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Datasets:
ego-thales
/
cifar10

Tasks:
Image Classification
Modalities:
Image
Text
Formats:
imagefolder
Languages:
English
Size:
100K - 1M
Libraries:
Datasets
License:
Dataset card Data Studio Files
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  1. README.md +529 -3
  2. calibration/airplane.zip +3 -0
  3. calibration/automobile.zip +3 -0
  4. calibration/bird.zip +3 -0
  5. calibration/cat.zip +3 -0
  6. calibration/deer.zip +3 -0
  7. calibration/dog.zip +3 -0
  8. calibration/frog.zip +3 -0
  9. calibration/horse.zip +3 -0
  10. calibration/ship.zip +3 -0
  11. calibration/truck.zip +3 -0
  12. test/airplane.zip +3 -0
  13. test/automobile.zip +3 -0
  14. test/bird.zip +3 -0
  15. test/cat.zip +3 -0
  16. test/deer.zip +3 -0
  17. test/dog.zip +3 -0
  18. test/frog.zip +3 -0
  19. test/horse.zip +3 -0
  20. test/ship.zip +3 -0
  21. test/truck.zip +3 -0
  22. train/airplane.zip +3 -0
  23. train/automobile.zip +3 -0
  24. train/bird.zip +3 -0
  25. train/cat.zip +3 -0
  26. train/deer.zip +3 -0
  27. train/dog.zip +3 -0
  28. train/frog.zip +3 -0
  29. train/horse.zip +3 -0
  30. train/ship.zip +3 -0
  31. train/truck.zip +3 -0
README.md CHANGED
@@ -1,3 +1,529 @@
1
- ---
2
- license: mit
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ configs:
4
+ - config_name: complete
5
+ default: true
6
+ data_files:
7
+ - split: train
8
+ path: "train/*.zip"
9
+ - split: calibration
10
+ path: "calibration/*.zip"
11
+ - split: test
12
+ path: "test/*.zip"
13
+
14
+ - config_name: no_airplane
15
+ data_files:
16
+ - split: train
17
+ path:
18
+ - "train/automobilezip"
19
+ - "train/birdzip"
20
+ - "train/catzip"
21
+ - "train/deerzip"
22
+ - "train/dogzip"
23
+ - "train/frogzip"
24
+ - "train/horsezip"
25
+ - "train/shipzip"
26
+ - "train/truckzip"
27
+ - split: calibration
28
+ path:
29
+ - "calibration/automobile.zip"
30
+ - "calibration/bird.zip"
31
+ - "calibration/cat.zip"
32
+ - "calibration/deer.zip"
33
+ - "calibration/dog.zip"
34
+ - "calibration/frog.zip"
35
+ - "calibration/horse.zip"
36
+ - "calibration/ship.zip"
37
+ - "calibration/truck.zip"
38
+ - split: test
39
+ path:
40
+ - "test/automobile.zip"
41
+ - "test/bird.zip"
42
+ - "test/cat.zip"
43
+ - "test/deer.zip"
44
+ - "test/dog.zip"
45
+ - "test/frog.zip"
46
+ - "test/horse.zip"
47
+ - "test/ship.zip"
48
+ - "test/truck.zip"
49
+ - split: left_out_train
50
+ path: "train/airplane.zip"
51
+ - split: left_out_calibration
52
+ path: "calibration/airplane.zip"
53
+ - split: left_out_test
54
+ path: "test/airplane.zip"
55
+ - split: left_out
56
+ path:
57
+ - "train/airplane.zip"
58
+ - "calibration/airplane.zip"
59
+ - "test/airplane.zip"
60
+
61
+ - config_name: no_automobile
62
+ data_files:
63
+ - split: train
64
+ path:
65
+ - "train/airplane.zip"
66
+ - "train/bird.zip"
67
+ - "train/cat.zip"
68
+ - "train/deer.zip"
69
+ - "train/dog.zip"
70
+ - "train/frog.zip"
71
+ - "train/horse.zip"
72
+ - "train/ship.zip"
73
+ - "train/truck.zip"
74
+ - split: calibration
75
+ path:
76
+ - "calibration/airplane.zip"
77
+ - "calibration/bird.zip"
78
+ - "calibration/cat.zip"
79
+ - "calibration/deer.zip"
80
+ - "calibration/dog.zip"
81
