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@kylemcdonald
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PyTorch ACAI (1807.07543).
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"env: CUDA_VISIBLE_DEVICES=0\n"
]
},
{
"data": {
"text/html": [
"<style>img{image-rendering: pixelated}</style>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%env CUDA_VISIBLE_DEVICES=0"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"from collections import defaultdict\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from IPython.display import clear_output\n",
"\n",
"import torch\n",
"from torch import nn, optim\n",
"import torch.nn.functional as F\n",
"\n",
"# https://github.com/kylemcdonald/python-utils\n",
"from utils.show_array import *\n",
"from utils.make_mosaic import *\n",
"from utils.pixelated import *"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"args = {\n",
" 'epochs': 100,\n",
" 'width': 32,\n",
" 'latent_width': 4,\n",
" 'depth': 16,\n",
" 'advdepth': 16,\n",
" 'advweight': 0.5,\n",
" 'reg': 0.2,\n",
" 'latent': 2,\n",
" 'colors': 1,\n",
" 'lr': 0.0001,\n",
" 'batch_size': 64,\n",
" 'device': 'cuda'\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import fetch_mldata\n",
"\n",
"def build_batches(x, n):\n",
" x = np.asarray(x)\n",
" m = (x.shape[0] // n) * n\n",
" return x[:m].reshape(-1, n, *x.shape[1:])\n",
"\n",
"def get_mnist32_batches(batch_size, data_format='channels_first'):\n",
" channel_index = 1 if data_format == 'channels_first' else 3\n",
" mnist = fetch_mldata('MNIST original')\n",
" data_x = mnist['data'].reshape(-1,28,28).astype(np.float32) / 255.\n",
" data_x = np.pad(data_x, ((0,0), (2,2), (2,2)), mode='constant')\n",
" data_x = np.expand_dims(data_x, channel_index)\n",
" data_y = mnist['target']\n",
" indices = np.arange(len(data_x))\n",
" np.random.shuffle(indices)\n",
" y_batches = build_batches(data_y[indices], batch_size)\n",
" x_batches = build_batches(data_x[indices], batch_size)\n",
" return x_batches, y_batches\n",
"\n",
"x_batches, y_batches = get_mnist32_batches(args['batch_size'])\n",
"x_batches = torch.FloatTensor(x_batches).to(args['device'])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# pytorch doesn't support negative strides / can't flip tensors\n",
"# so instead this function swaps the two halves of a tensor\n",
"def swap_halves(x):\n",
" a, b = x.split(x.shape[0]//2)\n",
" return torch.cat([b, a])\n",
"\n",
"# torch.lerp only support scalar weight\n",
"def lerp(start, end, weights):\n",
" return start + weights * (end - start)\n",
"\n",
"def L2(x):\n",
" return torch.mean(x**2)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"activation = nn.LeakyReLU\n",
"\n",
"# authors use this initializer, but it doesn't seem essential\n",
"def Initializer(layers, slope=0.2):\n",
" for layer in layers:\n",
" if hasattr(layer, 'weight'):\n",
" w = layer.weight.data\n",
" std = 1/np.sqrt((1 + slope**2) * np.prod(w.shape[:-1]))\n",
" w.normal_(std=std) \n",
" if hasattr(layer, 'bias'):\n",
" layer.bias.data.zero_()\n",
"\n",
"def Encoder(scales, depth, latent, colors):\n",
" layers = []\n",
" layers.append(nn.Conv2d(colors, depth, 1, padding=1))\n",
" kp = depth\n",
" for scale in range(scales):\n",
" k = depth << scale\n",
" layers.extend([nn.Conv2d(kp, k, 3, padding=1), activation()])\n",
" layers.extend([nn.Conv2d(k, k, 3, padding=1), activation()])\n",
" layers.append(nn.AvgPool2d(2))\n",
" kp = k\n",
" k = depth << scales\n",
" layers.extend([nn.Conv2d(kp, k, 3, padding=1), activation()])\n",
" layers.append(nn.Conv2d(k, latent, 3, padding=1))\n",
" Initializer(layers)\n",
" return nn.Sequential(*layers)\n",
"\n",
"def Decoder(scales, depth, latent, colors):\n",
" layers = []\n",
