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456 lines
405 KiB
Plaintext
456 lines
405 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "eb488c3c-8526-472a-9355-ecbe3e778446",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"{'classes': 16,\n",
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" 'classifier_optimization_batch_size': 2560,\n",
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" 'classifier_optimization_epochs': 10000,\n",
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" 'image_size': 28,\n",
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" 'kernel_size': 33,\n",
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" 'learning_rate': 5e-05,\n",
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" 'pad_amount': 64,\n",
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" 'print_every': 10,\n",
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" 'save_every': 1000,\n",
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" 'summary_every': 10,\n",
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" 'test_class_instances': 100,\n",
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" 'test_data_path': './assets/quickdraw16_test.npy',\n",
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" 'tile_size': 66,\n",
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" 'tiles_per_dim': 4,\n",
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" 'train_class_instances': 8000,\n",
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" 'train_data_path': './assets/quickdraw16_train.npy',\n",
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" 'verbose': True}\n",
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"\n"
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]
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}
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],
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"source": [
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"import torch\n",
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"from torch import flip\n",
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"from torch.nn import Module\n",
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"from torch import nn\n",
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"from torch.nn.functional import conv2d\n",
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"from einops import rearrange\n",
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"from torchvision.transforms.functional import resize\n",
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"from torch.fft import fft2, ifft2\n",
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"from sklearn.metrics import confusion_matrix, accuracy_score\n",
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"import tqdm\n",
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"import numpy as np\n",
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"import math\n",
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"import timeit\n",
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"import matplotlib.pyplot as plt\n",
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"import functools\n",
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"from datetime import datetime\n",
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"import argparse\n",
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"import sys\n",
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"import os\n",
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"os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n",
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"from pprint import pprint\n",
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"from utils import *\n",
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"\n",
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"CONFIG = type('', (), {})() # object for params\n",
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"\n",
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"CONFIG.classes = 16\n",
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"CONFIG.tiles_per_dim = int(math.sqrt(CONFIG.classes))\n",
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"\n",
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"CONFIG.image_size = 28\n",
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"CONFIG.train_class_instances = 8000\n",
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"CONFIG.test_class_instances = 100\n",
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"CONFIG.train_data_path = './assets/quickdraw16_train.npy'\n",
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"CONFIG.test_data_path = './assets/quickdraw16_test.npy'\n",
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"\n",
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"CONFIG.classifier_optimization_batch_size = 1280*2\n",
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"CONFIG.classifier_optimization_epochs = 10000\n",
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"CONFIG.learning_rate = 5e-5\n",
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"CONFIG.pad_amount = 64\n",
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"CONFIG.kernel_size = 33\n",
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"CONFIG.tile_size = CONFIG.kernel_size * 2\n",
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"\n",
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"CONFIG.classifier_model_path = './classifier.weights'\n",
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"\n",
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"CONFIG.summary_every = 10\n",
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"CONFIG.print_every = 10\n",
