mlx-examples/gan/playground.ipynb
2024-07-30 16:59:35 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import Library"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import mnist"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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": 3,
"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": 4,
"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": 5,
"metadata": {},
"outputs": [],
"source": [
"class Generator(nn.Module):\n",
"\n",
" def __init__(self, z_dim:int = 32, im_dim:int = 784, hidden_dim: int = 128):\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": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Generator(\n",
" (gen): Sequential(\n",
" (layers.0): Sequential(\n",
" (layers.0): Linear(input_dims=100, 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.1): 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.2): Sequential(\n",
" (layers.0): Linear(input_dims=256, output_dims=512, bias=True)\n",
" (layers.1): BatchNorm(512, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
" (layers.2): LeakyReLU()\n",
" )\n",
" (layers.3): Linear(input_dims=512, output_dims=784, bias=True)\n",
" )\n",
")"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gen = Generator(100)\n",
"gen"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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": 8,
"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": 9,
"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": 10,
"metadata": {},
"outputs": [],
"source": [
"class Discriminator(nn.Module):\n",
"\n",
" def __init__(self,im_dim:int = 784, hidden_dim:int = 128):\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": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Discriminator(\n",
" (disc): Sequential(\n",
" (layers.0): Sequential(\n",
" (layers.0): Linear(input_dims=784, output_dims=512, bias=True)\n",
" (layers.1): LeakyReLU()\n",
" (layers.2): Dropout(p=0.30000000000000004)\n",
" )\n",
" (layers.1): Sequential(\n",
" (layers.0): Linear(input_dims=512, output_dims=256, bias=True)\n",
" (layers.1): LeakyReLU()\n",
" (layers.2): Dropout(p=0.30000000000000004)\n",
" )\n",
" (layers.2): 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.3): Linear(input_dims=128, output_dims=1, bias=True)\n",
" (layers.4): Sigmoid()\n",
" )\n",
")"
]
},
"execution_count": 11,
"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": 12,
"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": 13,
"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": 14,
"metadata": {},
"outputs": [],
"source": [
"# Get only the training images\n",
"train_images,train_labels,*_ = map(np.array, mnist.mnist())"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x14478c610>"
]
},
"execution_count": 16,
"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": 17,
"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": 18,
"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": 19,
"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": 20,
"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": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/200 [00:00<?, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 0, iteration: 468, Discriminator Loss:array(1.32117, dtype=float32), Generator Loss: array(0.462009, 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": [
" 25%|██▌ | 50/200 [04:00<11:30, 4.60s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 50, iteration: 468, Discriminator Loss:array(1.04, dtype=float32), Generator Loss: array(0.682963, 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": [
" 50%|█████ | 100/200 [07:56<08:08, 4.88s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 100, iteration: 468, Discriminator Loss:array(1.01769, dtype=float32), Generator Loss: array(0.685513, 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": [
" 75%|███████▌ | 150/200 [12:03<03:53, 4.68s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 150, iteration: 468, Discriminator Loss:array(1.0305, dtype=float32), Generator Loss: array(0.684713, 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": [
"100%|██████████| 200/200 [16:04<00:00, 4.82s/it]\n"
]
}
],
"source": [
"# Set your parameters\n",
"n_epochs = 200\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%50==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) likjmnh jy,t\n",
" \n",
" # print('Losses D={0} G={1}'.format(D_loss,G_loss))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"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": "3.10.10"
}
},
"nbformat": 4,
"nbformat_minor": 2
}