mirror of
https://github.com/ml-explore/mlx-examples.git
synced 2025-06-24 09:21:18 +08:00
651 lines
938 KiB
Plaintext
651 lines
938 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Import Library"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 538,
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"metadata": {},
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"outputs": [],
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"source": [
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"import mnist"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 539,
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"metadata": {},
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"outputs": [],
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"source": [
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"import mlx.core as mx\n",
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"import mlx.nn as nn\n",
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"import mlx.optimizers as optim\n",
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"\n",
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"from tqdm import tqdm\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 540,
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"metadata": {},
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"outputs": [],
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"source": [
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"# mx.set_default_device(mx.gpu)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# GAN Architecture"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Generator 👨🏻🎨"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 541,
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"metadata": {},
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"outputs": [],
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"source": [
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"def GenBlock(in_dim:int,out_dim:int):\n",
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" \n",
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" return nn.Sequential(\n",
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" nn.Linear(in_dim,out_dim),\n",
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" nn.BatchNorm(out_dim, 0.8),\n",
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" nn.LeakyReLU(0.2)\n",
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" )"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 542,
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"metadata": {},
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"outputs": [],
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"source": [
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"class Generator(nn.Module):\n",
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"\n",
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" def __init__(self, z_dim:int = 32, im_dim:int = 784, hidden_dim: int = 128):\n",
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" super(Generator, self).__init__()\n",
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"\n",
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" self.gen = nn.Sequential(\n",
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" GenBlock(z_dim, hidden_dim),\n",
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" GenBlock(hidden_dim, hidden_dim * 2),\n",
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" GenBlock(hidden_dim * 2, hidden_dim * 4),\n",
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"\n",
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" nn.Linear(hidden_dim * 4,im_dim),\n",
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" )\n",
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" \n",
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" def __call__(self, noise):\n",
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" x = self.gen(noise)\n",
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" return mx.tanh(x)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 543,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Generator(\n",
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" (gen): Sequential(\n",
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" (layers.0): Sequential(\n",
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" (layers.0): Linear(input_dims=100, output_dims=128, bias=True)\n",
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" (layers.1): BatchNorm(128, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
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" (layers.2): LeakyReLU()\n",
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" )\n",
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" (layers.1): Sequential(\n",
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" (layers.0): Linear(input_dims=128, output_dims=256, bias=True)\n",
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" (layers.1): BatchNorm(256, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
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" (layers.2): LeakyReLU()\n",
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" )\n",
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" (layers.2): Sequential(\n",
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" (layers.0): Linear(input_dims=256, output_dims=512, bias=True)\n",
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" (layers.1): BatchNorm(512, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
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" (layers.2): LeakyReLU()\n",
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" )\n",
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" (layers.3): Linear(input_dims=512, output_dims=784, bias=True)\n",
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" )\n",
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")"
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]
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},
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"execution_count": 543,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"gen = Generator(100)\n",
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"gen"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 544,
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"metadata": {},
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"outputs": [],
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"source": [
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"# make 2D noise with shape n_samples x z_dim\n",
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"def get_noise(n_samples:list[int], z_dim:int)->list[int]:\n",
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" return mx.random.normal(shape=(n_samples, z_dim))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 545,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"img = get_noise(28,28)\n",
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"plt.imshow(img, cmap='gray')\n",
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"plt.axis('off')\n",
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"plt.show()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Discriminator 🕵🏻♂️"
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]
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},
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{
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"cell_type": "code",
|
|
"execution_count": 546,
|
|
"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": 547,
|
|
"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": 548,
|
|
"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": 548,
|
|
"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": 549,
|
|
"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": 550,
|
|
"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": 551,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Get only the training images\n",
|
|
"train_images,train_labels,*_ = map(np.array, mnist.mnist())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 552,
|
|
"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": 553,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x119f89a80>"
|
|
]
|
|
},
|
|
"execution_count": 553,
|
|
"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": 554,
|
|
"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": 555,
|
|
"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": 556,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"<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": 557,
|
|
"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": 558,
|
|
"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(1.31356, dtype=float32), Generator Loss: array(0.465569, 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 [03:59<11:45, 4.70s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch: 50, iteration: 468, Discriminator Loss:array(1.02203, dtype=float32), Generator Loss: array(0.689288, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x500 with 25 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 50%|█████ | 100/200 [07:56<07:49, 4.70s/it]"
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]
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},
|
|
{
|
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"name": "stdout",
|
|
"output_type": "stream",
|
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"text": [
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|
"Epoch: 100, iteration: 468, Discriminator Loss:array(1.01599, dtype=float32), Generator Loss: array(0.691249, dtype=float32)\n"
|
|
]
|
|
},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x500 with 25 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
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"text": [
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" 75%|███████▌ | 150/200 [11:57<03:58, 4.78s/it]"
|
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]
|
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},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch: 150, iteration: 468, Discriminator Loss:array(1.02523, dtype=float32), Generator Loss: array(0.686512, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
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"data": {
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"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 [15:59<00:00, 4.80s/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",
|
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" \n",
|
|
" # Update gradients\n",
|
|
" mx.eval(disc.parameters(), disc_opt.state)\n",
|
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"\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
|
|
}
|