markdown stringlengths 0 1.02M | code stringlengths 0 832k | output stringlengths 0 1.02M | license stringlengths 3 36 | path stringlengths 6 265 | repo_name stringlengths 6 127 |
|---|---|---|---|---|---|
appears so! 4. If so, eliminate them using the technique you think most suitable. | winsorized_budget = winsorize(education_df['Deficit'], (0.05, 0.05))
plt.boxplot(winsorized_budget, whis = 5) | _____no_output_____ | MIT | Data_cleaning_Outlier_EDA_Practice.ipynb | sgf-afk/Class_Assignments |
Looks like outliers were taken care of 5. Now create another variable by subtracting the TOTAL_EXPENDITURE from TOTAL_REVENUE. This time, use the outlier eliminated versions of TOTAL_EXPENDITURE from TOTAL_REVENUE. In this newly created variable, can you find any outliers? If so, eliminate them. | education_df['winsordeficit'] = winsorized_revenue - winsorized_expenditure
plt.boxplot(education_df['winsordeficit'], whis=5)
winsorizedbudget2 = winsorize(education_df['winsordeficit'], (0.05, 0.05))
plt.boxplot(winsorizedbudget2, whis=5) | _____no_output_____ | MIT | Data_cleaning_Outlier_EDA_Practice.ipynb | sgf-afk/Class_Assignments |
6. Compare some basic descriptive statistics of the budget variables you end up with in the 3rd and the 4th questions. Do you see any differences? | education_df.describe() | _____no_output_____ | MIT | Data_cleaning_Outlier_EDA_Practice.ipynb | sgf-afk/Class_Assignments |
Developing an AI applicationGoing forward, AI algorithms will be incorporated into more and more everyday applications. For example, you might want to include an image classifier in a smart phone app. To do this, you'd use a deep learning model trained on hundreds of thousands of images as part of the overall application architecture. A large part of software development in the future will be using these types of models as common parts of applications. In this project, you'll train an image classifier to recognize different species of flowers. You can imagine using something like this in a phone app that tells you the name of the flower your camera is looking at. In practice you'd train this classifier, then export it for use in your application. We'll be using [this dataset](http://www.robots.ox.ac.uk/~vgg/data/flowers/102/index.html) of 102 flower categories, you can see a few examples below. The project is broken down into multiple steps:* Load and preprocess the image dataset* Train the image classifier on your dataset* Use the trained classifier to predict image contentWe'll lead you through each part which you'll implement in Python.When you've completed this project, you'll have an application that can be trained on any set of labeled images. Here your network will be learning about flowers and end up as a command line application. But, what you do with your new skills depends on your imagination and effort in building a dataset. For example, imagine an app where you take a picture of a car, it tells you what the make and model is, then looks up information about it. Go build your own dataset and make something new.First up is importing the packages you'll need. It's good practice to keep all the imports at the beginning of your code. As you work through this notebook and find you need to import a package, make sure to add the import up here. Install PyTorch | # http://pytorch.org/
from os.path import exists
from wheel.pep425tags import get_abbr_impl, get_impl_ver, get_abi_tag
platform = '{}{}-{}'.format(get_abbr_impl(), get_impl_ver(), get_abi_tag())
cuda_output = !ldconfig -p|grep cudart.so|sed -e 's/.*\.\([0-9]*\)\.\([0-9]*\)$/cu\1\2/'
accelerator = cuda_output[0] if exists('/dev/nvidia0') else 'cpu'
!pip install -q http://download.pytorch.org/whl/{accelerator}/torch-0.4.1-{platform}-linux_x86_64.whl torchvision
import torch | _____no_output_____ | MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Download the dataset | !wget -O cat_to_name.json "https://raw.githubusercontent.com/GabrielePicco/deep-learning-flower-identifier/master/cat_to_name.json"
!wget "https://s3.amazonaws.com/content.udacity-data.com/courses/nd188/flower_data.zip"
!unzip flower_data.zip | --2018-12-10 15:16:17-- https://raw.githubusercontent.com/GabrielePicco/deep-learning-flower-identifier/master/cat_to_name.json
Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...
Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 2218 (2.2K) [text/plain]
Saving to: ‘cat_to_name.json’
cat_to_name.json 0%[ ] 0 --.-KB/s
cat_to_name.json 100%[===================>] 2.17K --.-KB/s in 0s
2018-12-10 15:16:18 (31.5 MB/s) - ‘cat_to_name.json’ saved [2218/2218]
--2018-12-10 15:16:20-- https://s3.amazonaws.com/content.udacity-data.com/courses/nd188/flower_data.zip
Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.170.37
Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.170.37|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 311442766 (297M) [application/zip]
Saving to: ‘flower_data.zip’
flower_data.zip 100%[===================>] 297.01M 16.3MB/s in 47s
2018-12-10 15:17:08 (6.29 MB/s) - ‘flower_data.zip’ saved [311442766/311442766]
Archive: flower_data.zip
creating: flower_data/
creating: flower_data/valid/
creating: flower_data/valid/61/
inflating: flower_data/valid/61/image_06296.jpg
inflating: flower_data/valid/61/image_06293.jpg
inflating: flower_data/valid/61/image_06292.jpg
inflating: flower_data/valid/61/image_06261.jpg
inflating: flower_data/valid/61/image_06259.jpg
inflating: flower_data/valid/61/image_06273.jpg
creating: flower_data/valid/95/
inflating: flower_data/valid/95/image_07513.jpg
inflating: flower_data/valid/95/image_07512.jpg
inflating: flower_data/valid/95/image_07510.jpg
inflating: flower_data/valid/95/image_07471.jpg
inflating: flower_data/valid/95/image_07475.jpg
inflating: flower_data/valid/95/image_07502.jpg
inflating: flower_data/valid/95/image_07588.jpg
inflating: flower_data/valid/95/image_07575.jpg
inflating: flower_data/valid/95/image_07585.jpg
inflating: flower_data/valid/95/image_07580.jpg
inflating: flower_data/valid/95/image_07581.jpg
inflating: flower_data/valid/95/image_07485.jpg
inflating: flower_data/valid/95/image_07484.jpg
creating: flower_data/valid/59/
inflating: flower_data/valid/59/image_05077.jpg
inflating: flower_data/valid/59/image_05034.jpg
inflating: flower_data/valid/59/image_05086.jpg
inflating: flower_data/valid/59/image_05056.jpg
creating: flower_data/valid/92/
inflating: flower_data/valid/92/image_03065.jpg
inflating: flower_data/valid/92/image_03063.jpg
creating: flower_data/valid/66/
inflating: flower_data/valid/66/image_05560.jpg
inflating: flower_data/valid/66/image_05577.jpg
inflating: flower_data/valid/66/image_05563.jpg
inflating: flower_data/valid/66/image_05559.jpg
inflating: flower_data/valid/66/image_05565.jpg
inflating: flower_data/valid/66/image_05579.jpg
creating: flower_data/valid/50/
inflating: flower_data/valid/50/image_06552.jpg
inflating: flower_data/valid/50/image_06550.jpg
inflating: flower_data/valid/50/image_06544.jpg
inflating: flower_data/valid/50/image_06324.jpg
inflating: flower_data/valid/50/image_06331.jpg
inflating: flower_data/valid/50/image_06534.jpg
inflating: flower_data/valid/50/image_06305.jpg
inflating: flower_data/valid/50/image_06311.jpg
inflating: flower_data/valid/50/image_06528.jpg
inflating: flower_data/valid/50/image_06558.jpg
inflating: flower_data/valid/50/image_06562.jpg
creating: flower_data/valid/68/
inflating: flower_data/valid/68/image_05926.jpg
inflating: flower_data/valid/68/image_05932.jpg
inflating: flower_data/valid/68/image_05924.jpg
inflating: flower_data/valid/68/image_05919.jpg
inflating: flower_data/valid/68/image_05908.jpg
inflating: flower_data/valid/68/image_05904.jpg
inflating: flower_data/valid/68/image_05915.jpg
inflating: flower_data/valid/68/image_05916.jpg
creating: flower_data/valid/57/
inflating: flower_data/valid/57/image_07262.jpg
inflating: flower_data/valid/57/image_08145.jpg
inflating: flower_data/valid/57/image_07239.jpg
inflating: flower_data/valid/57/image_07254.jpg
inflating: flower_data/valid/57/image_07255.jpg
inflating: flower_data/valid/57/image_07247.jpg
creating: flower_data/valid/32/
inflating: flower_data/valid/32/image_05615.jpg
inflating: flower_data/valid/32/image_05598.jpg
inflating: flower_data/valid/32/image_05584.jpg
creating: flower_data/valid/35/
inflating: flower_data/valid/35/image_06977.jpg
inflating: flower_data/valid/35/image_07005.jpg
inflating: flower_data/valid/35/image_07004.jpg
inflating: flower_data/valid/35/image_06978.jpg
creating: flower_data/valid/102/
inflating: flower_data/valid/102/image_08040.jpg
inflating: flower_data/valid/102/image_08041.jpg
inflating: flower_data/valid/102/image_08006.jpg
inflating: flower_data/valid/102/image_08038.jpg
inflating: flower_data/valid/102/image_08014.jpg
inflating: flower_data/valid/102/image_08002.jpg
creating: flower_data/valid/69/
inflating: flower_data/valid/69/image_06008.jpg
inflating: flower_data/valid/69/image_05993.jpg
inflating: flower_data/valid/69/image_05992.jpg
inflating: flower_data/valid/69/image_05984.jpg
inflating: flower_data/valid/69/image_05958.jpg
creating: flower_data/valid/56/
inflating: flower_data/valid/56/image_02858.jpg
inflating: flower_data/valid/56/image_02849.jpg
inflating: flower_data/valid/56/image_02805.jpg
inflating: flower_data/valid/56/image_02769.jpg
inflating: flower_data/valid/56/image_02792.jpg
inflating: flower_data/valid/56/image_02788.jpg
inflating: flower_data/valid/56/image_02771.jpg
inflating: flower_data/valid/56/image_02773.jpg
inflating: flower_data/valid/56/image_02857.jpg
creating: flower_data/valid/51/
inflating: flower_data/valid/51/image_03946.jpg
inflating: flower_data/valid/51/image_01439.jpg
inflating: flower_data/valid/51/image_01363.jpg
inflating: flower_data/valid/51/image_03951.jpg
inflating: flower_data/valid/51/image_01389.jpg
inflating: flower_data/valid/51/image_01414.jpg
inflating: flower_data/valid/51/image_03943.jpg
inflating: flower_data/valid/51/image_01459.jpg
inflating: flower_data/valid/51/image_03933.jpg
inflating: flower_data/valid/51/image_03927.jpg
inflating: flower_data/valid/51/image_01315.jpg
inflating: flower_data/valid/51/image_01473.jpg
inflating: flower_data/valid/51/image_03937.jpg
inflating: flower_data/valid/51/image_01322.jpg
inflating: flower_data/valid/51/image_03938.jpg
inflating: flower_data/valid/51/image_03916.jpg
inflating: flower_data/valid/51/image_03917.jpg
inflating: flower_data/valid/51/image_01469.jpg
inflating: flower_data/valid/51/image_01326.jpg
inflating: flower_data/valid/51/image_01354.jpg
inflating: flower_data/valid/51/image_01425.jpg
inflating: flower_data/valid/51/image_01419.jpg
inflating: flower_data/valid/51/image_03961.jpg
inflating: flower_data/valid/51/image_03975.jpg