+ - "calibration/frog.zip"
82
+ - "calibration/horse.zip"
83
+ - "calibration/ship.zip"
84
+ - "calibration/truck.zip"
85
+ - split: test
86
+ path:
87
+ - "test/airplane.zip"
88
+ - "test/bird.zip"
89
+ - "test/cat.zip"
90
+ - "test/deer.zip"
91
+ - "test/dog.zip"
92
+ - "test/frog.zip"
93
+ - "test/horse.zip"
94
+ - "test/ship.zip"
95
+ - "test/truck.zip"
96
+ - split: left_out_train
97
+ path: "train/automobile.zip"
98
+ - split: left_out_calibration
99
+ path: "calibration/automobile.zip"
100
+ - split: left_out_test
101
+ path: "test/automobile.zip"
102
+ - split: left_out
103
+ path:
104
+ - "train/automobile.zip"
105
+ - "calibration/automobile.zip"
106
+ - "test/automobile.zip"
107
+
108
+ - config_name: no_bird
109
+ data_files:
110
+ - split: train
111
+ path:
112
+ - "train/airplane.zip"
113
+ - "train/automobile.zip"
114
+ - "train/cat.zip"
115
+ - "train/deer.zip"
116
+ - "train/dog.zip"
117
+ - "train/frog.zip"
118
+ - "train/horse.zip"
119
+ - "train/ship.zip"
120
+ - "train/truck.zip"
121
+ - split: calibration
122
+ path:
123
+ - "calibration/airplane.zip"
124
+ - "calibration/automobile.zip"
125
+ - "calibration/cat.zip"
126
+ - "calibration/deer.zip"
127
+ - "calibration/dog.zip"
128
+ - "calibration/frog.zip"
129
+ - "calibration/horse.zip"
130
+ - "calibration/ship.zip"
131
+ - "calibration/truck.zip"
132
+ - split: test
133
+ path:
134
+ - "test/airplane.zip"
135
+ - "test/automobile.zip"
136
+ - "test/cat.zip"
137
+ - "test/deer.zip"
138
+ - "test/dog.zip"
139
+ - "test/frog.zip"
140
+ - "test/horse.zip"
141
+ - "test/ship.zip"
142
+ - "test/truck.zip"
143
+ - split: left_out_train
144
+ path: "train/bird.zip"
145
+ - split: left_out_calibration
146
+ path: "calibration/bird.zip"
147
+ - split: left_out_test
148
+ path: "test/bird.zip"
149
+ - split: left_out
150
+ path:
151
+ - "train/bird.zip"
152
+ - "calibration/bird.zip"
153
+ - "test/bird.zip"
154
+
155
+ - config_name: no_cat
156
+ data_files:
157
+ - split: train
158
+ path:
159
+ - "train/airplane.zip"
160
+ - "train/automobile.zip"
161
+ - "train/bird.zip"
162
+ - "train/deer.zip"
163
+ - "train/dog.zip"
164
+ - "train/frog.zip"
165
+ - "train/horse.zip"
166
+ - "train/ship.zip"
167
+ - "train/truck.zip"
168
+ - split: calibration
169
+ path:
170
+ - "calibration/airplane.zip"
171
+ - "calibration/automobile.zip"
172
+ - "calibration/bird.zip"
173
+ - "calibration/deer.zip"
174
+ - "calibration/dog.zip"
175
+ - "calibration/frog.zip"
176
+ - "calibration/horse.zip"
177
+ - "calibration/ship.zip"
178
+ - "calibration/truck.zip"
179
+ - split: test
180
+ path:
181
+ - "test/airplane.zip"
182
+ - "test/automobile.zip"
183
+ - "test/bird.zip"
184
+ - "test/deer.zip"
185
+ - "test/dog.zip"
186
+ - "test/frog.zip"
187
+ - "test/horse.zip"
188
+ - "test/ship.zip"
189
+ - "test/truck.zip"
190
+ - split: left_out_train
191
+ path: "train/cat.zip"
192
+ - split: left_out_calibration
193
+ path: "calibration/cat.zip"
194
+ - split: left_out_test
195
+ path: "test/cat.zip"
196
+ - split: left_out
197
+ path:
198
+ - "train/cat.zip"
199
+ - "calibration/cat.zip"
200
+ - "test/cat.zip"
201
+
202
+ - config_name: no_deer
203
+ data_files:
204
+ - split: train
205
+ path:
206
+ - "train/airplane.zip"
207