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"CONFIG.save_every = 1000\n",
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"CONFIG.verbose = True\n",
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"\n",
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"print()\n",
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"pprint(CONFIG.__dict__)\n",
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"print()"
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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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"id": "a8360b11-52e1-45a7-bf9f-0ef14fab903d",
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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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"(torch.Size([128000, 1, 28, 28]), torch.Size([1600, 1, 28, 28]))"
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]
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},
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"execution_count": 2,
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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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"# change to your directory\n",
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"train_data = torch.tensor(np.load(CONFIG.train_data_path), dtype=torch.float32)\n",
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"test_data = torch.tensor(np.load(CONFIG.test_data_path), dtype=torch.float32)\n",
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"train_data = rearrange(train_data, \"b (h w) -> b 1 h w\", h=CONFIG.image_size, w=CONFIG.image_size)\n",
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"test_data = rearrange(test_data, \"b (h w) -> b 1 h w\", h=CONFIG.image_size, w=CONFIG.image_size)\n",
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"train_data.shape, test_data.shape"
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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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"id": "d4bfc116-f863-409b-a099-3ead5db95efc",
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"metadata": {},
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"outputs": [],
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"source": [
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"train_labels = torch.eye(CONFIG.classes).repeat_interleave(repeats=CONFIG.train_class_instances, dim=0)\n",
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"test_labels = torch.eye(CONFIG.classes).repeat_interleave(repeats=CONFIG.test_class_instances, dim=0)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "bb8d9cf6-2565-4d58-b725-2593164c5b0f",
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"metadata": {},
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"source": [
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"# Examples of input data"
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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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"id": "c01f42d8-da62-41d8-aabe-4e0668af4a9d",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'torch.Tensor'>\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1040x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"examples = []\n",
|
|
"for i in range(CONFIG.classes):\n",
|
|
" examples.append(train_data[i*8000+2,0])\n",
|
|
" \n",
|
|
"examples = torch.stack(examples)\n",
|
|
"examples = rearrange(examples, \"(a b) h w -> (a h) (b w)\", a=CONFIG.tiles_per_dim, b=CONFIG.tiles_per_dim)\n",
|
|
"\n",
|
|
"imshow(examples);"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e7c47a7f-601d-434d-a350-2e2956b250d3",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Baseline classifier"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "99b615ad-e107-420b-89ba-4e63b219f6a9",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class CNNClassificator(Module):\n",
|
|
" def __init__(self, input_size, kernel_size, filters):\n",
|
|
" super().__init__()\n",
|
|
" self.conv_weights = torch.nn.Parameter(\n",
|
|
" torch.empty([filters, 1, kernel_size, kernel_size])\n",
|
|
" )\n",
|
|
" torch.nn.init.xavier_normal_(self.conv_weights)\n",
|
|
" self.max_pool_layer = torch.nn.MaxPool2d(kernel_size=input_size)\n",
|
|
" self.softmax = torch.nn.Softmax(dim=1)\n",
|
|
" \n",
|
|
" def forward(self, x):\n",
|
|
" x = torch.nn.functional.conv2d(x, self.conv_weights.abs(), padding='same')\n",
|
|
" x = self.max_pool_layer(x)\n",
|
|
" x = x.squeeze()\n",
|
|
" return x"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "c1dcf589-6923-4ef6-9913-19c82ea37d9d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"CNNClassificator(\n",
|
|
" (max_pool_layer): MaxPool2d(kernel_size=torch.Size([28, 28]), stride=torch.Size([28, 28]), padding=0, dilation=1, ceil_mode=False)\n",
|
|
" (softmax): Softmax(dim=1)\n",
|
|
")"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"classificator = CNNClassificator(\n",
|
|
" input_size = train_data.shape[-2:], \n",
|
|
" kernel_size = CONFIG.kernel_size, \n",
|
|
" filters = CONFIG.classes\n",
|
|
")\n",
|
|
"# classificator.load_state_dict(torch.load(CONFIG.classifier_model_path))\n",
|
|
"classificator.eval()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "039566c4-d448-491c-afb8-3c8cef67f59a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"classificator = classificator.cuda()\n",
|
|
"inputs = train_data.cuda()\n",
|
|
"targets = train_labels.cuda()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "979aa425-7a38-42d8-8eff-6f608f0f109a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"optimizer = torch.optim.AdamW(params=classificator.parameters(), lr=1e-5)\n",
|
|