inflating: flower_data/valid/51/image_03974.jpg
inflating: flower_data/valid/51/image_01346.jpg
inflating: flower_data/valid/51/image_01352.jpg
inflating: flower_data/valid/51/image_01391.jpg
creating: flower_data/valid/58/
inflating: flower_data/valid/58/image_02734.jpg
inflating: flower_data/valid/58/image_02642.jpg
inflating: flower_data/valid/58/image_02656.jpg
inflating: flower_data/valid/58/image_02690.jpg
inflating: flower_data/valid/58/image_02653.jpg
inflating: flower_data/valid/58/image_02726.jpg
inflating: flower_data/valid/58/image_02691.jpg
inflating: flower_data/valid/58/image_02742.jpg
inflating: flower_data/valid/58/image_02741.jpg
inflating: flower_data/valid/58/image_02700.jpg
inflating: flower_data/valid/58/image_02649.jpg
inflating: flower_data/valid/58/image_02675.jpg
inflating: flower_data/valid/58/image_02676.jpg
inflating: flower_data/valid/58/image_02705.jpg
creating: flower_data/valid/67/
inflating: flower_data/valid/67/image_07075.jpg
inflating: flower_data/valid/67/image_07083.jpg
creating: flower_data/valid/93/
inflating: flower_data/valid/93/image_07302.jpg
inflating: flower_data/valid/93/image_07303.jpg
inflating: flower_data/valid/93/image_06024.jpg
inflating: flower_data/valid/93/image_06044.jpg
inflating: flower_data/valid/93/image_06048.jpg
inflating: flower_data/valid/93/image_08113.jpg
creating: flower_data/valid/94/
inflating: flower_data/valid/94/image_07317.jpg
inflating: flower_data/valid/94/image_07449.jpg
inflating: flower_data/valid/94/image_07360.jpg
inflating: flower_data/valid/94/image_07428.jpg
inflating: flower_data/valid/94/image_07372.jpg
inflating: flower_data/valid/94/image_07418.jpg
inflating: flower_data/valid/94/image_07381.jpg
inflating: flower_data/valid/94/image_07382.jpg
inflating: flower_data/valid/94/image_07392.jpg
inflating: flower_data/valid/94/image_07393.jpg
inflating: flower_data/valid/94/image_07385.jpg
inflating: flower_data/valid/94/image_07408.jpg
inflating: flower_data/valid/94/image_07435.jpg
inflating: flower_data/valid/94/image_07325.jpg
creating: flower_data/valid/60/
inflating: flower_data/valid/60/image_02928.jpg
inflating: flower_data/valid/60/image_03016.jpg
inflating: flower_data/valid/60/image_03003.jpg
inflating: flower_data/valid/60/image_02959.jpg
inflating: flower_data/valid/60/image_02974.jpg
inflating: flower_data/valid/60/image_02948.jpg
inflating: flower_data/valid/60/image_02961.jpg
inflating: flower_data/valid/60/image_02992.jpg
inflating: flower_data/valid/60/image_02981.jpg
inflating: flower_data/valid/60/image_02996.jpg
inflating: flower_data/valid/60/image_02997.jpg
inflating: flower_data/valid/60/image_02936.jpg
inflating: flower_data/valid/60/image_02937.jpg
inflating: flower_data/valid/60/image_02923.jpg
creating: flower_data/valid/34/
inflating: flower_data/valid/34/image_06963.jpg
inflating: flower_data/valid/34/image_06949.jpg
inflating: flower_data/valid/34/image_06964.jpg
inflating: flower_data/valid/34/image_06959.jpg
inflating: flower_data/valid/34/image_06939.jpg
inflating: flower_data/valid/34/image_06955.jpg
inflating: flower_data/valid/34/image_06950.jpg
creating: flower_data/valid/33/
inflating: flower_data/valid/33/image_06444.jpg
inflating: flower_data/valid/33/image_06485.jpg
inflating: flower_data/valid/33/image_06481.jpg
inflating: flower_data/valid/33/image_06443.jpg
inflating: flower_data/valid/33/image_06455.jpg
inflating: flower_data/valid/33/image_06441.jpg
inflating: flower_data/valid/33/image_06468.jpg
creating: flower_data/valid/20/
inflating: flower_data/valid/20/image_04913.jpg
inflating: flower_data/valid/20/image_04903.jpg
inflating: flower_data/valid/20/image_04918.jpg
inflating: flower_data/valid/20/image_04927.jpg
inflating: flower_data/valid/20/image_04920.jpg
inflating: flower_data/valid/20/image_04940.jpg
inflating: flower_data/valid/20/image_04942.jpg
creating: flower_data/valid/18/
inflating: flower_data/valid/18/image_04290.jpg
inflating: flower_data/valid/18/image_04252.jpg
inflating: flower_data/valid/18/image_04278.jpg
inflating: flower_data/valid/18/image_04299.jpg
inflating: flower_data/valid/18/image_04312.jpg
inflating: flower_data/valid/18/image_04311.jpg
inflating: flower_data/valid/18/image_04248.jpg
inflating: flower_data/valid/18/image_04315.jpg
inflating: flower_data/valid/18/image_04261.jpg
inflating: flower_data/valid/18/image_04263.jpg
inflating: flower_data/valid/18/image_04317.jpg
creating: flower_data/valid/27/
inflating: flower_data/valid/27/image_06868.jpg
creating: flower_data/valid/9/
inflating: flower_data/valid/9/image_06420.jpg
inflating: flower_data/valid/9/image_06414.jpg
inflating: flower_data/valid/9/image_06398.jpg
creating: flower_data/valid/11/
inflating: flower_data/valid/11/image_03173.jpg
inflating: flower_data/valid/11/image_03111.jpg
inflating: flower_data/valid/11/image_03139.jpg
inflating: flower_data/valid/11/image_03116.jpg
inflating: flower_data/valid/11/image_03128.jpg
inflating: flower_data/valid/11/image_03100.jpg
inflating: flower_data/valid/11/image_03125.jpg
inflating: flower_data/valid/11/image_03108.jpg
inflating: flower_data/valid/11/image_03145.jpg
inflating: flower_data/valid/11/image_03157.jpg
creating: flower_data/valid/7/
inflating: flower_data/valid/7/image_07216.jpg
creating: flower_data/valid/29/
inflating: flower_data/valid/29/image_04143.jpg
inflating: flower_data/valid/29/image_04097.jpg
inflating: flower_data/valid/29/image_04108.jpg
inflating: flower_data/valid/29/image_04104.jpg
inflating: flower_data/valid/29/image_04099.jpg
inflating: flower_data/valid/29/image_04116.jpg
inflating: flower_data/valid/29/image_04103.jpg
creating: flower_data/valid/16/
inflating: flower_data/valid/16/image_06691.jpg
inflating: flower_data/valid/16/image_06671.jpg
creating: flower_data/valid/42/
inflating: flower_data/valid/42/image_05701.jpg
inflating: flower_data/valid/42/image_05712.jpg
inflating: flower_data/valid/42/image_05713.jpg
inflating: flower_data/valid/42/image_05735.jpg
inflating: flower_data/valid/42/image_05723.jpg
inflating: flower_data/valid/42/image_05690.jpg
creating: flower_data/valid/89/
inflating: flower_data/valid/89/image_00730.jpg
inflating: flower_data/valid/89/image_00692.jpg
inflating: flower_data/valid/89/image_00652.jpg
inflating: flower_data/valid/89/image_00691.jpg
inflating: flower_data/valid/89/image_00696.jpg
inflating: flower_data/valid/89/image_00640.jpg
inflating: flower_data/valid/89/image_00627.jpg
inflating: flower_data/valid/89/image_00752.jpg
inflating: flower_data/valid/89/image_00746.jpg
inflating: flower_data/valid/89/image_00624.jpg
inflating: flower_data/valid/89/image_00741.jpg
inflating: flower_data/valid/89/image_00623.jpg
inflating: flower_data/valid/89/image_00759.jpg
inflating: flower_data/valid/89/image_00764.jpg
inflating: flower_data/valid/89/image_00749.jpg
inflating: flower_data/valid/89/image_00763.jpg
creating: flower_data/valid/45/
inflating: flower_data/valid/45/image_07160.jpg
inflating: flower_data/valid/45/image_07155.jpg
inflating: flower_data/valid/45/image_07137.jpg
inflating: flower_data/valid/45/image_07127.jpg
creating: flower_data/valid/73/
inflating: flower_data/valid/73/image_00280.jpg
inflating: flower_data/valid/73/image_00295.jpg
inflating: flower_data/valid/73/image_00440.jpg
inflating: flower_data/valid/73/image_00442.jpg
inflating: flower_data/valid/73/image_00424.jpg
inflating: flower_data/valid/73/image_00356.jpg
inflating: flower_data/valid/73/image_00381.jpg
inflating: flower_data/valid/73/image_00354.jpg
inflating: flower_data/valid/73/image_00432.jpg
inflating: flower_data/valid/73/image_00436.jpg
inflating: flower_data/valid/73/image_00378.jpg
inflating: flower_data/valid/73/image_00352.jpg
inflating: flower_data/valid/73/image_00421.jpg
inflating: flower_data/valid/73/image_00402.jpg
inflating: flower_data/valid/73/image_00415.jpg
inflating: flower_data/valid/73/image_00366.jpg
inflating: flower_data/valid/73/image_00275.jpg
inflating: flower_data/valid/73/image_00329.jpg
inflating: flower_data/valid/73/image_00302.jpg
creating: flower_data/valid/87/
inflating: flower_data/valid/87/image_05502.jpg
inflating: flower_data/valid/87/image_05507.jpg
inflating: flower_data/valid/87/image_05508.jpg
inflating: flower_data/valid/87/image_05520.jpg
inflating: flower_data/valid/87/image_05487.jpg
inflating: flower_data/valid/87/image_05484.jpg
creating: flower_data/valid/80/
inflating: flower_data/valid/80/image_02050.jpg
inflating: flower_data/valid/80/image_01979.jpg
inflating: flower_data/valid/80/image_01992.jpg
inflating: flower_data/valid/80/image_01991.jpg
inflating: flower_data/valid/80/image_02042.jpg
inflating: flower_data/valid/80/image_02021.jpg
inflating: flower_data/valid/80/image_02005.jpg
inflating: flower_data/valid/80/image_02011.jpg
inflating: flower_data/valid/80/image_02017.jpg
inflating: flower_data/valid/80/image_01989.jpg
inflating: flower_data/valid/80/image_01975.jpg
inflating: flower_data/valid/80/image_01972.jpg
creating: flower_data/valid/74/
inflating: flower_data/valid/74/image_01149.jpg
inflating: flower_data/valid/74/image_01175.jpg
inflating: flower_data/valid/74/image_01288.jpg
inflating: flower_data/valid/74/image_01260.jpg
inflating: flower_data/valid/74/image_01271.jpg
inflating: flower_data/valid/74/image_01264.jpg
inflating: flower_data/valid/74/image_01310.jpg
inflating: flower_data/valid/74/image_01266.jpg
inflating: flower_data/valid/74/image_01294.jpg
inflating: flower_data/valid/74/image_01244.jpg
inflating: flower_data/valid/74/image_01251.jpg
inflating: flower_data/valid/74/image_01157.jpg
inflating: flower_data/valid/74/image_01222.jpg
inflating: flower_data/valid/74/image_01192.jpg
inflating: flower_data/valid/74/image_01190.jpg
creating: flower_data/valid/6/
inflating: flower_data/valid/6/image_08105.jpg
creating: flower_data/valid/28/
inflating: flower_data/valid/28/image_05258.jpg
inflating: flower_data/valid/28/image_05265.jpg
inflating: flower_data/valid/28/image_05267.jpg
inflating: flower_data/valid/28/image_05272.jpg
inflating: flower_data/valid/28/image_05257.jpg
creating: flower_data/valid/17/
inflating: flower_data/valid/17/image_03831.jpg
inflating: flower_data/valid/17/image_03834.jpg
inflating: flower_data/valid/17/image_03837.jpg
inflating: flower_data/valid/17/image_03851.jpg
inflating: flower_data/valid/17/image_03890.jpg
inflating: flower_data/valid/17/image_03843.jpg
inflating: flower_data/valid/17/image_03842.jpg
inflating: flower_data/valid/17/image_03856.jpg
inflating: flower_data/valid/17/image_03908.jpg
inflating: flower_data/valid/17/image_03868.jpg
inflating: flower_data/valid/17/image_03854.jpg
inflating: flower_data/valid/17/image_03883.jpg
inflating: flower_data/valid/17/image_03907.jpg
inflating: flower_data/valid/17/image_03876.jpg
