@@ -33,22 +33,22 @@ Image Classification
3333
3434 Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz
3535 Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz to ../datasets/FashionMNIST/raw/train-images-idx3-ubyte.gz
36- 0%| | 0/26421880 [00:00<?, ?it/s] 0%| | 65536/26421880 [00:00<01:15, 351267.31it/s] 1%| | 163840/26421880 [00:00<00:43, 609414.50it/s] 2%|1 | 425984/26421880 [00:00<00:24, 1062279.85it/s] 5%|5 | 1343488/26421880 [00:00<00:07, 3392978.15it/s] 13%|#3 | 3473408/26421880 [00:00<00:03, 7060198.72it/s] 29%|##9 | 7733248/26421880 [00:00<00:01, 16103078.25it/s] 43%|####2 | 11304960/26421880 [00:00<00:00, 21320558.99it/s] 59%|#####9 | 15597568/26421880 [00:01<00:00, 22502874.39it/s] 75%|#######4 | 19791872/26421880 [00:01<00:00, 27264935.08it/s] 89%|########9 | 23592960/26421880 [00:01<00:00, 30051582.76it/s] 100%|##########| 26421880/26421880 [00:01<00:00, 18599895.80it/s]
36+ 0%| | 0/26421880 [00:00<?, ?it/s] 0%| | 32768/26421880 [00:00<01:37, 269661.04it/s] 0%| | 65536/26421880 [00:00<01:38, 267501.14it/s] 0%| | 131072/26421880 [00:00<01:07, 388969.63it/s] 1%| | 229376/26421880 [00:00<00:47, 551190.13it/s] 2%|1 | 458752/26421880 [00:00<00:25, 1024519.07it/s] 4%|3 | 950272/26421880 [00:00<00:12, 2034589.74it/s] 7%|7 | 1867776/26421880 [00:00<00:06, 3806328.31it/s] 14%|#4 | 3768320/26421880 [00:00<00:03, 7511243.63it/s] 26%|##6 | 6881280/26421880 [00:01<00:01, 13055905.73it/s] 38%|###7 | 9994240/26421880 [00:01<00:00, 16843136.89it/s] 49%|####9 | 13008896/26421880 [00:01<00:00, 19076794.87it/s] 61%|###### | 16089088/26421880 [00:01<00:00, 20876086.01it/s] 73%|#######2 | 19169280/26421880 [00:01<00:00, 22121784.53it/s] 84%|########4 | 22249472/26421880 [00:01<00:00, 22991935.53it/s] 96%|#########5| 25329664/26421880 [00:01<00:00, 23587015.14it/s] 100%|##########| 26421880/26421880 [00:01<00:00, 14248915.59it/s]
3737 Extracting ../datasets/FashionMNIST/raw/train-images-idx3-ubyte.gz to ../datasets/FashionMNIST/raw
3838
3939 Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz
4040 Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz to ../datasets/FashionMNIST/raw/train-labels-idx1-ubyte.gz
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4242 Extracting ../datasets/FashionMNIST/raw/train-labels-idx1-ubyte.gz to ../datasets/FashionMNIST/raw
4343
4444 Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz
4545 Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz to ../datasets/FashionMNIST/raw/t10k-images-idx3-ubyte.gz
46- 0%| | 0/4422102 [00:00<?, ?it/s] 1%|1 | 65536/4422102 [00:00<00:12, 357624.30it /s] 4%|4 | 196608 /4422102 [00:00<00:05, 764127.24it /s] 11%|#1 | 491520 /4422102 [00:00<00:03, 1253424.48it /s] 35 %|###4 | 1540096 /4422102 [00:00<00:00, 3979059.86it /s] 87 %|########6 | 3833856 /4422102 [00:00<00:00, 7916719 .41it/s] 100%|##########| 4422102/4422102 [00:00<00:00, 6005980.87it /s]
46+ 0%| | 0/4422102 [00:00<?, ?it/s] 1%| | 32768/4422102 [00:00<00:16, 271365.89it/s] 1%|1 | 65536/4422102 [00:00<00:16, 270266.93it /s] 3%|2 | 131072 /4422102 [00:00<00:10, 392338.29it /s] 5%|5 | 229376/4422102 [00:00<00:07, 556637.94it/s] 10%|# | 458752 /4422102 [00:00<00:03, 1036164.16it /s] 21 %|## | 917504 /4422102 [00:00<00:01, 1967160.72it/s] 41%|####1 | 1835008/4422102 [00:00<00:00, 3788204.48it /s] 83 %|########2 | 3670016 /4422102 [00:00<00:00, 7365292 .41it/s] 100%|##########| 4422102/4422102 [00:00<00:00, 4526747.11it /s]
4747 Extracting ../datasets/FashionMNIST/raw/t10k-images-idx3-ubyte.gz to ../datasets/FashionMNIST/raw
4848
4949 Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz
5050 Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz to ../datasets/FashionMNIST/raw/t10k-labels-idx1-ubyte.gz
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5252 Extracting ../datasets/FashionMNIST/raw/t10k-labels-idx1-ubyte.gz to ../datasets/FashionMNIST/raw
5353
5454 Pipeline CS:
@@ -85,24 +85,23 @@ Image Classification
8585 Configuration(values={
8686 'image_augmenter:GaussianBlur: use_augmenter': False,
8787 'image_augmenter:GaussianNoise: use_augmenter': False,
88- 'image_augmenter:RandomAffine: rotate': 264 ,
89- 'image_augmenter:RandomAffine: scale_offset': 0.1997598286556691 ,
90- 'image_augmenter:RandomAffine: shear': 38 ,
91- 'image_augmenter:RandomAffine: translate_percent_offset': 0.21531300486072077 ,
88+ 'image_augmenter:RandomAffine: rotate': 124 ,
89+ 'image_augmenter:RandomAffine: scale_offset': 0.06255439515201121 ,
90+ 'image_augmenter:RandomAffine: shear': 31 ,
91+ 'image_augmenter:RandomAffine: translate_percent_offset': 0.17281138629598677 ,
9292 'image_augmenter:RandomAffine: use_augmenter': True,
93- 'image_augmenter:RandomCutout: p': 0.24443754548888208,
94- 'image_augmenter:RandomCutout: use_augmenter': True,
95- 'image_augmenter:Resize: use_augmenter': True,
96- 'image_augmenter:ZeroPadAndCrop: percent': 0.37202634450268485,
97- 'normalizer:__choice__': 'ImageNormalizer',
93+ 'image_augmenter:RandomCutout: use_augmenter': False,
94+ 'image_augmenter:Resize: use_augmenter': False,
95+ 'image_augmenter:ZeroPadAndCrop: percent': 0.1857189312490744,
96+ 'normalizer:__choice__': 'NoNormalizer',
9897 })
9998
10099 Fitting the pipeline...
101100 ________________________________________
102101 ImageClassificationPipeline
103102 ________________________________________
104103 0-) normalizer:
105- ImageNormalizer
104+ NoNormalizer
106105
107106 1-) preprocessing:
108107 EarlyPreprocessing
@@ -174,7 +173,7 @@ Image Classification
174173
175174 .. rst-class :: sphx-glr-timing
176175
177- **Total running time of the script: ** ( 0 minutes 5.806 seconds)
176+ **Total running time of the script: ** ( 0 minutes 6.707 seconds)
178177
179178
180179.. _sphx_glr_download_examples_20_basics_example_image_classification.py :
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