+ - "train/automobile.zip"
208
+ - "train/bird.zip"
209
+ - "train/cat.zip"
210
+ - "train/dog.zip"
211
+ - "train/frog.zip"
212
+ - "train/horse.zip"
213
+ - "train/ship.zip"
214
+ - "train/truck.zip"
215
+ - split: calibration
216
+ path:
217
+ - "calibration/airplane.zip"
218
+ - "calibration/automobile.zip"
219
+ - "calibration/bird.zip"
220
+ - "calibration/cat.zip"
221
+ - "calibration/dog.zip"
222
+ - "calibration/frog.zip"
223
+ - "calibration/horse.zip"
224
+ - "calibration/ship.zip"
225
+ - "calibration/truck.zip"
226
+ - split: test
227
+ path:
228
+ - "test/airplane.zip"
229
+ - "test/automobile.zip"
230
+ - "test/bird.zip"
231
+ - "test/cat.zip"
232
+ - "test/dog.zip"
233
+ - "test/frog.zip"
234
+ - "test/horse.zip"
235
+ - "test/ship.zip"
236
+ - "test/truck.zip"
237
+ - split: left_out_train
238
+ path: "train/deer.zip"
239
+ - split: left_out_calibration
240
+ path: "calibration/deer.zip"
241
+ - split: left_out_test
242
+ path: "test/deer.zip"
243
+ - split: left_out
244
+ path:
245
+ - "train/deer.zip"
246
+ - "calibration/deer.zip"
247
+ - "test/deer.zip"
248
+
249
+ - config_name: no_dog
250
+ data_files:
251
+ - split: train
252
+ path:
253
+ - "train/airplane.zip"
254
+ - "train/automobile.zip"
255
+ - "train/bird.zip"
256
+ - "train/cat.zip"
257
+ - "train/deer.zip"
258
+ - "train/frog.zip"
259
+ - "train/horse.zip"
260
+ - "train/ship.zip"
261
+ - "train/truck.zip"
262
+ - split: calibration
263
+ path:
264
+ - "calibration/airplane.zip"
265
+ - "calibration/automobile.zip"
266
+ - "calibration/bird.zip"
267
+ - "calibration/cat.zip"
268
+ - "calibration/deer.zip"
269
+ - "calibration/frog.zip"
270
+ - "calibration/horse.zip"
271
+ - "calibration/ship.zip"
272
+ - "calibration/truck.zip"
273
+ - split: test
274
+ path:
275
+ - "test/airplane.zip"
276
+ - "test/automobile.zip"
277
+ - "test/bird.zip"
278
+ - "test/cat.zip"
279
+ - "test/deer.zip"
280
+ - "test/frog.zip"
281
+ - "test/horse.zip"
282
+ - "test/ship.zip"
283
+ - "test/truck.zip"
284
+ - split: left_out_train
285
+ path: "train/dog.zip"
286
+ - split: left_out_calibration
287
+ path: "calibration/dog.zip"
288
+ - split: left_out_test
289
+ path: "test/dog.zip"
290
+ - split: left_out
291
+ path:
292
+ - "train/dog.zip"
293
+ - "calibration/dog.zip"
294
+ - "test/dog.zip"
295
+
296
+ - config_name: no_frog
297
+ data_files:
298
+ - split: train
299
+ path:
300
+ - "train/airplane.zip"
301
+ - "train/automobile.zip"
302
+ - "train/bird.zip"
303
+ - "train/cat.zip"
304
+ - "train/deer.zip"
305
+ - "train/dog.zip"
306
+ - "train/horse.zip"
307
+ - "train/ship.zip"
308
+ - "train/truck.zip"
309
+ - split: calibration
310
+ path:
311
+ - "calibration/airplane.zip"
312
+ - "calibration/automobile.zip"
313
+ - "calibration/bird.zip"
314
+ - "calibration/cat.zip"
315
+ - "calibration/deer.zip"
316
+ - "calibration/dog.zip"
317
+ - "calibration/horse.zip"
318
+ - "calibration/ship.zip"
319
+ - "calibration/truck.zip"
320
+ - split: test
321
+ path:
322
+ - "test/airplane.zip"
323
+ - "test/automobile.zip"
324
+ - "test/bird.zip"
325
+ - "test/cat.zip"
326
+ - "test/deer.zip"
327
+ - "test/dog.zip"
328
+ - "test/horse.zip"
329
+ - "test/ship.zip"
330
+ - "test/truck.zip"
331