inflating: flower_data/valid/17/image_03839.jpg
inflating: flower_data/valid/17/image_03829.jpg
creating: flower_data/valid/1/
inflating: flower_data/valid/1/image_06756.jpg
inflating: flower_data/valid/1/image_06755.jpg
inflating: flower_data/valid/1/image_06769.jpg
inflating: flower_data/valid/1/image_06739.jpg
inflating: flower_data/valid/1/image_06758.jpg
inflating: flower_data/valid/1/image_06765.jpg
inflating: flower_data/valid/1/image_06763.jpg
inflating: flower_data/valid/1/image_06749.jpg
creating: flower_data/valid/10/
inflating: flower_data/valid/10/image_07102.jpg
inflating: flower_data/valid/10/image_07101.jpg
inflating: flower_data/valid/10/image_07107.jpg
inflating: flower_data/valid/10/image_07094.jpg
creating: flower_data/valid/19/
inflating: flower_data/valid/19/image_06195.jpg
inflating: flower_data/valid/19/image_06187.jpg
inflating: flower_data/valid/19/image_06158.jpg
inflating: flower_data/valid/19/image_06165.jpg
creating: flower_data/valid/26/
inflating: flower_data/valid/26/image_06506.jpg
inflating: flower_data/valid/26/image_06516.jpg
inflating: flower_data/valid/26/image_06501.jpg
creating: flower_data/valid/8/
inflating: flower_data/valid/8/image_03366.jpg
inflating: flower_data/valid/8/image_03349.jpg
inflating: flower_data/valid/8/image_03313.jpg
inflating: flower_data/valid/8/image_03330.jpg
inflating: flower_data/valid/8/image_03342.jpg
creating: flower_data/valid/21/
inflating: flower_data/valid/21/image_06778.jpg
inflating: flower_data/valid/21/image_06784.jpg
inflating: flower_data/valid/21/image_06804.jpg
inflating: flower_data/valid/21/image_06788.jpg
creating: flower_data/valid/75/
inflating: flower_data/valid/75/image_02133.jpg
inflating: flower_data/valid/75/image_02130.jpg
inflating: flower_data/valid/75/image_02081.jpg
inflating: flower_data/valid/75/image_02178.jpg
inflating: flower_data/valid/75/image_02147.jpg
inflating: flower_data/valid/75/image_02152.jpg
inflating: flower_data/valid/75/image_02182.jpg
inflating: flower_data/valid/75/image_02155.jpg
inflating: flower_data/valid/75/image_02141.jpg
inflating: flower_data/valid/75/image_02104.jpg
inflating: flower_data/valid/75/image_02100.jpg
inflating: flower_data/valid/75/image_02074.jpg
creating: flower_data/valid/81/
inflating: flower_data/valid/81/image_00903.jpg
inflating: flower_data/valid/81/image_00863.jpg
inflating: flower_data/valid/81/image_00914.jpg
inflating: flower_data/valid/81/image_00848.jpg
inflating: flower_data/valid/81/image_00860.jpg
inflating: flower_data/valid/81/image_00859.jpg
inflating: flower_data/valid/81/image_00904.jpg
inflating: flower_data/valid/81/image_00784.jpg
inflating: flower_data/valid/81/image_00809.jpg
inflating: flower_data/valid/81/image_00820.jpg
inflating: flower_data/valid/81/image_00895.jpg
inflating: flower_data/valid/81/image_00909.jpg
inflating: flower_data/valid/81/image_00896.jpg
inflating: flower_data/valid/81/image_00920.jpg
inflating: flower_data/valid/81/image_00893.jpg
inflating: flower_data/valid/81/image_00892.jpg
inflating: flower_data/valid/81/image_00919.jpg
inflating: flower_data/valid/81/image_00853.jpg
creating: flower_data/valid/86/
inflating: flower_data/valid/86/image_02906.jpg
inflating: flower_data/valid/86/image_02901.jpg
inflating: flower_data/valid/86/image_02891.jpg
inflating: flower_data/valid/86/image_02887.jpg
inflating: flower_data/valid/86/image_02909.jpg
creating: flower_data/valid/72/
inflating: flower_data/valid/72/image_03576.jpg
inflating: flower_data/valid/72/image_03561.jpg
inflating: flower_data/valid/72/image_03565.jpg
inflating: flower_data/valid/72/image_03559.jpg
inflating: flower_data/valid/72/image_03568.jpg
inflating: flower_data/valid/72/image_03587.jpg
inflating: flower_data/valid/72/image_03632.jpg
inflating: flower_data/valid/72/image_03584.jpg
creating: flower_data/valid/44/
inflating: flower_data/valid/44/image_01573.jpg
inflating: flower_data/valid/44/image_01570.jpg
inflating: flower_data/valid/44/image_01510.jpg
inflating: flower_data/valid/44/image_01500.jpg
inflating: flower_data/valid/44/image_01491.jpg
inflating: flower_data/valid/44/image_01494.jpg
inflating: flower_data/valid/44/image_01579.jpg
inflating: flower_data/valid/44/image_01569.jpg
inflating: flower_data/valid/44/image_01540.jpg
creating: flower_data/valid/43/
inflating: flower_data/valid/43/image_02443.jpg
inflating: flower_data/valid/43/image_02330.jpg
inflating: flower_data/valid/43/image_02336.jpg
inflating: flower_data/valid/43/image_02421.jpg
inflating: flower_data/valid/43/image_02345.jpg
inflating: flower_data/valid/43/image_02397.jpg
inflating: flower_data/valid/43/image_02368.jpg
inflating: flower_data/valid/43/image_02355.jpg
inflating: flower_data/valid/43/image_02419.jpg
inflating: flower_data/valid/43/image_02425.jpg
inflating: flower_data/valid/43/image_02429.jpg
inflating: flower_data/valid/43/image_02414.jpg
inflating: flower_data/valid/43/image_02407.jpg
inflating: flower_data/valid/43/image_02389.jpg
creating: flower_data/valid/88/
inflating: flower_data/valid/88/image_00533.jpg
inflating: flower_data/valid/88/image_00531.jpg
inflating: flower_data/valid/88/image_00518.jpg
inflating: flower_data/valid/88/image_00508.jpg
inflating: flower_data/valid/88/image_00509.jpg
inflating: flower_data/valid/88/image_00545.jpg
inflating: flower_data/valid/88/image_00544.jpg
inflating: flower_data/valid/88/image_00593.jpg
inflating: flower_data/valid/88/image_00585.jpg
inflating: flower_data/valid/88/image_00546.jpg
inflating: flower_data/valid/88/image_00547.jpg
inflating: flower_data/valid/88/image_00542.jpg
inflating: flower_data/valid/88/image_00556.jpg
inflating: flower_data/valid/88/image_00595.jpg
inflating: flower_data/valid/88/image_00597.jpg
inflating: flower_data/valid/88/image_00554.jpg
inflating: flower_data/valid/88/image_00577.jpg
inflating: flower_data/valid/88/image_00574.jpg
inflating: flower_data/valid/88/image_00512.jpg
inflating: flower_data/valid/88/image_00459.jpg
inflating: flower_data/valid/88/image_00539.jpg
inflating: flower_data/valid/88/image_00461.jpg
inflating: flower_data/valid/88/image_00502.jpg
inflating: flower_data/valid/88/image_00516.jpg
inflating: flower_data/valid/88/image_00489.jpg
creating: flower_data/valid/38/
inflating: flower_data/valid/38/image_05845.jpg
inflating: flower_data/valid/38/image_05830.jpg
inflating: flower_data/valid/38/image_05819.jpg
inflating: flower_data/valid/38/image_05829.jpg
creating: flower_data/valid/36/
inflating: flower_data/valid/36/image_04393.jpg
inflating: flower_data/valid/36/image_04350.jpg
inflating: flower_data/valid/36/image_04351.jpg
inflating: flower_data/valid/36/image_04352.jpg
inflating: flower_data/valid/36/image_04354.jpg
inflating: flower_data/valid/36/image_04333.jpg
creating: flower_data/valid/31/
inflating: flower_data/valid/31/image_06905.jpg
inflating: flower_data/valid/31/image_08067.jpg
creating: flower_data/valid/91/
inflating: flower_data/valid/91/image_04829.jpg
inflating: flower_data/valid/91/image_04872.jpg
inflating: flower_data/valid/91/image_04848.jpg
inflating: flower_data/valid/91/image_08059.jpg
inflating: flower_data/valid/91/image_04844.jpg
inflating: flower_data/valid/91/image_04878.jpg
inflating: flower_data/valid/91/image_04843.jpg
inflating: flower_data/valid/91/image_04854.jpg
inflating: flower_data/valid/91/image_04835.jpg
creating: flower_data/valid/65/
inflating: flower_data/valid/65/image_03276.jpg
inflating: flower_data/valid/65/image_03250.jpg
inflating: flower_data/valid/65/image_03279.jpg
inflating: flower_data/valid/65/image_03241.jpg
inflating: flower_data/valid/65/image_03224.jpg
inflating: flower_data/valid/65/image_03193.jpg
inflating: flower_data/valid/65/image_03222.jpg
creating: flower_data/valid/62/
inflating: flower_data/valid/62/image_08155.jpg
inflating: flower_data/valid/62/image_07271.jpg
inflating: flower_data/valid/62/image_08171.jpg
creating: flower_data/valid/96/
inflating: flower_data/valid/96/image_07670.jpg
inflating: flower_data/valid/96/image_07658.jpg
inflating: flower_data/valid/96/image_07677.jpg
inflating: flower_data/valid/96/image_07662.jpg
inflating: flower_data/valid/96/image_07613.jpg
inflating: flower_data/valid/96/image_07605.jpg
inflating: flower_data/valid/96/image_07609.jpg
inflating: flower_data/valid/96/image_07653.jpg
inflating: flower_data/valid/96/image_07656.jpg
inflating: flower_data/valid/96/image_07669.jpg
creating: flower_data/valid/100/
inflating: flower_data/valid/100/image_07895.jpg
inflating: flower_data/valid/100/image_07931.jpg
inflating: flower_data/valid/100/image_07917.jpg
inflating: flower_data/valid/100/image_07929.jpg
inflating: flower_data/valid/100/image_07905.jpg
inflating: flower_data/valid/100/image_07904.jpg
creating: flower_data/valid/54/
inflating: flower_data/valid/54/image_05449.jpg
inflating: flower_data/valid/54/image_05415.jpg
inflating: flower_data/valid/54/image_05417.jpg
inflating: flower_data/valid/54/image_05406.jpg
inflating: flower_data/valid/54/image_05411.jpg
inflating: flower_data/valid/54/image_05426.jpg
inflating: flower_data/valid/54/image_05425.jpg
inflating: flower_data/valid/54/image_05451.jpg
inflating: flower_data/valid/54/image_05452.jpg
inflating: flower_data/valid/54/image_05453.jpg
creating: flower_data/valid/98/
inflating: flower_data/valid/98/image_07766.jpg
inflating: flower_data/valid/98/image_07820.jpg
inflating: flower_data/valid/98/image_07764.jpg
inflating: flower_data/valid/98/image_07827.jpg
inflating: flower_data/valid/98/image_07778.jpg
inflating: flower_data/valid/98/image_07792.jpg
inflating: flower_data/valid/98/image_07796.jpg
inflating: flower_data/valid/98/image_07769.jpg
inflating: flower_data/valid/98/image_07810.jpg
inflating: flower_data/valid/98/image_07757.jpg
creating: flower_data/valid/53/
inflating: flower_data/valid/53/image_03702.jpg
inflating: flower_data/valid/53/image_03670.jpg
inflating: flower_data/valid/53/image_03667.jpg
inflating: flower_data/valid/53/image_03656.jpg
inflating: flower_data/valid/53/image_03668.jpg
inflating: flower_data/valid/53/image_03654.jpg
inflating: flower_data/valid/53/image_03655.jpg
inflating: flower_data/valid/53/image_03693.jpg
inflating: flower_data/valid/53/image_03733.jpg
creating: flower_data/valid/30/
inflating: flower_data/valid/30/image_03475.jpg
inflating: flower_data/valid/30/image_03467.jpg
inflating: flower_data/valid/30/image_03471.jpg
inflating: flower_data/valid/30/image_03464.jpg
inflating: flower_data/valid/30/image_03469.jpg
inflating: flower_data/valid/30/image_03485.jpg
inflating: flower_data/valid/30/image_03530.jpg
inflating: flower_data/valid/30/image_03487.jpg
inflating: flower_data/valid/30/image_03531.jpg
inflating: flower_data/valid/30/image_03544.jpg
creating: flower_data/valid/37/