"scheduler = torch.optim.lr_scheduler.ExponentialLR(optimizer, gamma=0.99)\n",
|
|
"loss_function = torch.nn.CrossEntropyLoss()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "78fc33f0-74b9-4068-a351-e852dae7dd61",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 10000/10000 [03:45<00:00, 44.30it/s, loss: 7.228, acc: 0.75, lr: 3.697296e-06]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# training loop\n",
|
|
"\n",
|
|
"epochs = CONFIG.classifier_optimization_epochs\n",
|
|
"batch_size = CONFIG.classifier_optimization_batch_size\n",
|
|
"ppp = tqdm.trange(epochs)\n",
|
|
"\n",
|
|
"for epoch in ppp:\n",
|
|
" batch_idxs = torch.randint(low=0, high=train_data.shape[0], size=[batch_size]) \n",
|
|
" batch_inputs = inputs[batch_idxs]\n",
|
|
" batch_targets = targets[batch_idxs]\n",
|
|
" # apply model\n",
|
|
" predicted = classificator(batch_inputs)\n",
|
|
"\n",
|
|
" # correct model\n",
|
|
" loss_value = loss_function(predicted, batch_targets)\n",
|
|
" loss_value.backward()\n",
|
|
" optimizer.step()\n",
|
|
"\n",
|
|
" if epoch % 100 == 0:\n",
|
|
" acc = accuracy_score(to_class_labels(batch_targets), to_class_labels(predicted))\n",
|
|
" ppp.set_postfix_str(\"loss: {:.3f}, acc: {:.2f}, lr: {:e}\".format(loss_value, acc, scheduler.get_last_lr()[0]))\n",
|
|
" \n",
|
|
" if (scheduler.get_last_lr()[0] > 1e-6) and (epoch%100==0):\n",
|
|
" scheduler.step()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "5e67af52-1bb8-4e05-a0f5-99fb7ccaf62e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"('Accuracy on test dataset: ', 0.73875)"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"inputs = test_data.cuda()\n",
|
|
"targets = test_labels.cuda()\n",
|
|
"predicted = classificator(inputs)\n",
|
|
"test_acc = accuracy_score(to_class_labels(targets), to_class_labels(predicted))\n",
|
|
"\"Accuracy on test dataset: \", test_acc"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "fe99adff-29fe-46bd-90c1-218aa58c79d0",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Learned weights"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "88a0f7f9-0728-4dd9-b8df-9bc1e14f7f5a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"torch.Size([1, 1, 264, 264])\n",
|
|
"<class 'torch.Tensor'>\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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|
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"text/plain": [
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"<Figure size 1500x1500 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
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],
|
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"source": [
|
|
"spatial_kernel = rearrange(\n",
|
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" pad_zeros(classificator.conv_weights.abs(), \n",
|
|
" size=(CONFIG.tile_size, CONFIG.tile_size)),\n",
|
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" \"(a b) 1 h w -> 1 1 (a h) (b w)\", a=int(math.sqrt(CONFIG.classes)), b=int(math.sqrt(CONFIG.classes))\n",
|
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")\n",
|
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"spatial_kernel = spatial_kernel/spatial_kernel.sum(dim=[2,3], keepdim=True) # conservation of energy\n",
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"spatial_kernel = spatial_kernel.detach()\n",
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"\n",
|
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"print(spatial_kernel.shape)\n",
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"\n",
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"imshow(spatial_kernel[0,0], cmap='gray', title=\"Spatial kernel\", figsize=(15,15));"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "fb077015-1dd0-47f2-af62-9864f97cab0b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<class 'torch.Tensor'>\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_10191/3562513726.py:4: UserWarning: Using padding='same' with even kernel lengths and odd dilation may require a zero-padded copy of the input be created (Triggered internally at /opt/conda/conda-bld/pytorch_1712608935911/work/aten/src/ATen/native/Convolution.cpp:1031.)\n",
|
|
" out = conv2d(spatial_kernel, image, padding='same')[0,0].cpu()\n",
|
|
"/tmp/ipykernel_10191/3562513726.py:4: UserWarning: Plan failed with a cudnnException: CUDNN_BACKEND_EXECUTION_PLAN_DESCRIPTOR: cudnnFinalize Descriptor Failed cudnn_status: CUDNN_STATUS_NOT_SUPPORTED (Triggered internally at /opt/conda/conda-bld/pytorch_1712608935911/work/aten/src/ATen/native/cudnn/Conv_v8.cpp:919.)\n",
|
|
" out = conv2d(spatial_kernel, image, padding='same')[0,0].cpu()\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1040x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"class_id = 2\n",
|
|
"# switch kernel and weights because image is smaller than one filter\n",
|
|
"image = inputs[class_id*CONFIG.test_class_instances:class_id*CONFIG.test_class_instances+1]\n",
|
|
"out = conv2d(spatial_kernel, image, padding='same')[0,0].cpu()\n",
|
|
"out = out.abs()\n",
|
|
"out = out/out.sum(dim=[0,1], keepdim=True)\n",
|
|
"\n",
|
|
"f, ax = imshow(out.abs(), title=\"Result of digital convolution with spatial kernel\")\n",
|
|
"y,x = (out==torch.max(out)).nonzero()[0]\n",
|
|
"ax[0].text(x,y, \"max\", color='white');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "25d8a6c1-4c77-482c-a9c6-94de11f3eee8",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"torch.save(classificator.state_dict(), CONFIG.classifier_model_path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "ea950ec2-a471-4bdc-990d-2d5eee8a0153",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"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": "3.10.14"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|