|
7 | 7 | "outputs": [],
|
8 | 8 | "source": [
|
9 | 9 | "from torch.utils.data import Dataset\n",
|
10 |
| - "from Datasets import load\n", |
| 10 | + "from src.Datasets import load\n", |
11 | 11 | "import matplotlib.pyplot as plt\n",
|
12 | 12 | "import numpy as np\n",
|
13 | 13 | "from torch.utils.data import DataLoader\n",
|
|
16 | 16 | "import torch"
|
17 | 17 | ]
|
18 | 18 | },
|
19 |
| - { |
20 |
| - "cell_type": "code", |
21 |
| - "execution_count": 30, |
22 |
| - "metadata": {}, |
23 |
| - "outputs": [], |
24 |
| - "source": [ |
25 |
| - "dataset = datasets.MNIST(\n", |
26 |
| - " root=\".\",\n", |
27 |
| - " train=True,\n", |
28 |
| - " download=True,\n", |
29 |
| - " transform=transforms.ToTensor(),\n", |
30 |
| - " )" |
31 |
| - ] |
32 |
| - }, |
33 | 19 | {
|
34 | 20 | "cell_type": "code",
|
35 | 21 | "execution_count": 2,
|
|
241 | 227 | "mean, std"
|
242 | 228 | ]
|
243 | 229 | },
|
244 |
| - { |
245 |
| - "cell_type": "code", |
246 |
| - "execution_count": 14, |
247 |
| - "metadata": {}, |
248 |
| - "outputs": [ |
249 |
| - { |
250 |
| - "data": { |
251 |
| - "text/plain": [ |
252 |
| - "(tensor([[[0.2000, 0.1490, 0.1804, 0.2510, 0.3412, 0.4157, 0.4431, 0.4627,\n", |
253 |
| - " 0.4510, 0.4000, 0.4196, 0.4392, 0.4235, 0.3961, 0.4196, 0.4039,\n", |
254 |
| - " 0.4039, 0.4431, 0.4275, 0.4235, 0.4314, 0.4706, 0.5137, 0.5216,\n", |
255 |
| - " 0.5098, 0.5098, 0.4941, 0.4824],\n", |
256 |
| - " [0.0667, 0.0235, 0.0980, 0.2039, 0.3176, 0.3765, 0.3647, 0.3569,\n", |
257 |
| - " 0.3294, 0.3059, 0.3020, 0.3216, 0.3255, 0.3333, 0.3451, 0.3176,\n", |
258 |
| - " 0.3294, 0.3765, 0.3765, 0.3843, 0.3647, 0.3569, 0.3804, 0.3961,\n", |
259 |
| - " 0.4039, 0.3804, 0.3569, 0.3529],\n", |
260 |
| - " [0.0902, 0.0863, 0.1961, 0.2784, 0.3412, 0.3608, 0.3294, 0.3176,\n", |
261 |
| - " 0.3412, 0.3373, 0.3176, 0.3686, 0.3843, 0.3765, 0.3608, 0.3490,\n", |
262 |
| - " 0.3529, 0.3765, 0.4000, 0.4157, 0.3922, 0.3725, 0.3804, 0.4000,\n", |
263 |
| - " 0.4078, 0.3725, 0.3569, 0.3098],\n", |
264 |
| - " [0.1216, 0.1608, 0.2824, 0.3216, 0.3294, 0.3294, 0.3059, 0.3137,\n", |
265 |
| - " 0.3686, 0.3529, 0.3137, 0.3647, 0.3725, 0.3333, 0.3098, 0.3333,\n", |
266 |
| - " 0.3569, 0.3686, 0.4157, 0.4118, 0.4039, 0.3804, 0.3725, 0.3647,\n", |
267 |
| - " 0.3529, 0.3176, 0.2902, 0.2392],\n", |
268 |
| - " [0.1843, 0.2275, 0.3216, 0.3608, 0.3608, 0.3529, 0.3333, 0.3137,\n", |
269 |
| - " 0.3608, 0.3333, 0.2980, 0.3216, 0.3255, 0.2863, 0.2706, 0.2863,\n", |