inflating: flower_data/valid/37/image_03820.jpg
inflating: flower_data/valid/37/image_03822.jpg
inflating: flower_data/valid/37/image_03765.jpg
inflating: flower_data/valid/37/image_03768.jpg
inflating: flower_data/valid/37/image_03813.jpg
inflating: flower_data/valid/37/image_03810.jpg
inflating: flower_data/valid/37/image_03756.jpg
inflating: flower_data/valid/37/image_03785.jpg
creating: flower_data/valid/39/
inflating: flower_data/valid/39/image_07013.jpg
inflating: flower_data/valid/39/image_07039.jpg
inflating: flower_data/valid/39/image_07036.jpg
creating: flower_data/valid/99/
inflating: flower_data/valid/99/image_07869.jpg
inflating: flower_data/valid/99/image_08063.jpg
inflating: flower_data/valid/99/image_07862.jpg
inflating: flower_data/valid/99/image_07860.jpg
inflating: flower_data/valid/99/image_07875.jpg
inflating: flower_data/valid/99/image_07873.jpg
creating: flower_data/valid/52/
inflating: flower_data/valid/52/image_04191.jpg
inflating: flower_data/valid/52/image_04225.jpg
inflating: flower_data/valid/52/image_04182.jpg
inflating: flower_data/valid/52/image_04235.jpg
inflating: flower_data/valid/52/image_04173.jpg
inflating: flower_data/valid/52/image_04172.jpg
inflating: flower_data/valid/52/image_04238.jpg
inflating: flower_data/valid/52/image_04207.jpg
inflating: flower_data/valid/52/image_04163.jpg
inflating: flower_data/valid/52/image_04215.jpg
creating: flower_data/valid/101/
inflating: flower_data/valid/101/image_07985.jpg
inflating: flower_data/valid/101/image_07951.jpg
inflating: flower_data/valid/101/image_07963.jpg
inflating: flower_data/valid/101/image_07962.jpg
inflating: flower_data/valid/101/image_07970.jpg
creating: flower_data/valid/55/
inflating: flower_data/valid/55/image_04753.jpg
inflating: flower_data/valid/55/image_04722.jpg
inflating: flower_data/valid/55/image_04734.jpg
inflating: flower_data/valid/55/image_04720.jpg
inflating: flower_data/valid/55/image_04696.jpg
inflating: flower_data/valid/55/image_04702.jpg
inflating: flower_data/valid/55/image_04739.jpg
inflating: flower_data/valid/55/image_04760.jpg
creating: flower_data/valid/97/
inflating: flower_data/valid/97/image_07739.jpg
inflating: flower_data/valid/97/image_07699.jpg
inflating: flower_data/valid/97/image_07745.jpg
inflating: flower_data/valid/97/image_07718.jpg
inflating: flower_data/valid/97/image_07727.jpg
inflating: flower_data/valid/97/image_07723.jpg
inflating: flower_data/valid/97/image_07697.jpg
creating: flower_data/valid/63/
inflating: flower_data/valid/63/image_05853.jpg
inflating: flower_data/valid/63/image_05894.jpg
inflating: flower_data/valid/63/image_05857.jpg
inflating: flower_data/valid/63/image_05898.jpg
inflating: flower_data/valid/63/image_05867.jpg
inflating: flower_data/valid/63/image_05871.jpg
inflating: flower_data/valid/63/image_05861.jpg
inflating: flower_data/valid/63/image_05876.jpg
creating: flower_data/valid/64/
inflating: flower_data/valid/64/image_06141.jpg
inflating: flower_data/valid/64/image_06123.jpg
inflating: flower_data/valid/64/image_06126.jpg
inflating: flower_data/valid/64/image_06129.jpg
inflating: flower_data/valid/64/image_06098.jpg
creating: flower_data/valid/90/
inflating: flower_data/valid/90/image_04403.jpg
inflating: flower_data/valid/90/image_04402.jpg
creating: flower_data/valid/46/
inflating: flower_data/valid/46/image_01029.jpg
inflating: flower_data/valid/46/image_01129.jpg
inflating: flower_data/valid/46/image_01100.jpg
inflating: flower_data/valid/46/image_00949.jpg
inflating: flower_data/valid/46/image_00977.jpg
inflating: flower_data/valid/46/image_01076.jpg
inflating: flower_data/valid/46/image_01138.jpg
inflating: flower_data/valid/46/image_01065.jpg
inflating: flower_data/valid/46/image_01040.jpg
inflating: flower_data/valid/46/image_00983.jpg
inflating: flower_data/valid/46/image_01095.jpg
inflating: flower_data/valid/46/image_01132.jpg
inflating: flower_data/valid/46/image_01047.jpg
inflating: flower_data/valid/46/image_01086.jpg
inflating: flower_data/valid/46/image_01050.jpg
inflating: flower_data/valid/46/image_01142.jpg
inflating: flower_data/valid/46/image_01034.jpg
inflating: flower_data/valid/46/image_01030.jpg
creating: flower_data/valid/79/
inflating: flower_data/valid/79/image_06718.jpg
inflating: flower_data/valid/79/image_06695.jpg
inflating: flower_data/valid/79/image_06707.jpg
inflating: flower_data/valid/79/image_06728.jpg
creating: flower_data/valid/41/
inflating: flower_data/valid/41/image_02278.jpg
inflating: flower_data/valid/41/image_02247.jpg
inflating: flower_data/valid/41/image_02297.jpg
inflating: flower_data/valid/41/image_02268.jpg
inflating: flower_data/valid/41/image_02232.jpg
inflating: flower_data/valid/41/image_02231.jpg
inflating: flower_data/valid/41/image_02219.jpg
inflating: flower_data/valid/41/image_02199.jpg
inflating: flower_data/valid/41/image_02205.jpg
inflating: flower_data/valid/41/image_02198.jpg
inflating: flower_data/valid/41/image_02201.jpg
inflating: flower_data/valid/41/image_02258.jpg
inflating: flower_data/valid/41/image_02259.jpg
inflating: flower_data/valid/41/image_02276.jpg
inflating: flower_data/valid/41/image_02260.jpg
inflating: flower_data/valid/41/image_02248.jpg
creating: flower_data/valid/83/
inflating: flower_data/valid/83/image_01765.jpg
inflating: flower_data/valid/83/image_01766.jpg
inflating: flower_data/valid/83/image_01712.jpg
inflating: flower_data/valid/83/image_01739.jpg
inflating: flower_data/valid/83/image_01701.jpg
inflating: flower_data/valid/83/image_01703.jpg
inflating: flower_data/valid/83/image_01697.jpg
inflating: flower_data/valid/83/image_01787.jpg
inflating: flower_data/valid/83/image_01817.jpg
inflating: flower_data/valid/83/image_01747.jpg
inflating: flower_data/valid/83/image_01780.jpg
inflating: flower_data/valid/83/image_01811.jpg
inflating: flower_data/valid/83/image_01769.jpg
creating: flower_data/valid/77/
inflating: flower_data/valid/77/image_00081.jpg
inflating: flower_data/valid/77/image_00137.jpg
inflating: flower_data/valid/77/image_00078.jpg
inflating: flower_data/valid/77/image_00246.jpg
inflating: flower_data/valid/77/image_00245.jpg
inflating: flower_data/valid/77/image_00143.jpg
inflating: flower_data/valid/77/image_00231.jpg
inflating: flower_data/valid/77/image_00218.jpg
inflating: flower_data/valid/77/image_00178.jpg
inflating: flower_data/valid/77/image_00028.jpg
inflating: flower_data/valid/77/image_00174.jpg
inflating: flower_data/valid/77/image_00160.jpg
inflating: flower_data/valid/77/image_00188.jpg
inflating: flower_data/valid/77/image_00200.jpg
inflating: flower_data/valid/77/image_00063.jpg
inflating: flower_data/valid/77/image_00061.jpg
inflating: flower_data/valid/77/image_00059.jpg
inflating: flower_data/valid/77/image_00071.jpg
inflating: flower_data/valid/77/image_00104.jpg
inflating: flower_data/valid/77/image_00072.jpg
inflating: flower_data/valid/77/image_00112.jpg
creating: flower_data/valid/48/
inflating: flower_data/valid/48/image_04641.jpg
inflating: flower_data/valid/48/image_04678.jpg
inflating: flower_data/valid/48/image_04693.jpg
inflating: flower_data/valid/48/image_04687.jpg
inflating: flower_data/valid/48/image_04691.jpg
inflating: flower_data/valid/48/image_04652.jpg
inflating: flower_data/valid/48/image_04684.jpg
inflating: flower_data/valid/48/image_04690.jpg
inflating: flower_data/valid/48/image_04688.jpg
creating: flower_data/valid/70/
inflating: flower_data/valid/70/image_05289.jpg
inflating: flower_data/valid/70/image_05303.jpg
inflating: flower_data/valid/70/image_05326.jpg
inflating: flower_data/valid/70/image_05284.jpg
inflating: flower_data/valid/70/image_05280.jpg
inflating: flower_data/valid/70/image_05296.jpg
inflating: flower_data/valid/70/image_05321.jpg
creating: flower_data/valid/84/
inflating: flower_data/valid/84/image_02582.jpg
inflating: flower_data/valid/84/image_02637.jpg
inflating: flower_data/valid/84/image_02621.jpg
inflating: flower_data/valid/84/image_02635.jpg
inflating: flower_data/valid/84/image_02591.jpg
inflating: flower_data/valid/84/image_02574.jpg
inflating: flower_data/valid/84/image_02598.jpg
inflating: flower_data/valid/84/image_02567.jpg
inflating: flower_data/valid/84/image_02610.jpg
inflating: flower_data/valid/84/image_02604.jpg
creating: flower_data/valid/24/
inflating: flower_data/valid/24/image_06814.jpg
inflating: flower_data/valid/24/image_06847.jpg
inflating: flower_data/valid/24/image_06836.jpg
inflating: flower_data/valid/24/image_06819.jpg
inflating: flower_data/valid/24/image_06818.jpg
creating: flower_data/valid/23/
inflating: flower_data/valid/23/image_03371.jpg
inflating: flower_data/valid/23/image_03416.jpg
inflating: flower_data/valid/23/image_03400.jpg
inflating: flower_data/valid/23/image_03398.jpg
inflating: flower_data/valid/23/image_03412.jpg
inflating: flower_data/valid/23/image_03444.jpg
inflating: flower_data/valid/23/image_03436.jpg
inflating: flower_data/valid/23/image_03437.jpg
inflating: flower_data/valid/23/image_03386.jpg
inflating: flower_data/valid/23/image_03420.jpg
inflating: flower_data/valid/23/image_03425.jpg
inflating: flower_data/valid/23/image_03383.jpg
creating: flower_data/valid/4/
inflating: flower_data/valid/4/image_05660.jpg
inflating: flower_data/valid/4/image_05677.jpg
inflating: flower_data/valid/4/image_05638.jpg
inflating: flower_data/valid/4/image_05681.jpg
inflating: flower_data/valid/4/image_05657.jpg
inflating: flower_data/valid/4/image_05680.jpg
creating: flower_data/valid/15/
inflating: flower_data/valid/15/image_06354.jpg
inflating: flower_data/valid/15/image_06353.jpg
inflating: flower_data/valid/15/image_06346.jpg
inflating: flower_data/valid/15/image_06385.jpg
inflating: flower_data/valid/15/image_06386.jpg
inflating: flower_data/valid/15/image_06389.jpg
inflating: flower_data/valid/15/image_06358.jpg
creating: flower_data/valid/3/
inflating: flower_data/valid/3/image_06631.jpg
inflating: flower_data/valid/3/image_06621.jpg
creating: flower_data/valid/12/
inflating: flower_data/valid/12/image_03997.jpg
inflating: flower_data/valid/12/image_04080.jpg
inflating: flower_data/valid/12/image_04072.jpg
inflating: flower_data/valid/12/image_04013.jpg
inflating: flower_data/valid/12/image_03998.jpg
creating: flower_data/valid/85/
inflating: flower_data/valid/85/image_04804.jpg
inflating: flower_data/valid/85/image_04817.jpg
inflating: flower_data/valid/85/image_04818.jpg
inflating: flower_data/valid/85/image_04809.jpg
inflating: flower_data/valid/85/image_04799.jpg
creating: flower_data/valid/71/
inflating: flower_data/valid/71/image_04554.jpg
inflating: flower_data/valid/71/image_04517.jpg
inflating: flower_data/valid/71/image_04502.jpg
inflating: flower_data/valid/71/image_04513.jpg
inflating: flower_data/valid/71/image_04539.jpg
creating: flower_data/valid/76/
