mx.set_default_device(mx.gpu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GAN Architecture"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generator 👨🏻‍🎨"
]
},
{
"cell_type": "code",
"execution_count": 520,
"metadata": {},
"outputs": [],
"source": [
"def GenBlock(in_dim:int,out_dim:int):\n",
" \n",
" return nn.Sequential(\n",
" nn.Linear(in_dim,out_dim),\n",
" nn.BatchNorm(out_dim, 0.8),\n",
" nn.LeakyReLU(0.2)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 521,
"metadata": {},
"outputs": [],
"source": [
"class Generator(nn.Module):\n",
"\n",
" def __init__(self, z_dim:int = 10, im_dim:int = 784, hidden_dim: int = 64):\n",
" super(Generator, self).__init__()\n",
"\n",
" self.gen = nn.Sequential(\n",
" GenBlock(z_dim, hidden_dim),\n",
" GenBlock(hidden_dim, hidden_dim * 2),\n",
" GenBlock(hidden_dim * 2, hidden_dim * 4),\n",
"\n",
" nn.Linear(hidden_dim * 4,im_dim),\n",
" )\n",
" \n",
" def __call__(self, noise):\n",
" x = self.gen(noise)\n",
" return mx.tanh(x)"
]
},
{
"cell_type": "code",
"execution_count": 522,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Generator(\n",
" (gen): Sequential(\n",
" (layers.0): Sequential(\n",
" (layers.0): Linear(input_dims=100, output_dims=64, bias=True)\n",
" (layers.1): BatchNorm(64, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
" (layers.2): LeakyReLU()\n",
" )\n",
" (layers.1): Sequential(\n",
" (layers.0): Linear(input_dims=64, output_dims=128, bias=True)\n",
" (layers.1): BatchNorm(128, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
" (layers.2): LeakyReLU()\n",
" )\n",
" (layers.2): Sequential(\n",
" (layers.0): Linear(input_dims=128, output_dims=256, bias=True)\n",
" (layers.1): BatchNorm(256, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
" (layers.2): LeakyReLU()\n",
" )\n",
" (layers.3): Linear(input_dims=256, output_dims=784, bias=True)\n",
" )\n",
")"
]
},
"execution_count": 522,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gen = Generator(100)\n",
"gen"
]
},
{
"cell_type": "code",
"execution_count": 523,
"metadata": {},
"outputs": [],
"source": [
"# make 2D noise with shape n_samples x z_dim\n",
"def get_noise(n_samples:list[int], z_dim:int)->list[int]:\n",
" return mx.random.normal(shape=(n_samples, z_dim))"
]
},
{
"cell_type": "code",
"execution_count": 524,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img = get_noise(28,28)\n",
"plt.imshow(img, cmap='gray')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Discriminator 🕵🏻‍♂️"
]
},
{
"cell_type": "code",
"execution_count": 525,
"metadata": {},
"outputs": [],
"source": [
"def DisBlock(in_dim:int,out_dim:int):\n",
" return nn.Sequential(\n",
" nn.Linear(in_dim,out_dim),\n",
" nn.LeakyReLU(negative_slope=0.2),\n",
" nn.Dropout(0.3),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 526,
"metadata": {},
"outputs": [],
"source": [
"class Discriminator(nn.Module):\n",
"\n",
" def __init__(self,im_dim:int = 784, hidden_dim:int = 64):\n",
" super(Discriminator, self).__init__()\n",
"\n",
" self.disc = nn.Sequential(\n",
" DisBlock(im_dim, hidden_dim * 4),\n",
" DisBlock(hidden_dim * 4, hidden_dim * 2),\n",
" DisBlock(hidden_dim * 2, hidden_dim),\n",
" \n",
" nn.Linear(hidden_dim,1),\n",
" nn.Sigmoid()\n",
" )\n",
" \n",
" \n",
" def __call__(self, noise):\n",
" return self.disc(noise)"
]
},
{
"cell_type": "code",
"execution_count": 527,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Discriminator(\n",
" (disc): Sequential(\n",
" (layers.0): Sequential(\n",
" (layers.0): Linear(input_dims=784, output_dims=256, bias=True)\n",
" (layers.1): LeakyReLU()\n",
" (layers.2): Dropout(p=0.30000000000000004)\n",
" )\n",
" (layers.1): Sequential(\n",
" (layers.0): Linear(input_dims=256, output_dims=128, bias=True)\n",
" (layers.1): LeakyReLU()\n",
" (layers.2): Dropout(p=0.30000000000000004)\n",
" )\n",
" (layers.2): Sequential(\n",
" (layers.0): Linear(input_dims=128, output_dims=64, bias=True)\n",
" (layers.1): LeakyReLU()\n",
" (layers.2): Dropout(p=0.30000000000000004)\n",
" )\n",
" (layers.3): Linear(input_dims=64, output_dims=1, bias=True)\n",
" (layers.4): Sigmoid()\n",
" )\n",
")"
]
},
"execution_count": 527,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"disc = Discriminator()\n",
"disc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Model Training 🏋🏻‍♂️"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Losses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Discriminator Loss"
]
},
{
"cell_type": "code",
"execution_count": 528,
"metadata": {},
"outputs": [],
"source": [
"def disc_loss(gen, disc, real, num_images, z_dim):\n",
" \n",
" noise = mx.array(get_noise(num_images, z_dim))\n",
" fake_images = gen(noise)\n",
" \n",
" fake_disc = disc(fake_images)\n",
" \n",
" fake_labels = mx.zeros((fake_images.shape[0],1))\n",
" \n",
" fake_loss = mx.mean(nn.losses.binary_cross_entropy(fake_disc,fake_labels,with_logits=True))\n",