270 |
| - " 0.2863, 0.3098, 0.3412, 0.3176, 0.3647, 0.4039, 0.3804, 0.3333,\n", |
271 |
| - " 0.2863, 0.2235, 0.1412, 0.1176],\n", |
272 |
| - " [0.2706, 0.3098, 0.3529, 0.3725, 0.3725, 0.3451, 0.3294, 0.3490,\n", |
273 |
| - " 0.3765, 0.3373, 0.3137, 0.2667, 0.2275, 0.2157, 0.2510, 0.2471,\n", |
274 |
| - " 0.1882, 0.1961, 0.2275, 0.3294, 0.3451, 0.4039, 0.4196, 0.3412,\n", |
275 |
| - " 0.2784, 0.2510, 0.2196, 0.1686],\n", |
276 |
| - " [0.3373, 0.3412, 0.3882, 0.3922, 0.3647, 0.3725, 0.3765, 0.3725,\n", |
277 |
| - " 0.3843, 0.3529, 0.2510, 0.1608, 0.1255, 0.1765, 0.4392, 0.4667,\n", |
278 |
| - " 0.2667, 0.1765, 0.2078, 0.3137, 0.3020, 0.3765, 0.4314, 0.3725,\n", |
279 |
| - " 0.3098, 0.2902, 0.3451, 0.3098],\n", |
280 |
| - " [0.4196, 0.3804, 0.3922, 0.3686, 0.3529, 0.3647, 0.3686, 0.3647,\n", |
281 |
| - " 0.3961, 0.3020, 0.1647, 0.1373, 0.1412, 0.2078, 0.4706, 0.4784,\n", |
282 |
| - " 0.3608, 0.2431, 0.2078, 0.2039, 0.1922, 0.3098, 0.4039, 0.3961,\n", |
283 |
| - " 0.3804, 0.3608, 0.3608, 0.3882],\n", |
284 |
| - " [0.4980, 0.4784, 0.4627, 0.4078, 0.3843, 0.3843, 0.3922, 0.4157,\n", |
285 |
| - " 0.3529, 0.2196, 0.1765, 0.1922, 0.2510, 0.2902, 0.3569, 0.3490,\n", |
286 |
| - " 0.3647, 0.3294, 0.3255, 0.2941, 0.2235, 0.2941, 0.3882, 0.3882,\n", |
287 |
| - " 0.3961, 0.3961, 0.3765, 0.3882],\n", |
288 |
| - " [0.4902, 0.4745, 0.4588, 0.4196, 0.4078, 0.4039, 0.3843, 0.4275,\n", |
289 |
| - " 0.3294, 0.2549, 0.2824, 0.3176, 0.4078, 0.4039, 0.4196, 0.3882,\n", |
290 |
| - " 0.4235, 0.4549, 0.5608, 0.5176, 0.3294, 0.3059, 0.3922, 0.3882,\n", |
291 |
| - " 0.4000, 0.4000, 0.3804, 0.3922],\n", |
292 |
| - " [0.4667, 0.4510, 0.4392, 0.4275, 0.4000, 0.3216, 0.2902, 0.3608,\n", |
293 |
| - " 0.3098, 0.3882, 0.4667, 0.5059, 0.5804, 0.5333, 0.5686, 0.5647,\n", |
294 |
| - " 0.5765, 0.5843, 0.6392, 0.5804, 0.3843, 0.3255, 0.3961, 0.3961,\n", |
295 |
| - " 0.4000, 0.3961, 0.3843, 0.3922],\n", |
296 |
| - " [0.5020, 0.4627, 0.4392, 0.4275, 0.3490, 0.2392, 0.2353, 0.2588,\n", |
297 |
| - " 0.3059, 0.5176, 0.6078, 0.5922, 0.7451, 0.7176, 0.7176, 0.7137,\n", |
298 |
| - " 0.6824, 0.6667, 0.6549, 0.6039, 0.5020, 0.4314, 0.3961, 0.3961,\n", |
299 |
| - " 0.3922, 0.4039, 0.3922, 0.4000],\n", |
300 |
| - " [0.4824, 0.4627, 0.4471, 0.4196, 0.2941, 0.2314, 0.2667, 0.2549,\n", |
301 |
| - " 0.4000, 0.6000, 0.5490, 0.5804, 0.7686, 0.8549, 0.8510, 0.8235,\n", |
302 |
| - " 0.7961, 0.7529, 0.7686, 0.7647, 0.7490, 0.6588, 0.4431, 0.3882,\n", |