inflating: flower_data/valid/76/image_02494.jpg
inflating: flower_data/valid/76/image_02457.jpg
inflating: flower_data/valid/76/image_02523.jpg
inflating: flower_data/valid/76/image_02537.jpg
inflating: flower_data/valid/76/image_02456.jpg
inflating: flower_data/valid/76/image_02481.jpg
inflating: flower_data/valid/76/image_02496.jpg
inflating: flower_data/valid/76/image_02525.jpg
inflating: flower_data/valid/76/image_02530.jpg
inflating: flower_data/valid/76/image_02485.jpg
inflating: flower_data/valid/76/image_02446.jpg
inflating: flower_data/valid/76/image_02475.jpg
inflating: flower_data/valid/76/image_02501.jpg
inflating: flower_data/valid/76/image_02529.jpg
inflating: flower_data/valid/76/image_02514.jpg
inflating: flower_data/valid/76/image_02458.jpg
inflating: flower_data/valid/76/image_02504.jpg
inflating: flower_data/valid/76/image_02467.jpg
inflating: flower_data/valid/76/image_02513.jpg
inflating: flower_data/valid/76/image_02512.jpg
creating: flower_data/valid/82/
inflating: flower_data/valid/82/image_01658.jpg
inflating: flower_data/valid/82/image_01671.jpg
inflating: flower_data/valid/82/image_01659.jpg
inflating: flower_data/valid/82/image_01649.jpg
inflating: flower_data/valid/82/image_01691.jpg
inflating: flower_data/valid/82/image_01690.jpg
inflating: flower_data/valid/82/image_01693.jpg
inflating: flower_data/valid/82/image_01683.jpg
inflating: flower_data/valid/82/image_01640.jpg
inflating: flower_data/valid/82/image_01643.jpg
inflating: flower_data/valid/82/image_01625.jpg
inflating: flower_data/valid/82/image_01592.jpg
inflating: flower_data/valid/82/image_01596.jpg
creating: flower_data/valid/49/
inflating: flower_data/valid/49/image_06235.jpg
inflating: flower_data/valid/49/image_06209.jpg
inflating: flower_data/valid/49/image_06222.jpg
inflating: flower_data/valid/49/image_06230.jpg
inflating: flower_data/valid/49/image_06240.jpg
inflating: flower_data/valid/49/image_06228.jpg
inflating: flower_data/valid/49/image_06216.jpg
inflating: flower_data/valid/49/image_06210.jpg
creating: flower_data/valid/40/
inflating: flower_data/valid/40/image_04608.jpg
inflating: flower_data/valid/40/image_04596.jpg
inflating: flower_data/valid/40/image_04578.jpg
inflating: flower_data/valid/40/image_04579.jpg
inflating: flower_data/valid/40/image_04584.jpg
creating: flower_data/valid/47/
inflating: flower_data/valid/47/image_04989.jpg
inflating: flower_data/valid/47/image_05007.jpg
inflating: flower_data/valid/47/image_04957.jpg
creating: flower_data/valid/78/
inflating: flower_data/valid/78/image_01944.jpg
inflating: flower_data/valid/78/image_01894.jpg
inflating: flower_data/valid/78/image_01937.jpg
inflating: flower_data/valid/78/image_01922.jpg
inflating: flower_data/valid/78/image_01844.jpg
inflating: flower_data/valid/78/image_01929.jpg
inflating: flower_data/valid/78/image_01914.jpg
inflating: flower_data/valid/78/image_01862.jpg
inflating: flower_data/valid/78/image_01938.jpg
inflating: flower_data/valid/78/image_01910.jpg
inflating: flower_data/valid/78/image_01962.jpg
creating: flower_data/valid/2/
inflating: flower_data/valid/2/image_05101.jpg
inflating: flower_data/valid/2/image_05142.jpg
inflating: flower_data/valid/2/image_05124.jpg
inflating: flower_data/valid/2/image_05136.jpg
inflating: flower_data/valid/2/image_05094.jpg
inflating: flower_data/valid/2/image_05137.jpg
creating: flower_data/valid/13/
inflating: flower_data/valid/13/image_05763.jpg
inflating: flower_data/valid/13/image_05749.jpg
inflating: flower_data/valid/13/image_05759.jpg
inflating: flower_data/valid/13/image_05772.jpg
inflating: flower_data/valid/13/image_05783.jpg
creating: flower_data/valid/5/
inflating: flower_data/valid/5/image_05164.jpg
inflating: flower_data/valid/5/image_05199.jpg
inflating: flower_data/valid/5/image_05188.jpg
inflating: flower_data/valid/5/image_05192.jpg
inflating: flower_data/valid/5/image_05209.jpg
inflating: flower_data/valid/5/image_05196.jpg
inflating: flower_data/valid/5/image_05168.jpg
creating: flower_data/valid/14/
inflating: flower_data/valid/14/image_06082.jpg
creating: flower_data/valid/22/
inflating: flower_data/valid/22/image_05398.jpg
inflating: flower_data/valid/22/image_05364.jpg
inflating: flower_data/valid/22/image_05361.jpg
inflating: flower_data/valid/22/image_05376.jpg
inflating: flower_data/valid/22/image_05388.jpg
inflating: flower_data/valid/22/image_05352.jpg
inflating: flower_data/valid/22/image_05368.jpg
inflating: flower_data/valid/22/image_05381.jpg
creating: flower_data/valid/25/
inflating: flower_data/valid/25/image_06584.jpg
inflating: flower_data/valid/25/image_06572.jpg
creating: flower_data/train/
creating: flower_data/train/61/
inflating: flower_data/train/61/image_06281.jpg
inflating: flower_data/train/61/image_06295.jpg
inflating: flower_data/train/61/image_06256.jpg
inflating: flower_data/train/61/image_06257.jpg
inflating: flower_data/train/61/image_06294.jpg
inflating: flower_data/train/61/image_06280.jpg
inflating: flower_data/train/61/image_06282.jpg
inflating: flower_data/train/61/image_06255.jpg
inflating: flower_data/train/61/image_06269.jpg
inflating: flower_data/train/61/image_06268.jpg
inflating: flower_data/train/61/image_06254.jpg
inflating: flower_data/train/61/image_06283.jpg
inflating: flower_data/train/61/image_06287.jpg
inflating: flower_data/train/61/image_06278.jpg
inflating: flower_data/train/61/image_06250.jpg
inflating: flower_data/train/61/image_06286.jpg
inflating: flower_data/train/61/image_06247.jpg
inflating: flower_data/train/61/image_06253.jpg
inflating: flower_data/train/61/image_06252.jpg
inflating: flower_data/train/61/image_06291.jpg
inflating: flower_data/train/61/image_06285.jpg
inflating: flower_data/train/61/image_06288.jpg
inflating: flower_data/train/61/image_06263.jpg
inflating: flower_data/train/61/image_06277.jpg
inflating: flower_data/train/61/image_06276.jpg
inflating: flower_data/train/61/image_06262.jpg
inflating: flower_data/train/61/image_06289.jpg
inflating: flower_data/train/61/image_06274.jpg
inflating: flower_data/train/61/image_06260.jpg
inflating: flower_data/train/61/image_06275.jpg
inflating: flower_data/train/61/image_06265.jpg
inflating: flower_data/train/61/image_06264.jpg
inflating: flower_data/train/61/image_06270.jpg
inflating: flower_data/train/61/image_06258.jpg
inflating: flower_data/train/61/image_06272.jpg
inflating: flower_data/train/61/image_06267.jpg
creating: flower_data/train/95/
inflating: flower_data/train/95/image_07507.jpg
inflating: flower_data/train/95/image_07498.jpg
inflating: flower_data/train/95/image_07467.jpg
inflating: flower_data/train/95/image_07473.jpg
inflating: flower_data/train/95/image_07466.jpg
inflating: flower_data/train/95/image_07499.jpg
inflating: flower_data/train/95/image_07506.jpg
inflating: flower_data/train/95/image_07538.jpg
inflating: flower_data/train/95/image_07504.jpg
inflating: flower_data/train/95/image_07511.jpg
inflating: flower_data/train/95/image_07539.jpg
inflating: flower_data/train/95/image_07501.jpg
inflating: flower_data/train/95/image_07515.jpg
inflating: flower_data/train/95/image_07529.jpg
inflating: flower_data/train/95/image_07474.jpg
inflating: flower_data/train/95/image_07528.jpg
inflating: flower_data/train/95/image_07500.jpg
inflating: flower_data/train/95/image_07516.jpg
inflating: flower_data/train/95/image_07489.jpg
inflating: flower_data/train/95/image_07476.jpg
inflating: flower_data/train/95/image_07477.jpg
inflating: flower_data/train/95/image_07488.jpg
inflating: flower_data/train/95/image_07503.jpg
inflating: flower_data/train/95/image_07517.jpg
inflating: flower_data/train/95/image_07558.jpg
inflating: flower_data/train/95/image_07570.jpg
inflating: flower_data/train/95/image_07564.jpg
inflating: flower_data/train/95/image_07565.jpg
inflating: flower_data/train/95/image_07571.jpg
inflating: flower_data/train/95/image_07559.jpg
inflating: flower_data/train/95/image_07567.jpg
inflating: flower_data/train/95/image_07572.jpg
inflating: flower_data/train/95/image_07566.jpg
inflating: flower_data/train/95/image_07589.jpg
inflating: flower_data/train/95/image_07562.jpg
inflating: flower_data/train/95/image_07576.jpg
inflating: flower_data/train/95/image_07577.jpg
inflating: flower_data/train/95/image_07563.jpg
inflating: flower_data/train/95/image_07549.jpg
inflating: flower_data/train/95/image_07548.jpg
inflating: flower_data/train/95/image_07560.jpg
inflating: flower_data/train/95/image_07574.jpg
inflating: flower_data/train/95/image_07592.jpg
inflating: flower_data/train/95/image_07586.jpg
inflating: flower_data/train/95/image_07579.jpg
inflating: flower_data/train/95/image_07545.jpg
inflating: flower_data/train/95/image_07544.jpg
inflating: flower_data/train/95/image_07578.jpg
inflating: flower_data/train/95/image_07587.jpg
inflating: flower_data/train/95/image_07593.jpg
inflating: flower_data/train/95/image_07591.jpg
inflating: flower_data/train/95/image_07546.jpg
inflating: flower_data/train/95/image_07552.jpg
inflating: flower_data/train/95/image_07553.jpg
inflating: flower_data/train/95/image_07547.jpg
inflating: flower_data/train/95/image_07590.jpg
inflating: flower_data/train/95/image_07543.jpg
inflating: flower_data/train/95/image_07557.jpg
inflating: flower_data/train/95/image_07556.jpg
inflating: flower_data/train/95/image_07542.jpg
inflating: flower_data/train/95/image_07583.jpg
inflating: flower_data/train/95/image_07554.jpg
inflating: flower_data/train/95/image_07540.jpg
inflating: flower_data/train/95/image_07568.jpg
inflating: flower_data/train/95/image_07569.jpg
inflating: flower_data/train/95/image_07541.jpg
inflating: flower_data/train/95/image_07555.jpg
inflating: flower_data/train/95/image_07582.jpg
inflating: flower_data/train/95/image_07532.jpg
inflating: flower_data/train/95/image_07526.jpg
inflating: flower_data/train/95/image_07491.jpg
inflating: flower_data/train/95/image_07490.jpg
inflating: flower_data/train/95/image_07527.jpg
inflating: flower_data/train/95/image_07533.jpg
inflating: flower_data/train/95/image_07525.jpg
inflating: flower_data/train/95/image_07531.jpg
inflating: flower_data/train/95/image_07492.jpg
inflating: flower_data/train/95/image_07486.jpg
inflating: flower_data/train/95/image_07479.jpg
inflating: flower_data/train/95/image_07478.jpg
inflating: flower_data/train/95/image_07493.jpg
inflating: flower_data/train/95/image_07530.jpg
inflating: flower_data/train/95/image_07524.jpg
inflating: flower_data/train/95/image_07518.jpg
inflating: flower_data/train/95/image_07520.jpg
inflating: flower_data/train/95/image_07534.jpg
inflating: flower_data/train/95/image_07497.jpg
inflating: flower_data/train/95/image_07483.jpg
inflating: flower_data/train/95/image_07469.jpg
inflating: flower_data/train/95/image_07482.jpg