+ - split: left_out_train
332
+ path: "train/frog.zip"
333
+ - split: left_out_calibration
334
+ path: "calibration/frog.zip"
335
+ - split: left_out_test
336
+ path: "test/frog.zip"
337
+ - split: left_out
338
+ path:
339
+ - "train/frog.zip"
340
+ - "calibration/frog.zip"
341
+ - "test/frog.zip"
342
+
343
+ - config_name: no_horse
344
+ data_files:
345
+ - split: train
346
+ path:
347
+ - "train/airplane.zip"
348
+ - "train/automobile.zip"
349
+ - "train/bird.zip"
350
+ - "train/cat.zip"
351
+ - "train/deer.zip"
352
+ - "train/dog.zip"
353
+ - "train/frog.zip"
354
+ - "train/ship.zip"
355
+ - "train/truck.zip"
356
+ - split: calibration
357
+ path:
358
+ - "calibration/airplane.zip"
359
+ - "calibration/automobile.zip"
360
+ - "calibration/bird.zip"
361
+ - "calibration/cat.zip"
362
+ - "calibration/deer.zip"
363
+ - "calibration/dog.zip"
364
+ - "calibration/frog.zip"
365
+ - "calibration/ship.zip"
366
+ - "calibration/truck.zip"
367
+ - split: test
368
+ path:
369
+ - "test/airplane.zip"
370
+ - "test/automobile.zip"
371
+ - "test/bird.zip"
372
+ - "test/cat.zip"
373
+ - "test/deer.zip"
374
+ - "test/dog.zip"
375
+ - "test/frog.zip"
376
+ - "test/ship.zip"
377
+ - "test/truck.zip"
378
+ - split: left_out_train
379
+ path: "train/horse.zip"
380
+ - split: left_out_calibration
381
+ path: "calibration/horse.zip"
382
+ - split: left_out_test
383
+ path: "test/horse.zip"
384
+ - split: left_out
385
+ path:
386
+ - "train/horse.zip"
387
+ - "calibration/horse.zip"
388
+ - "test/horse.zip"
389
+
390
+ - config_name: no_ship
391
+ data_files:
392
+ - split: train
393
+ path:
394
+ - "train/airplane.zip"
395
+ - "train/automobile.zip"
396
+ - "train/bird.zip"
397
+ - "train/cat.zip"
398
+ - "train/deer.zip"
399
+ - "train/dog.zip"
400
+ - "train/frog.zip"
401
+ - "train/horse.zip"
402
+ - "train/truck.zip"
403
+ - split: calibration
404
+ path:
405
+ - "calibration/airplane.zip"
406
+ - "calibration/automobile.zip"
407
+ - "calibration/bird.zip"
408
+ - "calibration/cat.zip"
409
+ - "calibration/deer.zip"
410
+ - "calibration/dog.zip"
411
+ - "calibration/frog.zip"
412
+ - "calibration/horse.zip"
413
+ - "calibration/truck.zip"
414
+ - split: test
415
+ path:
416
+ - "test/airplane.zip"
417
+ - "test/automobile.zip"
418
+ - "test/bird.zip"
419
+ - "test/cat.zip"
420
+ - "test/deer.zip"
421
+ - "test/dog.zip"
422
+ - "test/frog.zip"
423
+ - "test/horse.zip"
424
+ - "test/truck.zip"
425
+ - split: left_out_train
426
+ path: "train/ship.zip"
427
+ - split: left_out_calibration
428
+ path: "calibration/ship.zip"
429
+ - split: left_out_test
430
+ path: "test/ship.zip"
431
+ - split: left_out
432
+ path:
433
+ - "train/ship.zip"
434
+ - "calibration/ship.zip"
435
+ - "test/ship.zip"
436
+
437
+ - config_name: no_truck
438
+ data_files:
439
+ - split: train
440
+ path:
441
+ - "train/airplane.zip"
442
+ - "train/automobile.zip"
443
+ - "train/bird.zip"
444
+ - "train/cat.zip"
445
+ - "train/deer.zip"
446
+ - "train/dog.zip"
447
+ - "train/frog.zip"
448
+ - "train/horse.zip"
449
+ - "train/ship.zip"
450
+ - split: calibration
451
+ path:
452
+ - "calibration/airplane.zip"
453
+ - "calibration/automobile.zip"
454
+ - "calibration/bird.zip"
455
+ - "calibration/cat.zip"
456