" kp = latent\n",
" for scale in range(scales - 1, -1, -1):\n",
" k = depth << scale\n",
" layers.extend([nn.Conv2d(kp, k, 3, padding=1), activation()])\n",
" layers.extend([nn.Conv2d(k, k, 3, padding=1), activation()])\n",
" layers.append(nn.Upsample(scale_factor=2))\n",
" kp = k\n",
" layers.extend([nn.Conv2d(kp, depth, 3, padding=1), activation()])\n",
" layers.append(nn.Conv2d(depth, colors, 3, padding=1))\n",
" Initializer(layers)\n",
" return nn.Sequential(*layers)\n",
"\n",
"class Discriminator(nn.Module):\n",
" def __init__(self, scales, depth, latent, colors):\n",
" super().__init__()\n",
" self.encoder = Encoder(scales, depth, latent, colors)\n",
" \n",
" def forward(self, x):\n",
" x = self.encoder(x)\n",
" x = x.reshape(x.shape[0], -1)\n",
" x = torch.mean(x, -1)\n",
" return x\n",
"\n",
"scales = int(round(math.log(args['width'] // args['latent_width'], 2)))\n",
"encoder = Encoder(scales, args['depth'], args['latent'], args['colors']).to(args['device'])\n",
"decoder = Decoder(scales, args['depth'], args['latent'], args['colors']).to(args['device'])\n",
"discriminator = Discriminator(scales, args['advdepth'], args['latent'], args['colors']).to(args['device'])\n",
"\n",
"opt_ae = optim.Adam(list(encoder.parameters()) + list(decoder.parameters()), lr=args['lr'], weight_decay=1e-5)\n",
"opt_d = optim.Adam(discriminator.parameters(), lr=args['lr'], weight_decay=1e-5)\n",
"\n",
"losses = defaultdict(list)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"# helper functions for visualizing the status\n",
"def reconstruct(x):\n",
" out = decoder(encoder(x))\n",
" return make_mosaic(out.cpu().data.numpy().squeeze())\n",
"\n",
"def interpolate_2(x, side=8):\n",
" z = encoder(x)\n",
" z = z.data.cpu().numpy()\n",
"\n",
" a, b = z[:side], z[-side:]\n",
" z_interp = [a * (1-t) + b * t for t in np.linspace(0,1,side-2)]\n",
" z_interp = np.vstack(z_interp)\n",
" x_interp = decoder(torch.FloatTensor(z_interp).to(args['device']))\n",
" x_interp = x_interp.cpu().data.numpy()\n",
"\n",
" x_fixed = x.data.cpu().numpy()\n",
" all = []\n",
" all.extend(x_fixed[:side])\n",
" all.extend(x_interp)\n",
" all.extend(x_fixed[-side:])\n",
" \n",
" return make_mosaic(np.asarray(all).squeeze())\n",
"\n",
"def interpolate_4(x, side=8):\n",
" z = encoder(x)\n",
" z = z.data.cpu().numpy()\n",
" \n",
" n = side*side\n",
" xv, yv = np.meshgrid(np.linspace(0,1,side),\n",
" np.linspace(0,1,side))\n",
" xv = xv.reshape(n,1,1,1)\n",
" yv = yv.reshape(n,1,1,1)\n",
"\n",
" z_interp = \\\n",
" z[0] * (1-xv) * (1-yv) + \\\n",
" z[1] * xv * (1-yv) + \\\n",
" z[2] * (1-xv) * yv + \\\n",
" z[3] * xv * yv\n",
"\n",
" x_fixed = x.data.cpu().numpy()\n",
" x_interp = decoder(torch.FloatTensor(z_interp).to(args['device']))\n",
" x_interp = x_interp.data.cpu().numpy()\n",
" x_interp[0] = x_fixed[0]\n",
" x_interp[side-1] = x_fixed[1]\n",
" x_interp[n-side] = x_fixed[2]\n",
" x_interp[n-1] = x_fixed[3]\n",
" \n",
" return make_mosaic(x_interp.squeeze())\n",
"\n",
"# random samples based on a reference distribution\n",
"def random_samples(x):\n",
" z = encoder(x_batches[0])\n",
" z = z.data.cpu().numpy()\n",
" z_sample = np.random.normal(loc=z.mean(axis=0), scale=z.std(axis=0), size=z.shape)\n",
" x_sample = decoder(torch.FloatTensor(z_sample).to(args['device']))\n",
" x_sample = x_sample.data.cpu().numpy()\n",
" return make_mosaic(x_sample.squeeze())\n",
"\n",
"def status():\n",
" x = x_batches[0]\n",
" chunks = [reconstruct(x), interpolate_2(x), interpolate_4(x), random_samples(x)]\n",
" chunks = [np.pad(e, (0,1), mode='constant', constant_values=255) for e in chunks]\n",
" return make_mosaic(chunks)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x7f78886a3048>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 603