inflating: flower_data/train/95/image_07496.jpg
inflating: flower_data/train/95/image_07509.jpg
inflating: flower_data/train/95/image_07535.jpg
inflating: flower_data/train/95/image_07521.jpg
inflating: flower_data/train/95/image_07537.jpg
inflating: flower_data/train/95/image_07523.jpg
inflating: flower_data/train/95/image_07480.jpg
inflating: flower_data/train/95/image_07494.jpg
inflating: flower_data/train/95/image_07495.jpg
inflating: flower_data/train/95/image_07481.jpg
inflating: flower_data/train/95/image_07522.jpg
creating: flower_data/train/59/
inflating: flower_data/train/59/image_05072.jpg
inflating: flower_data/train/59/image_05066.jpg
inflating: flower_data/train/59/image_05073.jpg
inflating: flower_data/train/59/image_05059.jpg
inflating: flower_data/train/59/image_05065.jpg
inflating: flower_data/train/59/image_05071.jpg
inflating: flower_data/train/59/image_05070.jpg
inflating: flower_data/train/59/image_05058.jpg
inflating: flower_data/train/59/image_05060.jpg
inflating: flower_data/train/59/image_05074.jpg
inflating: flower_data/train/59/image_05048.jpg
inflating: flower_data/train/59/image_05049.jpg
inflating: flower_data/train/59/image_05075.jpg
inflating: flower_data/train/59/image_05061.jpg
inflating: flower_data/train/59/image_05063.jpg
inflating: flower_data/train/59/image_05062.jpg
inflating: flower_data/train/59/image_05076.jpg
inflating: flower_data/train/59/image_05028.jpg
inflating: flower_data/train/59/image_05029.jpg
inflating: flower_data/train/59/image_05030.jpg
inflating: flower_data/train/59/image_05024.jpg
inflating: flower_data/train/59/image_05025.jpg
inflating: flower_data/train/59/image_05031.jpg
inflating: flower_data/train/59/image_05027.jpg
inflating: flower_data/train/59/image_05032.jpg
inflating: flower_data/train/59/image_05026.jpg
inflating: flower_data/train/59/image_05022.jpg
inflating: flower_data/train/59/image_05036.jpg
inflating: flower_data/train/59/image_05037.jpg
inflating: flower_data/train/59/image_05023.jpg
inflating: flower_data/train/59/image_05035.jpg
inflating: flower_data/train/59/image_05021.jpg
inflating: flower_data/train/59/image_05084.jpg
inflating: flower_data/train/59/image_05053.jpg
inflating: flower_data/train/59/image_05047.jpg
inflating: flower_data/train/59/image_05046.jpg
inflating: flower_data/train/59/image_05085.jpg
inflating: flower_data/train/59/image_05078.jpg
inflating: flower_data/train/59/image_05044.jpg
inflating: flower_data/train/59/image_05050.jpg
inflating: flower_data/train/59/image_05051.jpg
inflating: flower_data/train/59/image_05045.jpg
inflating: flower_data/train/59/image_05079.jpg
inflating: flower_data/train/59/image_05082.jpg
inflating: flower_data/train/59/image_05041.jpg
inflating: flower_data/train/59/image_05055.jpg
inflating: flower_data/train/59/image_05069.jpg
inflating: flower_data/train/59/image_05068.jpg
inflating: flower_data/train/59/image_05054.jpg
inflating: flower_data/train/59/image_05040.jpg
inflating: flower_data/train/59/image_05083.jpg
inflating: flower_data/train/59/image_05081.jpg
inflating: flower_data/train/59/image_05042.jpg
inflating: flower_data/train/59/image_05043.jpg
inflating: flower_data/train/59/image_05057.jpg
inflating: flower_data/train/59/image_05080.jpg
creating: flower_data/train/92/
inflating: flower_data/train/92/image_03038.jpg
inflating: flower_data/train/92/image_03029.jpg
inflating: flower_data/train/92/image_03070.jpg
inflating: flower_data/train/92/image_03064.jpg
inflating: flower_data/train/92/image_03071.jpg
inflating: flower_data/train/92/image_03059.jpg
inflating: flower_data/train/92/image_03067.jpg
inflating: flower_data/train/92/image_03073.jpg
inflating: flower_data/train/92/image_03072.jpg
inflating: flower_data/train/92/image_03066.jpg
inflating: flower_data/train/92/image_03089.jpg
inflating: flower_data/train/92/image_03062.jpg
inflating: flower_data/train/92/image_03076.jpg
inflating: flower_data/train/92/image_03077.jpg
inflating: flower_data/train/92/image_03088.jpg
inflating: flower_data/train/92/image_03061.jpg
inflating: flower_data/train/92/image_03060.jpg
inflating: flower_data/train/92/image_03074.jpg
inflating: flower_data/train/92/image_03092.jpg
inflating: flower_data/train/92/image_03086.jpg
inflating: flower_data/train/92/image_03079.jpg
inflating: flower_data/train/92/image_03051.jpg
inflating: flower_data/train/92/image_03045.jpg
inflating: flower_data/train/92/image_03050.jpg
inflating: flower_data/train/92/image_03078.jpg
inflating: flower_data/train/92/image_03087.jpg
inflating: flower_data/train/92/image_03093.jpg
inflating: flower_data/train/92/image_03085.jpg
inflating: flower_data/train/92/image_03091.jpg
inflating: flower_data/train/92/image_03046.jpg
inflating: flower_data/train/92/image_03053.jpg
inflating: flower_data/train/92/image_03047.jpg
inflating: flower_data/train/92/image_03090.jpg
inflating: flower_data/train/92/image_03084.jpg
inflating: flower_data/train/92/image_03080.jpg
inflating: flower_data/train/92/image_03094.jpg
inflating: flower_data/train/92/image_03043.jpg
inflating: flower_data/train/92/image_03057.jpg
inflating: flower_data/train/92/image_03042.jpg
inflating: flower_data/train/92/image_03081.jpg
inflating: flower_data/train/92/image_03083.jpg
inflating: flower_data/train/92/image_03040.jpg
inflating: flower_data/train/92/image_03068.jpg
inflating: flower_data/train/92/image_03069.jpg
inflating: flower_data/train/92/image_03055.jpg
inflating: flower_data/train/92/image_03082.jpg
inflating: flower_data/train/92/image_03033.jpg
inflating: flower_data/train/92/image_03031.jpg
inflating: flower_data/train/92/image_03030.jpg
inflating: flower_data/train/92/image_03034.jpg
inflating: flower_data/train/92/image_03035.jpg
inflating: flower_data/train/92/image_03037.jpg
inflating: flower_data/train/92/image_03036.jpg
creating: flower_data/train/66/
inflating: flower_data/train/66/image_05529.jpg
inflating: flower_data/train/66/image_05528.jpg
inflating: flower_data/train/66/image_05538.jpg
inflating: flower_data/train/66/image_05539.jpg
inflating: flower_data/train/66/image_05575.jpg
inflating: flower_data/train/66/image_05561.jpg
inflating: flower_data/train/66/image_05574.jpg
inflating: flower_data/train/66/image_05548.jpg
inflating: flower_data/train/66/image_05576.jpg
inflating: flower_data/train/66/image_05567.jpg
inflating: flower_data/train/66/image_05573.jpg
inflating: flower_data/train/66/image_05572.jpg
inflating: flower_data/train/66/image_05566.jpg
inflating: flower_data/train/66/image_05570.jpg
inflating: flower_data/train/66/image_05564.jpg
inflating: flower_data/train/66/image_05558.jpg
inflating: flower_data/train/66/image_05571.jpg
inflating: flower_data/train/66/image_05583.jpg
inflating: flower_data/train/66/image_05568.jpg
inflating: flower_data/train/66/image_05554.jpg
inflating: flower_data/train/66/image_05540.jpg
inflating: flower_data/train/66/image_05541.jpg
inflating: flower_data/train/66/image_05555.jpg
inflating: flower_data/train/66/image_05569.jpg
inflating: flower_data/train/66/image_05580.jpg
inflating: flower_data/train/66/image_05543.jpg
inflating: flower_data/train/66/image_05557.jpg
inflating: flower_data/train/66/image_05556.jpg
inflating: flower_data/train/66/image_05542.jpg
inflating: flower_data/train/66/image_05581.jpg
inflating: flower_data/train/66/image_05546.jpg
inflating: flower_data/train/66/image_05552.jpg
inflating: flower_data/train/66/image_05553.jpg
inflating: flower_data/train/66/image_05547.jpg
inflating: flower_data/train/66/image_05551.jpg
inflating: flower_data/train/66/image_05545.jpg
inflating: flower_data/train/66/image_05578.jpg
inflating: flower_data/train/66/image_05544.jpg
inflating: flower_data/train/66/image_05550.jpg
inflating: flower_data/train/66/image_05523.jpg
inflating: flower_data/train/66/image_05536.jpg
inflating: flower_data/train/66/image_05534.jpg
inflating: flower_data/train/66/image_05535.jpg
inflating: flower_data/train/66/image_05525.jpg
inflating: flower_data/train/66/image_05531.jpg
inflating: flower_data/train/66/image_05530.jpg
inflating: flower_data/train/66/image_05524.jpg
inflating: flower_data/train/66/image_05532.jpg
inflating: flower_data/train/66/image_05526.jpg
inflating: flower_data/train/66/image_05527.jpg
inflating: flower_data/train/66/image_05533.jpg
creating: flower_data/train/50/
inflating: flower_data/train/50/image_06341.jpg
inflating: flower_data/train/50/image_06553.jpg
inflating: flower_data/train/50/image_06340.jpg
inflating: flower_data/train/50/image_06342.jpg
inflating: flower_data/train/50/image_06545.jpg
inflating: flower_data/train/50/image_06551.jpg
inflating: flower_data/train/50/image_06343.jpg
inflating: flower_data/train/50/image_06569.jpg
inflating: flower_data/train/50/image_06555.jpg
inflating: flower_data/train/50/image_06540.jpg
inflating: flower_data/train/50/image_06554.jpg
inflating: flower_data/train/50/image_06568.jpg
inflating: flower_data/train/50/image_06344.jpg
inflating: flower_data/train/50/image_06542.jpg
inflating: flower_data/train/50/image_06556.jpg
inflating: flower_data/train/50/image_06557.jpg
inflating: flower_data/train/50/image_06543.jpg
inflating: flower_data/train/50/image_06345.jpg
inflating: flower_data/train/50/image_06336.jpg
inflating: flower_data/train/50/image_06322.jpg
inflating: flower_data/train/50/image_06530.jpg
inflating: flower_data/train/50/image_06531.jpg
inflating: flower_data/train/50/image_06323.jpg
inflating: flower_data/train/50/image_06337.jpg
inflating: flower_data/train/50/image_06335.jpg
inflating: flower_data/train/50/image_06309.jpg
inflating: flower_data/train/50/image_06533.jpg
inflating: flower_data/train/50/image_06532.jpg
inflating: flower_data/train/50/image_06308.jpg
inflating: flower_data/train/50/image_06334.jpg
inflating: flower_data/train/50/image_06330.jpg
inflating: flower_data/train/50/image_06536.jpg
inflating: flower_data/train/50/image_06537.jpg
inflating: flower_data/train/50/image_06325.jpg
inflating: flower_data/train/50/image_06333.jpg
inflating: flower_data/train/50/image_06327.jpg
inflating: flower_data/train/50/image_06535.jpg
inflating: flower_data/train/50/image_06326.jpg
inflating: flower_data/train/50/image_06332.jpg
inflating: flower_data/train/50/image_06317.jpg
inflating: flower_data/train/50/image_06303.jpg
inflating: flower_data/train/50/image_06539.jpg
inflating: flower_data/train/50/image_06538.jpg
inflating: flower_data/train/50/image_06302.jpg
inflating: flower_data/train/50/image_06316.jpg
inflating: flower_data/train/50/image_06300.jpg
inflating: flower_data/train/50/image_06314.jpg
inflating: flower_data/train/50/image_06328.jpg
inflating: flower_data/train/50/image_06329.jpg
inflating: flower_data/train/50/image_06315.jpg
inflating: flower_data/train/50/image_06301.jpg