+ - "calibration/deer.zip"
457
+ - "calibration/dog.zip"
458
+ - "calibration/frog.zip"
459
+ - "calibration/horse.zip"
460
+ - "calibration/ship.zip"
461
+ - split: test
462
+ path:
463
+ - "test/airplane.zip"
464
+ - "test/automobile.zip"
465
+ - "test/bird.zip"
466
+ - "test/cat.zip"
467
+ - "test/deer.zip"
468
+ - "test/dog.zip"
469
+ - "test/frog.zip"
470
+ - "test/horse.zip"
471
+ - "test/ship.zip"
472
+ - split: left_out_train
473
+ path: "train/truck.zip"
474
+ - split: left_out_calibration
475
+ path: "calibration/truck.zip"
476
+ - split: left_out_test
477
+ path: "test/truck.zip"
478
+ - split: left_out
479
+ path:
480
+ - "train/truck.zip"
481
+ - "calibration/truck.zip"
482
+ - "test/truck.zip"
483
+ ---
484
+
485
+ # Dataset Specifications
486
+
487
+ Contains the entire CIFAR10 dataset, downloaded via *PyTorch*, then split and saved as `.png` files representing 32x32 images.
488
+
489
+ There a three splits, perfectly balanced class-wise:
490
+
491
+ - `train`: 49,000 out of the original 50,000 samples from the training set of CIFAR10;
492
+ - `calibration`: 1,000 left-out samples from the training set;
493
+ - `test`: 10,000 samples, the entire original test set.
494
+
495
+ # File Structure
496
+
497
+ Files are archives `<split>/<classname>.zip`. Each `<classname>.zip` is a flat archive containing the associated images `XXXX.png`.
498
+
499
+ **For a given class**, every filename `XXXX.png` is unique, with `XXXX` ranging:
500
+
501
+ - from `"0000"` to `"0999"` for test samples,
502
+ - from `"1000"` to `"1099"` for calibration samples,
503
+ - from `"1100"` to `"5999"` for test samples.
504
+
505
+
506
+ # Use with PyTorch
507
+
508
+ As a helper, you can use the following snippet to iterate through a specific split:
509
+ ```python
510
+ from datasets import load_dataset
511
+ from torch.utils.data import DataLoader
512
+
513
+ dataset = load_dataset("ego-thales/cifar10", name="no_bird", split="calibration", streaming=True)
514
+ dataloader = DataLoader(dataset.with_format("torch"), batch_size=500)
515
+ for batch in dataloader:
516
+ # batch["images"]: tensor with shape `(500, 3, 32, 32)` (`torch.uint8` values between 0 and 255)
517
+ # batch["label"]: tensor with shape `(500,)` (`torch.int64` values between 0 and 9)
518
+ # batch["classname"]: list of length `500` with classnames as `str`
519
+ ```
520
+
521
+ ## Loading arguments
522
+
523
+ - `name` (Optional): Either `"complete"` or `"no_<classname>"`.
524
+ - `split` (Optional): One of `"train"`, `"calibration"` or `"test"`. If `name` is of the format `"no_<classname>"`, then the following values are also allowed: `"left_out_train"`, `"left_out_calibration"`, `"left_out_test"` and `"left_out"` (for all left-out samples).
525
+ - `streaming`: For now, recommended `True` otherwise the entire dataset is loaded even if you request a small split (see [here](https://discuss.huggingface.co/t/download-only-requested-split/165968)).
526
+
527
+ ## Limitation
528
+
529
+ The `.zip` archives are unzipped at every iteration where they are needed. As such, we recommend using an adapted `batch_size`, accounting for the number of samples in each `data.zip`.
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