}
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 514,
"width": 514
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1/100; 2026.62 samples/sec\n"
]
}
],
"source": [
"it = 0\n",
"start_time = time.time()\n",
"\n",
"try:\n",
" for epoch in range(args['epochs']):\n",
" for x in x_batches:\n",
" z = encoder(x)\n",
" out = decoder(z)\n",
" disc = discriminator(torch.lerp(out, x, args['reg']))\n",
" \n",
" alpha = torch.rand(args['batch_size'], 1, 1, 1).to(args['device']) / 2\n",
" z_mix = lerp(z, swap_halves(z), alpha)\n",
" out_mix = decoder(z_mix)\n",
" disc_mix = discriminator(out_mix)\n",
"\n",
" loss_ae_mse = F.mse_loss(out, x)\n",
" loss_ae_l2 = L2(disc_mix) * args['advweight']\n",
" loss_ae = loss_ae_mse + loss_ae_l2\n",
" \n",
" opt_ae.zero_grad()\n",
" loss_ae.backward(retain_graph=True)\n",
" opt_ae.step()\n",
" \n",
" loss_disc_mse = F.mse_loss(disc_mix, alpha.reshape(-1))\n",
" loss_disc_l2 = L2(disc)\n",
" loss_disc = loss_disc_mse + loss_disc_l2\n",
" \n",
" opt_d.zero_grad()\n",
" loss_disc.backward()\n",
" opt_d.step()\n",
"\n",
" losses['std(disc_mix)'].append(torch.std(disc_mix).item())\n",
" losses['loss_disc_mse'].append(loss_disc_mse.item())\n",
" losses['loss_disc_l2'].append(loss_disc_l2.item())\n",
" losses['loss_disc'].append(loss_disc.item())\n",
" losses['loss_ae_mse'].append(loss_ae_mse.item())\n",
" losses['loss_ae_l2'].append(loss_ae_l2.item())\n",
" losses['loss_ae'].append(loss_ae.item())\n",
"\n",
" if it % 100 == 0:\n",
" img = status()\n",
" \n",
" plt.figure(facecolor='w', figsize=(10,4))\n",
" for key in losses:\n",
" total = len(losses[key])\n",
" skip = 1 + (total // 1000)\n",
" y = build_batches(losses[key], skip).mean(axis=-1)\n",
" x = np.linspace(0, total, len(y))\n",
" plt.plot(x, y, label=key, lw=0.5)\n",
" plt.legend(loc='upper right')\n",
" \n",
" clear_output(wait=True)\n",
" plt.show()\n",
" show_array(img * 255)\n",
" \n",
" speed = args['batch_size'] * it / (time.time() - start_time)\n",
" print(f'{epoch+1}/{args[\"epochs\"]}; {speed:.2f} samples/sec')\n",
"\n",
" it += 1\n",
"except KeyboardInterrupt:\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f78fceec4a8>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 380
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([ 0.1143, 0.0734, 0.1516, 0.1264, 0.1846, 0.0927, 0.0679,\n",
" 0.1953, 0.1105, 0.0740, 0.0649, 0.0957, 0.1014, 0.1253,\n",
" 0.0891, 0.0931, 0.1270, 0.0735, 0.0743, 0.1382, 0.0720,\n",
" 0.1339, 0.1044, 0.1119, 0.0884, 0.0852, 0.1303, 0.0902,\n",
" 0.1633, 0.1030, 0.0995, 0.1216, 0.0918, 0.1348, 0.0998,\n",
" 0.1542, 0.0764, 0.0696, 0.1557, 0.0673, 0.1998, 0.0867,\n",
" 0.1732, 0.0964, 0.2597, 0.1720, 0.1427, 0.0673, 0.1794,\n",
" 0.2126, 0.1625, 0.1238, 0.0878, 0.0914, 0.1240, 0.0544,\n",
" 0.0797, 0.0962, 0.1261, 0.1052, 0.1378, 0.0662, 0.0714,\n",
" 0.0864], device='cuda:0')\n"
]
}
],
"source": [
"# show the distribution of predictions from the discriminator\n",
"plt.hist(disc_mix.data.cpu().numpy(), range=[0,0.5], bins=20)\n",
"plt.show()\n",
"print(disc_mix)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f78945c2f28>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 380
}
},
"output_type": "display_data"
}
],
"source": [
"# distribution of each z dimension\n",
"z = encoder(x_batches[0])\n",
"z = z.data.cpu().numpy().reshape(len(z), -1).T\n",
"for dim in z:\n",
" plt.hist(dim, bins=12, alpha=0.1)\n",
"plt.show()"
]
}
],
"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": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@mohazzam1
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Modules: show_array and make_mosaic do not exist in the shared link.