inflating: flower_data/train/50/image_06339.jpg
inflating: flower_data/train/50/image_06310.jpg
inflating: flower_data/train/50/image_06304.jpg
inflating: flower_data/train/50/image_06338.jpg
inflating: flower_data/train/50/image_06312.jpg
inflating: flower_data/train/50/image_06306.jpg
inflating: flower_data/train/50/image_06299.jpg
inflating: flower_data/train/50/image_06529.jpg
inflating: flower_data/train/50/image_06298.jpg
inflating: flower_data/train/50/image_06307.jpg
inflating: flower_data/train/50/image_06313.jpg
inflating: flower_data/train/50/image_06566.jpg
inflating: flower_data/train/50/image_06567.jpg
inflating: flower_data/train/50/image_06565.jpg
inflating: flower_data/train/50/image_06559.jpg
inflating: flower_data/train/50/image_06564.jpg
inflating: flower_data/train/50/image_06570.jpg
inflating: flower_data/train/50/image_06548.jpg
inflating: flower_data/train/50/image_06560.jpg
inflating: flower_data/train/50/image_06561.jpg
inflating: flower_data/train/50/image_06549.jpg
inflating: flower_data/train/50/image_06563.jpg
creating: flower_data/train/68/
inflating: flower_data/train/68/image_05933.jpg
inflating: flower_data/train/68/image_05930.jpg
inflating: flower_data/train/68/image_05918.jpg
inflating: flower_data/train/68/image_05931.jpg
inflating: flower_data/train/68/image_05925.jpg
inflating: flower_data/train/68/image_05909.jpg
inflating: flower_data/train/68/image_05921.jpg
inflating: flower_data/train/68/image_05935.jpg
inflating: flower_data/train/68/image_05934.jpg
inflating: flower_data/train/68/image_05920.jpg
inflating: flower_data/train/68/image_05936.jpg
inflating: flower_data/train/68/image_05922.jpg
inflating: flower_data/train/68/image_05923.jpg
inflating: flower_data/train/68/image_05937.jpg
inflating: flower_data/train/68/image_05950.jpg
inflating: flower_data/train/68/image_05944.jpg
inflating: flower_data/train/68/image_05945.jpg
inflating: flower_data/train/68/image_05951.jpg
inflating: flower_data/train/68/image_05947.jpg
inflating: flower_data/train/68/image_05953.jpg
inflating: flower_data/train/68/image_05952.jpg
inflating: flower_data/train/68/image_05946.jpg
inflating: flower_data/train/68/image_05942.jpg
inflating: flower_data/train/68/image_05943.jpg
inflating: flower_data/train/68/image_05955.jpg
inflating: flower_data/train/68/image_05941.jpg
inflating: flower_data/train/68/image_05940.jpg
inflating: flower_data/train/68/image_05954.jpg
inflating: flower_data/train/68/image_05948.jpg
inflating: flower_data/train/68/image_05949.jpg
inflating: flower_data/train/68/image_05912.jpg
inflating: flower_data/train/68/image_05906.jpg
inflating: flower_data/train/68/image_05907.jpg
inflating: flower_data/train/68/image_05913.jpg
inflating: flower_data/train/68/image_05905.jpg
inflating: flower_data/train/68/image_05911.jpg
inflating: flower_data/train/68/image_05939.jpg
inflating: flower_data/train/68/image_05938.jpg
inflating: flower_data/train/68/image_05910.jpg
inflating: flower_data/train/68/image_05928.jpg
inflating: flower_data/train/68/image_05914.jpg
inflating: flower_data/train/68/image_05929.jpg
inflating: flower_data/train/68/image_05917.jpg
creating: flower_data/train/57/
inflating: flower_data/train/57/image_07249.jpg
inflating: flower_data/train/57/image_08146.jpg
inflating: flower_data/train/57/image_07261.jpg
inflating: flower_data/train/57/image_07260.jpg
inflating: flower_data/train/57/image_08147.jpg
inflating: flower_data/train/57/image_07248.jpg
inflating: flower_data/train/57/image_08150.jpg
inflating: flower_data/train/57/image_07263.jpg
inflating: flower_data/train/57/image_08140.jpg
inflating: flower_data/train/57/image_08141.jpg
inflating: flower_data/train/57/image_08143.jpg
inflating: flower_data/train/57/image_07264.jpg
inflating: flower_data/train/57/image_07258.jpg
inflating: flower_data/train/57/image_07259.jpg
inflating: flower_data/train/57/image_07265.jpg
inflating: flower_data/train/57/image_08142.jpg
inflating: flower_data/train/57/image_08119.jpg
inflating: flower_data/train/57/image_08125.jpg
inflating: flower_data/train/57/image_08131.jpg
inflating: flower_data/train/57/image_08130.jpg
inflating: flower_data/train/57/image_08124.jpg
inflating: flower_data/train/57/image_08118.jpg
inflating: flower_data/train/57/image_08132.jpg
inflating: flower_data/train/57/image_08126.jpg
inflating: flower_data/train/57/image_08137.jpg
inflating: flower_data/train/57/image_08123.jpg
inflating: flower_data/train/57/image_07238.jpg
inflating: flower_data/train/57/image_08122.jpg
inflating: flower_data/train/57/image_08136.jpg
inflating: flower_data/train/57/image_08120.jpg
inflating: flower_data/train/57/image_08135.jpg
inflating: flower_data/train/57/image_08121.jpg
inflating: flower_data/train/57/image_08138.jpg
inflating: flower_data/train/57/image_07237.jpg
inflating: flower_data/train/57/image_07236.jpg
inflating: flower_data/train/57/image_08139.jpg
inflating: flower_data/train/57/image_07235.jpg
inflating: flower_data/train/57/image_08128.jpg
inflating: flower_data/train/57/image_07240.jpg
inflating: flower_data/train/57/image_07243.jpg
inflating: flower_data/train/57/image_07257.jpg
inflating: flower_data/train/57/image_07256.jpg
inflating: flower_data/train/57/image_07246.jpg
inflating: flower_data/train/57/image_07252.jpg
inflating: flower_data/train/57/image_08149.jpg
inflating: flower_data/train/57/image_08148.jpg
inflating: flower_data/train/57/image_07253.jpg
inflating: flower_data/train/57/image_07251.jpg
inflating: flower_data/train/57/image_07245.jpg
inflating: flower_data/train/57/image_07244.jpg
creating: flower_data/train/32/
inflating: flower_data/train/32/image_05603.jpg
inflating: flower_data/train/32/image_05617.jpg
inflating: flower_data/train/32/image_05616.jpg
inflating: flower_data/train/32/image_05628.jpg
inflating: flower_data/train/32/image_05600.jpg
inflating: flower_data/train/32/image_05589.jpg
inflating: flower_data/train/32/image_05588.jpg
inflating: flower_data/train/32/image_05601.jpg
inflating: flower_data/train/32/image_05611.jpg
inflating: flower_data/train/32/image_05605.jpg
inflating: flower_data/train/32/image_05599.jpg
inflating: flower_data/train/32/image_05604.jpg
inflating: flower_data/train/32/image_05606.jpg
inflating: flower_data/train/32/image_05612.jpg
inflating: flower_data/train/32/image_05613.jpg
inflating: flower_data/train/32/image_05607.jpg
inflating: flower_data/train/32/image_05622.jpg
inflating: flower_data/train/32/image_05597.jpg
inflating: flower_data/train/32/image_05596.jpg
inflating: flower_data/train/32/image_05623.jpg
inflating: flower_data/train/32/image_05609.jpg
inflating: flower_data/train/32/image_05621.jpg
inflating: flower_data/train/32/image_05594.jpg
inflating: flower_data/train/32/image_05620.jpg
inflating: flower_data/train/32/image_05608.jpg
inflating: flower_data/train/32/image_05624.jpg
inflating: flower_data/train/32/image_05618.jpg
inflating: flower_data/train/32/image_05585.jpg
inflating: flower_data/train/32/image_05590.jpg
inflating: flower_data/train/32/image_05619.jpg
inflating: flower_data/train/32/image_05625.jpg
inflating: flower_data/train/32/image_05627.jpg
inflating: flower_data/train/32/image_05586.jpg
inflating: flower_data/train/32/image_05587.jpg
inflating: flower_data/train/32/image_05593.jpg
inflating: flower_data/train/32/image_05626.jpg
creating: flower_data/train/35/
inflating: flower_data/train/35/image_06976.jpg
inflating: flower_data/train/35/image_06989.jpg
inflating: flower_data/train/35/image_06988.jpg
inflating: flower_data/train/35/image_06975.jpg
inflating: flower_data/train/35/image_06974.jpg
inflating: flower_data/train/35/image_06970.jpg
inflating: flower_data/train/35/image_06971.jpg
inflating: flower_data/train/35/image_06973.jpg
inflating: flower_data/train/35/image_06998.jpg
inflating: flower_data/train/35/image_06999.jpg
inflating: flower_data/train/35/image_06972.jpg
inflating: flower_data/train/35/image_07000.jpg
inflating: flower_data/train/35/image_08086.jpg
inflating: flower_data/train/35/image_08087.jpg
inflating: flower_data/train/35/image_07001.jpg
inflating: flower_data/train/35/image_07003.jpg
inflating: flower_data/train/35/image_08085.jpg
inflating: flower_data/train/35/image_07002.jpg
inflating: flower_data/train/35/image_06980.jpg
inflating: flower_data/train/35/image_06994.jpg
inflating: flower_data/train/35/image_06995.jpg
inflating: flower_data/train/35/image_06981.jpg
inflating: flower_data/train/35/image_06997.jpg
inflating: flower_data/train/35/image_06983.jpg
inflating: flower_data/train/35/image_06982.jpg
inflating: flower_data/train/35/image_06996.jpg
inflating: flower_data/train/35/image_06969.jpg
inflating: flower_data/train/35/image_06979.jpg
inflating: flower_data/train/35/image_06987.jpg
inflating: flower_data/train/35/image_06993.jpg
inflating: flower_data/train/35/image_06985.jpg
inflating: flower_data/train/35/image_06991.jpg
inflating: flower_data/train/35/image_06990.jpg
creating: flower_data/train/102/
inflating: flower_data/train/102/image_08032.jpg
inflating: flower_data/train/102/image_08026.jpg
inflating: flower_data/train/102/image_08027.jpg
inflating: flower_data/train/102/image_08033.jpg
inflating: flower_data/train/102/image_08019.jpg
inflating: flower_data/train/102/image_08025.jpg
inflating: flower_data/train/102/image_08031.jpg
inflating: flower_data/train/102/image_08024.jpg
inflating: flower_data/train/102/image_08018.jpg
inflating: flower_data/train/102/image_08020.jpg
inflating: flower_data/train/102/image_08034.jpg
inflating: flower_data/train/102/image_08008.jpg
inflating: flower_data/train/102/image_08009.jpg
inflating: flower_data/train/102/image_08035.jpg
inflating: flower_data/train/102/image_08021.jpg
inflating: flower_data/train/102/image_08037.jpg
inflating: flower_data/train/102/image_08022.jpg
inflating: flower_data/train/102/image_08036.jpg
inflating: flower_data/train/102/image_08045.jpg
inflating: flower_data/train/102/image_08044.jpg
inflating: flower_data/train/102/image_08046.jpg
inflating: flower_data/train/102/image_08047.jpg
inflating: flower_data/train/102/image_08043.jpg
inflating: flower_data/train/102/image_08013.jpg
inflating: flower_data/train/102/image_08007.jpg
inflating: flower_data/train/102/image_08010.jpg
inflating: flower_data/train/102/image_08011.jpg
inflating: flower_data/train/102/image_08005.jpg
inflating: flower_data/train/102/image_08039.jpg
inflating: flower_data/train/102/image_08001.jpg
inflating: flower_data/train/102/image_08029.jpg
inflating: flower_data/train/102/image_08028.jpg
inflating: flower_data/train/102/image_08000.jpg
inflating: flower_data/train/102/image_08016.jpg
inflating: flower_data/train/102/image_08003.jpg
inflating: flower_data/train/102/image_08017.jpg
