mirror of
https://github.com/ml-explore/mlx-examples.git
synced 2025-06-26 02:33:23 +08:00
654 lines
693 KiB
Plaintext
654 lines
693 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": 1,
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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": 2,
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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": 3,
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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)\n",
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"mx.random.seed(42)"
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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": 4,
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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": 5,
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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 = 256):\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": 6,
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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=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.1): 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.2): Sequential(\n",
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" (layers.0): Linear(input_dims=512, output_dims=1024, bias=True)\n",
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" (layers.1): BatchNorm(1024, 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=1024, 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": 6,
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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": 7,
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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": 8,
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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",
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"execution_count": 9,
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"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 = 256):\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=1024, bias=True)\n",
|
|
" (layers.1): LeakyReLU()\n",
|
|
" (layers.2): Dropout(p=0.30000000000000004)\n",
|
|
" )\n",
|
|
" (layers.1): Sequential(\n",
|
|
" (layers.0): Linear(input_dims=1024, output_dims=512, bias=True)\n",
|
|
" (layers.1): LeakyReLU()\n",
|
|
" (layers.2): Dropout(p=0.30000000000000004)\n",
|
|
" )\n",
|
|
" (layers.2): 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.3): Linear(input_dims=256, 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) / 2.0\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 0x117af0490>"
|
|
]
|
|
},
|
|
"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-5\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%| | 0/500 [00:00<?, ?it/s]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch: 0, iteration: 468, Discriminator Loss:array(0.533901, dtype=float32), Generator Loss: array(0.672384, 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"
|
|
},
|
|
{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 20%|██ | 100/500 [09:40<40:52, 6.13s/it]"
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]
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},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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|
"Epoch: 100, iteration: 468, Discriminator Loss:array(0.546182, dtype=float32), Generator Loss: array(0.691693, 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": [
|
|
" 40%|████ | 200/500 [19:38<29:59, 6.00s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch: 200, iteration: 468, Discriminator Loss:array(0.556852, dtype=float32), Generator Loss: array(0.686229, 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": [
|
|
" 60%|██████ | 300/500 [29:21<19:26, 5.83s/it]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch: 300, iteration: 468, Discriminator Loss:array(0.561531, dtype=float32), Generator Loss: array(0.66357, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
|
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"<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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" 78%|███████▊ | 388/500 [42:56<2:56:15, 94.42s/it]"
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]
|
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}
|
|
],
|
|
"source": [
|
|
"# Set your parameters\n",
|
|
"n_epochs = 500\n",
|
|
"display_step = 5000\n",
|
|
"cur_step = 0\n",
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"\n",
|
|
"batch_size = 128 # 128\n",
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|
"\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%100==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",
|
|
" # plt.imshow(fake[0].reshape(28,28))\n",
|
|
" # plt.show()\n",
|
|
" # show_images(fake[:25])\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
|
|
}
|