@enicolin
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Modules: show_array and make_mosaic do not exist in the shared link.

make_mosaic is under mosaic.py

from utils.mosaic import make_mosaic

Not sure about show_array, however.

@somepago
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You can see the code for show_array.py here - kylemcdonald/python-utils@9528bfc

@kikatuso
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Hello,
Thanks for providing us with this code.
I am however encountering one error and I dont know how to fix it.
The loss_disc.backwards() breaks

and I am getting an error:

RuntimeError: one of the variables needed for gradient computation has been modified by an inplace operation: [torch.cuda.FloatTensor [1, 16, 3, 3]] is at version 2; expected version 1 instead. Hint: the backtrace further above shows the operation that failed to compute its gradient. The variable in question was changed in there or anywhere later. Good luck!

@The-D-lab
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Hello,
Thanks for providing us with this code.
I am however encountering one error and I dont know how to fix it.
The loss_disc.backwards() breaks

and I am getting an error:

RuntimeError: one of the variables needed for gradient computation has been modified by an inplace operation: [torch.cuda.FloatTensor [1, 16, 3, 3]] is at version 2; expected version 1 instead. Hint: the backtrace further above shows the operation that failed to compute its gradient. The variable in question was changed in there or anywhere later. Good luck!

I think its an error in the code. Interestingly if you run in an older versions of pytorch it seems to run fine, but it look like the Autoencoder l2 loss and the Discriminator l2 loss are backwards. ae_l2 should take the "disc", while disc_l2 should take "disc_mix". If they are flipped around the error seems to go away.

@stamate
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stamate commented Apr 16, 2022

In such a pipeline:

optim1 = optim.Adam(G.parameters())
optim2 = optim.Adam(D.parameters())
G = Model1()
D = Model2()
recons, z = G(input)
loss1 = loss_func1(recons)
diff = D(z)
loss2 = loss_func2(diff)
loss3 = loss_func3(diff)
loss_G = loss1 + loss2 # we don’t want to update D parameters here
loss_D = loss3

Solution #1
optim1.zero_grad()
loss_G.backward(retain_graph=True)
optim2.zero_grad()
loss_D.backward()
optim1.step()
optim2.step()

Solution #2
optim1.zero_grad()
loss_G.backward(retain_graph=True, inputs=list(G.parameters()))
optim1.step()
optim2.zero_grad()
loss_D.backward(inputs=list(D.parameters()))
optim2.step()

Both of the solutions come from here.

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