" \n",
" real_disc = mx.array(disc(real))\n",
" real_labels = mx.ones((real.shape[0],1))\n",
" \n",
" real_loss = mx.mean(nn.losses.binary_cross_entropy(real_disc,real_labels,with_logits=True))\n",
" \n",
" disc_loss = (fake_loss + real_loss)\n",
"\n",
" return disc_loss"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Generator Loss"
]
},
{
"cell_type": "code",
"execution_count": 529,
"metadata": {},
"outputs": [],
"source": [
"def gen_loss(gen, disc, num_images, z_dim):\n",
"\n",
" noise = mx.array(get_noise(num_images, z_dim))\n",
" \n",
" fake_images = gen(noise)\n",
" fake_disc = mx.array(disc(fake_images))\n",
"\n",
" fake_labels = mx.ones((fake_images.shape[0],1))\n",
" \n",
" gen_loss = nn.losses.binary_cross_entropy(fake_disc,fake_labels,with_logits=True)\n",
" \n",
" return mx.mean(gen_loss)"
]
},
{
"cell_type": "code",
"execution_count": 530,
"metadata": {},
"outputs": [],
"source": [
"# Get only the training images\n",
"train_images,train_labels,*_ = map(np.array, mnist.mnist())"
]
},
{
"cell_type": "code",
"execution_count": 531,
"metadata": {},
"outputs": [],
"source": [
"# Normalize the images to fall between -1,1\n",
"train_images = train_images * 2.0 - 1.0"
]
},
{
"cell_type": "code",
"execution_count": 532,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x15ad80190>"
]
},
"execution_count": 532,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(train_images[0].reshape(28,28),cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 533,
"metadata": {},
"outputs": [],
"source": [
"def batch_iterate(batch_size: int, ipt: list[int])-> list[int]:\n",
" perm = np.random.permutation(len(ipt))\n",
" for s in range(0, len(ipt), batch_size):\n",
" ids = perm[s : s + batch_size]\n",
" yield ipt[ids]"
]
},
{
"cell_type": "code",
"execution_count": 534,
"metadata": {},
"outputs": [],
"source": [
"def show_images(imgs:list[int],num_imgs:int = 25):\n",
" if (imgs.shape[0] > 0): \n",
" fig,axes = plt.subplots(5, 5, figsize=(5, 5))\n",
" \n",
" for i, ax in enumerate(axes.flat):\n",
" img = mx.array(imgs[i]).reshape(28,28)\n",
" ax.imshow(img,cmap='gray')\n",
" ax.axis('off')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### show first batch of images"
]
},
{
"cell_type": "code",
"execution_count": 535,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X = batch_iterate(25, train_images)\n",
"for x in X: \n",
" show_images(x)\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Training Cycle"
]
},
{
"cell_type": "code",
"execution_count": 536,
"metadata": {},
"outputs": [],
"source": [
"lr = 2e-6\n",
"z_dim = 128\n",
"\n",
"gen = Generator(z_dim)\n",
"mx.eval(gen.parameters())\n",
"gen_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999]) #,betas=[0.5, 0.9]\n",
"\n",
"disc = Discriminator()\n",
"mx.eval(disc.parameters())\n",
"disc_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999])"
]
},
{
"cell_type": "code",
"execution_count": 537,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/50 [00:00<?, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 0, iteration: 468, Discriminator Loss:array(1.33504, dtype=float32), Generator Loss: array(0.460247, dtype=float32)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 6%|▌ | 3/50 [00:14<03:49, 4.89s/it]"
]
}
],
"source": [
"# Set your parameters\n",
"n_epochs = 50\n",
"display_step = 5000\n",
"cur_step = 0\n",
"\n",
"batch_size = 128\n",
"\n",
"D_loss_grad = nn.value_and_grad(disc, disc_loss)\n",
"G_loss_grad = nn.value_and_grad(gen, gen_loss)\n",
"\n",
"\n",
"for epoch in tqdm(range(n_epochs)):\n",
"\n",
" for idx,real in enumerate(batch_iterate(batch_size, train_images)):\n",
" \n",
" # TODO Train Discriminator\n",
" D_loss,D_grads = D_loss_grad(gen, disc,mx.array(real), batch_size, z_dim)\n",
"\n",
" # Update optimizer\n",
" disc_opt.update(disc, D_grads)\n",
" \n",
" # Update gradients\n",
" mx.eval(disc.parameters(), disc_opt.state)\n",
"\n",
" # TODO Train Generator\n",
" G_loss,G_grads = G_loss_grad(gen, disc, batch_size, z_dim)\n",
" \n",
" # Update optimizer\n",
" gen_opt.update(gen, G_grads)\n",
" \n",
" # Update gradients\n",
" mx.eval(gen.parameters(), gen_opt.state) \n",
" \n",
" # if (cur_step + 1) % display_step == 0:\n",
" # print(f\"Step {epoch}: Generator loss: {G_loss}, discriminator loss: {D_loss}\")\n",
" # fake_noise = mx.array(get_noise(batch_size, z_dim))\n",
" # fake = gen(fake_noise)\n",
" # show_images(fake)\n",
" # show_images(real)\n",
" # cur_step += 1\n",
" \n",
" if epoch%10==0:\n",
" print(\"Epoch: {}, iteration: {}, Discriminator Loss:{}, Generator Loss: {}\".format(epoch,idx,D_loss,G_loss))\n",
" fake_noise = mx.array(get_noise(batch_size, z_dim))\n",
" fake = gen(fake_noise)\n",
" show_images(fake)\n",
" # show_images(real)\n",
" \n",
" # print('Losses D={0} G={1}'.format(D_loss,G_loss))"
]
}
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