303 |
| - " 0.3961, 0.4039, 0.3882, 0.3922],\n", |
304 |
| - " [0.4667, 0.4275, 0.4275, 0.4157, 0.2667, 0.1961, 0.2431, 0.3412,\n", |
305 |
| - " 0.6196, 0.6275, 0.4510, 0.5765, 0.6863, 0.8863, 0.9647, 0.9412,\n", |
306 |
| - " 0.8824, 0.8275, 0.7882, 0.8275, 0.9137, 0.8196, 0.4863, 0.3961,\n", |
307 |
| - " 0.3961, 0.3843, 0.3765, 0.3725],\n", |
308 |
| - " [0.4627, 0.4078, 0.4235, 0.4078, 0.2667, 0.2392, 0.3255, 0.5608,\n", |
309 |
| - " 0.7882, 0.5961, 0.5059, 0.6431, 0.7373, 0.8745, 0.9137, 0.8784,\n", |
310 |
| - " 0.8353, 0.7686, 0.6196, 0.6941, 0.8980, 0.8000, 0.5294, 0.4784,\n", |
311 |
| - " 0.4745, 0.4549, 0.4039, 0.3569],\n", |
312 |
| - " [0.4471, 0.3725, 0.4078, 0.4078, 0.3373, 0.2980, 0.4745, 0.7882,\n", |
313 |
| - " 0.8431, 0.5608, 0.6431, 0.7882, 0.7922, 0.7961, 0.7529, 0.6510,\n", |
314 |
| - " 0.6000, 0.6314, 0.6549, 0.6706, 0.8275, 0.7725, 0.4980, 0.4275,\n", |
315 |
| - " 0.4196, 0.4314, 0.4431, 0.4314],\n", |
316 |
| - " [0.4431, 0.3412, 0.3647, 0.3843, 0.3765, 0.3804, 0.6863, 0.9098,\n", |
317 |
| - " 0.8118, 0.5490, 0.6745, 0.7961, 0.6196, 0.5490, 0.5020, 0.4824,\n", |
318 |
| - " 0.4824, 0.5255, 0.6824, 0.8000, 0.8706, 0.7765, 0.4588, 0.3412,\n", |
319 |
| - " 0.3333, 0.3216, 0.3569, 0.4667],\n", |
320 |
| - " [0.4275, 0.3608, 0.3804, 0.3804, 0.4000, 0.6078, 0.8667, 0.8627,\n", |
321 |
| - " 0.7098, 0.5216, 0.5765, 0.6471, 0.4471, 0.4157, 0.4275, 0.4980,\n", |
322 |
| - " 0.4510, 0.4392, 0.5922, 0.7725, 0.7922, 0.7059, 0.4431, 0.3137,\n", |
323 |
| - " 0.3255, 0.3255, 0.3176, 0.4353],\n", |
324 |
| - " [0.4196, 0.3490, 0.3686, 0.3608, 0.4196, 0.5608, 0.6902, 0.7059,\n", |
325 |
| - " 0.6235, 0.5176, 0.5412, 0.6118, 0.4745, 0.4235, 0.4510, 0.4745,\n", |
326 |
| - " 0.4235, 0.4235, 0.4667, 0.5451, 0.5373, 0.5373, 0.4353, 0.3569,\n", |
327 |
| - " 0.3882, 0.4118, 0.4078, 0.5294],\n", |
328 |
| - " [0.4157, 0.3569, 0.3804, 0.3804, 0.4353, 0.4275, 0.4549, 0.5843,\n", |
329 |
| - " 0.5882, 0.6078, 0.6275, 0.5922, 0.4863, 0.4235, 0.4353, 0.4471,\n", |
330 |
| - " 0.4471, 0.4392, 0.4314, 0.4392, 0.4314, 0.4118, 0.4157, 0.4314,\n", |
331 |
| - " 0.4353, 0.4275, 0.4706, 0.6471],\n", |
332 |
| - " [0.4275, 0.3804, 0.3961, 0.4392, 0.4510, 0.4392, 0.4431, 0.5176,\n", |
333 |
| - " 0.5451, 0.6314, 0.6941, 0.6824, 0.5333, 0.4275, 0.4275, 0.4157,\n", |
334 |
| - " 0.4549, 0.4588, 0.4314, 0.3529, 0.2902, 0.2902, 0.4039, 0.4824,\n", |
335 |
| - " 0.4314, 0.3961, 0.5098, 0.6471],\n", |
336 |
