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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 384
},
"id": "62EFvmmLjrVP",
"outputId": "191a610b-0233-4ad7-87e7-e00d21c488cc",
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 99999\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 374,
"width": 1010
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.005321 Final Loss\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 665,
"width": 931
}
},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loss 0.005321: 100%|██████████| 100000/100000 [12:15<00:00, 135.99it/s]\n"
]
}
],
"source": [
"import torch as th\n",
"import torch.nn.functional as F\n",
"import torch.nn as nn\n",
"\n",
"th.backends.cuda.matmul.allow_tf32 = True\n",
"th.backends.cudnn.allow_tf32 = True\n",
"\n",
"import math\n",
"from tqdm import tqdm\n",
"from IPython.display import clear_output\n",
"\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use(\"default\")\n",
"\n",
"class Config:\n",
" device = \"cuda\"\n",
" dtype = th.float16\n",
"\n",
"def act():\n",
" return nn.ReLU(inplace=True)\n",
"\n",
"class Model(nn.Module):\n",
" def __init__(self, n_f=256):\n",
" super().__init__()\n",
" self.enc = nn.Sequential(\n",
" nn.Linear(2, n_f), act(),\n",
" nn.Linear(n_f, n_f), act(),\n",
" nn.Linear(n_f, n_f), act(),\n",
" nn.Linear(n_f, n_f), act(),\n",
" nn.Linear(n_f, 1),\n",
" )\n",
" self.dec = nn.Sequential(\n",
" nn.Linear(1, n_f), act(),\n",
" nn.Linear(n_f, n_f), act(),\n",
" nn.Linear(n_f, n_f), act(),\n",
" nn.Linear(n_f, n_f), act(),\n",
" nn.Linear(n_f, 2),\n",
" )\n",
"\n",
" def encode(self, x):\n",
" return self.enc(x)\n",
"\n",
" def decode(self, x):\n",
" return self.dec(x.clamp(-1, 1))\n",
"\n",
" def forward(self, x):\n",
" return self.decode(self.encode(x))\n",
"\n",
"def avg_last_loss(losses):\n",
" return sum(losses[-10:])/len(losses[-10:])\n",
"\n",
"def show_losses(losses):\n",
" plt.plot(losses); plt.xlabel(\"step\"); plt.ylabel(\"loss\"); plt.gcf().set_size_inches(12, 4); plt.show(); print(f\"{avg_last_loss(losses):.6f} Final Loss\")\n",
"\n",
"@th.no_grad()\n",
"def show_space_used(model, i=None):\n",
" model.eval()\n",
" # iteration over xy positions\n",
" x = th.stack(th.meshgrid([th.linspace(-1, 1, 10)]*2), -1).view(-1, 2)\n",
" z = model.decode(model.encode(x.to(device=Config.device, dtype=Config.dtype))).float().cpu()\n",
" plt.scatter(x[:, 0], x[:, 1], marker=\"x\", label=\"grid\")\n",
" plt.scatter(z[:, 0], z[:, 1], label=\"decoder(encoder(grid))\")\n",
" # iteration over t\n",
" t = th.linspace(-1, 1, 1024, device=Config.device, dtype=Config.dtype).unsqueeze(-1)\n",
" xy = model.decode(t).float().cpu()\n",
" plt.plot(xy[:, 0], xy[:, 1], label=\"decoder(linspace(-1, 1))\", color=\"C3\")\n",
" plt.xlim(-1.5, 1.5)\n",
" plt.ylim(-1.5, 1.5)\n",
" plt.legend(loc=(1.05, 0))\n",
" plt.gcf().set_size_inches(8, 8)\n",
" if i is not None:\n",
" plt.savefig(f\"/tmp/vis_plot_{i:08d}.png\", dpi=300, bbox_inches='tight')\n",
" plt.show()\n",
" model.train()\n",
"\n",
"model = Model().to(device=Config.device, dtype=Config.dtype)\n",
"model.train()\n",
"opt = th.optim.Adam(model.parameters(), betas=(0.9, 0.95), amsgrad=True, eps=1e-5)\n",
"\n",
"x = th.empty(32_768, 2, device=Config.device, dtype=Config.dtype)\n",
"\n",
"compiled_model = th.compile(model, fullgraph=True, dynamic=False, mode=\"max-autotune-no-cudagraphs\")\n",
"graphed_model = th.cuda.make_graphed_callables(compiled_model, (x,), num_warmup_iters=10)\n",
"\n",
"losses = []\n",
"N = 100_000\n",
"progress = tqdm(range(N))\n",
"for i in progress:\n",
" x.uniform_(-1, 1)\n",
" z = graphed_model(x)\n",
" loss = F.mse_loss(z, x)\n",
" opt.zero_grad(); loss.mul(1000).backward(); opt.step()\n",
" if i % 100 == 0:\n",
" losses.append(loss.item())\n",
" progress.set_description(f\"Loss {avg_last_loss(losses):0.6f}\")\n",
" if i % 10000 == 0:\n",
" for g in opt.param_groups:\n",
" g[\"lr\"] *= 0.8\n",
" if i == N - 1 or i % (500) == 0:\n",
" clear_output()\n",
" print(f\"Step {i}\")\n",
" show_losses(losses)\n",
" show_space_used(model, i)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"gpuType": "T4",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.12"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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