| - " [0.4471, 0.3686, 0.3961, 0.4275, 0.4431, 0.4627, 0.4902, 0.5451,\n", |
337 |
| - " 0.5725, 0.5686, 0.7059, 0.7020, 0.6392, 0.5765, 0.4392, 0.3725,\n", |
338 |
| - " 0.4275, 0.4510, 0.3725, 0.2627, 0.2549, 0.3294, 0.4471, 0.4510,\n", |
339 |
| - " 0.3961, 0.4431, 0.6039, 0.5373],\n", |
340 |
| - " [0.5373, 0.4118, 0.3804, 0.3725, 0.3882, 0.4353, 0.4784, 0.4980,\n", |
341 |
| - " 0.5137, 0.4588, 0.5020, 0.5294, 0.4863, 0.4863, 0.4314, 0.4039,\n", |
342 |
| - " 0.3882, 0.3765, 0.3804, 0.4078, 0.4392, 0.4471, 0.4275, 0.3922,\n", |
343 |
| - " 0.4118, 0.5725, 0.6784, 0.4549],\n", |
344 |
| - " [0.6353, 0.5098, 0.4235, 0.3686, 0.3608, 0.3961, 0.4353, 0.4314,\n", |
345 |
| - " 0.4039, 0.3647, 0.4039, 0.4627, 0.4314, 0.3804, 0.3804, 0.4431,\n", |
346 |
| - " 0.4353, 0.4078, 0.4235, 0.4510, 0.4510, 0.4588, 0.4314, 0.4000,\n", |
347 |
| - " 0.4980, 0.6627, 0.5765, 0.3373],\n", |
348 |
| - " [0.6863, 0.5569, 0.5176, 0.4588, 0.4000, 0.4039, 0.4353, 0.4275,\n", |
349 |
| - " 0.3922, 0.3647, 0.4039, 0.4275, 0.4000, 0.3647, 0.3647, 0.4118,\n", |
350 |
| - " 0.4471, 0.4353, 0.3882, 0.3922, 0.4275, 0.4471, 0.4471, 0.4078,\n", |
351 |
| - " 0.5216, 0.6353, 0.3608, 0.1686],\n", |
352 |
| - " [0.6784, 0.6000, 0.5882, 0.5490, 0.5020, 0.4667, 0.4510, 0.4157,\n", |
353 |
| - " 0.3882, 0.3961, 0.4157, 0.4235, 0.4000, 0.3804, 0.3843, 0.4235,\n", |
354 |
| - " 0.4431, 0.4510, 0.4078, 0.3529, 0.3804, 0.4314, 0.4078, 0.2863,\n", |
355 |
| - " 0.3569, 0.5255, 0.2510, 0.1255],\n", |
356 |
| - " [0.5922, 0.5451, 0.5804, 0.5961, 0.6000, 0.5686, 0.5137, 0.4471,\n", |
357 |
| - " 0.4039, 0.4118, 0.4157, 0.4078, 0.4000, 0.3922, 0.4078, 0.4235,\n", |
358 |
| - " 0.4235, 0.4235, 0.3922, 0.3490, 0.3294, 0.3608, 0.2863, 0.1412,\n", |
359 |
| - " 0.2392, 0.5098, 0.3333, 0.2157],\n", |
360 |
| - " [0.5765, 0.5412, 0.5804, 0.6196, 0.6863, 0.7059, 0.6667, 0.6000,\n", |
361 |
| - " 0.5373, 0.5098, 0.5059, 0.4980, 0.4706, 0.4824, 0.4941, 0.4627,\n", |
362 |
| - " 0.4392, 0.4431, 0.4235, 0.3725, 0.3647, 0.3843, 0.3255, 0.2667,\n", |
363 |
| - " 0.4118, 0.6471, 0.5255, 0.3765]]]),\n", |
364 |
| - " 6)" |
365 |
| - ] |
366 |
| - }, |
367 |
| - "execution_count": 14, |
368 |
| - "metadata": {}, |
369 |
| - "output_type": "execute_result" |
370 |
| - } |
371 |
| - ], |
372 |
| - "source": [ |
373 |
| - "dataset[0]" |
374 |
| - ] |
375 |
| - }, |
376 | 230 | {
|
377 | 231 | "cell_type": "code",
|
378 | 232 | "execution_count": 9,
|
|
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