creating: flower_data/train/69/
inflating: flower_data/train/69/image_06009.jpg
inflating: flower_data/train/69/image_05978.jpg
inflating: flower_data/train/69/image_05987.jpg
inflating: flower_data/train/69/image_05986.jpg
inflating: flower_data/train/69/image_05979.jpg
inflating: flower_data/train/69/image_05990.jpg
inflating: flower_data/train/69/image_05991.jpg
inflating: flower_data/train/69/image_05985.jpg
inflating: flower_data/train/69/image_05981.jpg
inflating: flower_data/train/69/image_05995.jpg
inflating: flower_data/train/69/image_05980.jpg
inflating: flower_data/train/69/image_05957.jpg
inflating: flower_data/train/69/image_05969.jpg
inflating: flower_data/train/69/image_05996.jpg
inflating: flower_data/train/69/image_05982.jpg
inflating: flower_data/train/69/image_05983.jpg
inflating: flower_data/train/69/image_05997.jpg
inflating: flower_data/train/69/image_05968.jpg
inflating: flower_data/train/69/image_05965.jpg
inflating: flower_data/train/69/image_05964.jpg
inflating: flower_data/train/69/image_05970.jpg
inflating: flower_data/train/69/image_05966.jpg
inflating: flower_data/train/69/image_05972.jpg
inflating: flower_data/train/69/image_05999.jpg
inflating: flower_data/train/69/image_05998.jpg
inflating: flower_data/train/69/image_05973.jpg
inflating: flower_data/train/69/image_05967.jpg
inflating: flower_data/train/69/image_05963.jpg
inflating: flower_data/train/69/image_05977.jpg
inflating: flower_data/train/69/image_05988.jpg
inflating: flower_data/train/69/image_05989.jpg
inflating: flower_data/train/69/image_05976.jpg
inflating: flower_data/train/69/image_05962.jpg
inflating: flower_data/train/69/image_05974.jpg
inflating: flower_data/train/69/image_05960.jpg
inflating: flower_data/train/69/image_05961.jpg
inflating: flower_data/train/69/image_05975.jpg
inflating: flower_data/train/69/image_06002.jpg
inflating: flower_data/train/69/image_06003.jpg
inflating: flower_data/train/69/image_06001.jpg
inflating: flower_data/train/69/image_06000.jpg
inflating: flower_data/train/69/image_06010.jpg
inflating: flower_data/train/69/image_06004.jpg
inflating: flower_data/train/69/image_06005.jpg
inflating: flower_data/train/69/image_06007.jpg
inflating: flower_data/train/69/image_06006.jpg
creating: flower_data/train/56/
inflating: flower_data/train/56/image_02859.jpg
inflating: flower_data/train/56/image_02860.jpg
inflating: flower_data/train/56/image_02848.jpg
inflating: flower_data/train/56/image_02861.jpg
inflating: flower_data/train/56/image_02839.jpg
inflating: flower_data/train/56/image_02811.jpg
inflating: flower_data/train/56/image_02781.jpg
inflating: flower_data/train/56/image_02795.jpg
inflating: flower_data/train/56/image_02756.jpg
inflating: flower_data/train/56/image_02757.jpg
inflating: flower_data/train/56/image_02794.jpg
inflating: flower_data/train/56/image_02780.jpg
inflating: flower_data/train/56/image_02804.jpg
inflating: flower_data/train/56/image_02810.jpg
inflating: flower_data/train/56/image_02838.jpg
inflating: flower_data/train/56/image_02806.jpg
inflating: flower_data/train/56/image_02812.jpg
inflating: flower_data/train/56/image_02796.jpg
inflating: flower_data/train/56/image_02782.jpg
inflating: flower_data/train/56/image_02755.jpg
inflating: flower_data/train/56/image_02768.jpg
inflating: flower_data/train/56/image_02754.jpg
inflating: flower_data/train/56/image_02783.jpg
inflating: flower_data/train/56/image_02797.jpg
inflating: flower_data/train/56/image_02813.jpg
inflating: flower_data/train/56/image_02807.jpg
inflating: flower_data/train/56/image_02803.jpg
inflating: flower_data/train/56/image_02817.jpg
inflating: flower_data/train/56/image_02793.jpg
inflating: flower_data/train/56/image_02787.jpg
inflating: flower_data/train/56/image_02778.jpg
inflating: flower_data/train/56/image_02786.jpg
inflating: flower_data/train/56/image_02816.jpg
inflating: flower_data/train/56/image_02802.jpg
inflating: flower_data/train/56/image_02814.jpg
inflating: flower_data/train/56/image_02800.jpg
inflating: flower_data/train/56/image_02828.jpg
inflating: flower_data/train/56/image_02784.jpg
inflating: flower_data/train/56/image_02790.jpg
inflating: flower_data/train/56/image_02753.jpg
inflating: flower_data/train/56/image_02791.jpg
inflating: flower_data/train/56/image_02829.jpg
inflating: flower_data/train/56/image_02801.jpg
inflating: flower_data/train/56/image_02815.jpg
inflating: flower_data/train/56/image_02818.jpg
inflating: flower_data/train/56/image_02830.jpg
inflating: flower_data/train/56/image_02824.jpg
inflating: flower_data/train/56/image_02763.jpg
inflating: flower_data/train/56/image_02777.jpg
inflating: flower_data/train/56/image_02776.jpg
inflating: flower_data/train/56/image_02762.jpg
inflating: flower_data/train/56/image_02789.jpg
inflating: flower_data/train/56/image_02831.jpg
inflating: flower_data/train/56/image_02819.jpg
inflating: flower_data/train/56/image_02827.jpg
inflating: flower_data/train/56/image_02833.jpg
inflating: flower_data/train/56/image_02774.jpg
inflating: flower_data/train/56/image_02760.jpg
inflating: flower_data/train/56/image_02761.jpg
inflating: flower_data/train/56/image_02775.jpg
inflating: flower_data/train/56/image_02832.jpg
inflating: flower_data/train/56/image_02826.jpg
inflating: flower_data/train/56/image_02822.jpg
inflating: flower_data/train/56/image_02836.jpg
inflating: flower_data/train/56/image_02759.jpg
inflating: flower_data/train/56/image_02765.jpg
inflating: flower_data/train/56/image_02764.jpg
inflating: flower_data/train/56/image_02770.jpg
inflating: flower_data/train/56/image_02758.jpg
inflating: flower_data/train/56/image_02837.jpg
inflating: flower_data/train/56/image_02823.jpg
inflating: flower_data/train/56/image_02835.jpg
inflating: flower_data/train/56/image_02809.jpg
inflating: flower_data/train/56/image_02799.jpg
inflating: flower_data/train/56/image_02766.jpg
inflating: flower_data/train/56/image_02767.jpg
inflating: flower_data/train/56/image_02798.jpg
inflating: flower_data/train/56/image_02820.jpg
inflating: flower_data/train/56/image_02834.jpg
inflating: flower_data/train/56/image_02853.jpg
inflating: flower_data/train/56/image_02847.jpg
inflating: flower_data/train/56/image_02846.jpg
inflating: flower_data/train/56/image_02852.jpg
inflating: flower_data/train/56/image_02850.jpg
inflating: flower_data/train/56/image_02851.jpg
inflating: flower_data/train/56/image_02845.jpg
inflating: flower_data/train/56/image_02855.jpg
inflating: flower_data/train/56/image_02854.jpg
inflating: flower_data/train/56/image_02840.jpg
inflating: flower_data/train/56/image_02856.jpg
inflating: flower_data/train/56/image_02842.jpg
inflating: flower_data/train/56/image_02843.jpg
creating: flower_data/train/51/
inflating: flower_data/train/51/image_01348.jpg
inflating: flower_data/train/51/image_01360.jpg
inflating: flower_data/train/51/image_01374.jpg
inflating: flower_data/train/51/image_01412.jpg
inflating: flower_data/train/51/image_03952.jpg
inflating: flower_data/train/51/image_03991.jpg
inflating: flower_data/train/51/image_03990.jpg
inflating: flower_data/train/51/image_03947.jpg
inflating: flower_data/train/51/image_03953.jpg
inflating: flower_data/train/51/image_01375.jpg
inflating: flower_data/train/51/image_01413.jpg
inflating: flower_data/train/51/image_01361.jpg
inflating: flower_data/train/51/image_01349.jpg
inflating: flower_data/train/51/image_01411.jpg
inflating: flower_data/train/51/image_01377.jpg
inflating: flower_data/train/51/image_01405.jpg
inflating: flower_data/train/51/image_03945.jpg
inflating: flower_data/train/51/image_03979.jpg
inflating: flower_data/train/51/image_03992.jpg
inflating: flower_data/train/51/image_03993.jpg
inflating: flower_data/train/51/image_03987.jpg
inflating: flower_data/train/51/image_03978.jpg
inflating: flower_data/train/51/image_03950.jpg
inflating: flower_data/train/51/image_03944.jpg
inflating: flower_data/train/51/image_01404.jpg
inflating: flower_data/train/51/image_01410.jpg
inflating: flower_data/train/51/image_01376.jpg
inflating: flower_data/train/51/image_01438.jpg
inflating: flower_data/train/51/image_01399.jpg
inflating: flower_data/train/51/image_01372.jpg
inflating: flower_data/train/51/image_01400.jpg
inflating: flower_data/train/51/image_01366.jpg
inflating: flower_data/train/51/image_01428.jpg
inflating: flower_data/train/51/image_03940.jpg
inflating: flower_data/train/51/image_03983.jpg
inflating: flower_data/train/51/image_03982.jpg
inflating: flower_data/train/51/image_03955.jpg
inflating: flower_data/train/51/image_03941.jpg
inflating: flower_data/train/51/image_03969.jpg
inflating: flower_data/train/51/image_01429.jpg
inflating: flower_data/train/51/image_01401.jpg
inflating: flower_data/train/51/image_01367.jpg
inflating: flower_data/train/51/image_01373.jpg
inflating: flower_data/train/51/image_01415.jpg
inflating: flower_data/train/51/image_01398.jpg
inflating: flower_data/train/51/image_01365.jpg
inflating: flower_data/train/51/image_01403.jpg
inflating: flower_data/train/51/image_01417.jpg
inflating: flower_data/train/51/image_01371.jpg
inflating: flower_data/train/51/image_01359.jpg
inflating: flower_data/train/51/image_03957.jpg
inflating: flower_data/train/51/image_03981.jpg
inflating: flower_data/train/51/image_03942.jpg
inflating: flower_data/train/51/image_03956.jpg
inflating: flower_data/train/51/image_01358.jpg
inflating: flower_data/train/51/image_01416.jpg
inflating: flower_data/train/51/image_01364.jpg
inflating: flower_data/train/51/image_01402.jpg
inflating: flower_data/train/51/image_01465.jpg
inflating: flower_data/train/51/image_01471.jpg
inflating: flower_data/train/51/image_01317.jpg
inflating: flower_data/train/51/image_03931.jpg
inflating: flower_data/train/51/image_03925.jpg
inflating: flower_data/train/51/image_03919.jpg
inflating: flower_data/train/51/image_03918.jpg
inflating: flower_data/train/51/image_03924.jpg
inflating: flower_data/train/51/image_03930.jpg
inflating: flower_data/train/51/image_01470.jpg
inflating: flower_data/train/51/image_01464.jpg
inflating: flower_data/train/51/image_01458.jpg
inflating: flower_data/train/51/image_01472.jpg
inflating: flower_data/train/51/image_01466.jpg
inflating: flower_data/train/51/image_03932.jpg
inflating: flower_data/train/51/image_01467.jpg
inflating: flower_data/train/51/image_01329.jpg
inflating: flower_data/train/51/image_01488.jpg
inflating: flower_data/train/51/image_01477.jpg
inflating: flower_data/train/51/image_01463.jpg
inflating: flower_data/train/51/image_01339.jpg
inflating: flower_data/train/51/image_03923.jpg
inflating: flower_data/train/51/image_03936.jpg
inflating: flower_data/train/51/image_03922.jpg
inflating: flower_data/train/51/image_01338.jpg
inflating: flower_data/train/51/image_01462.jpg
inflating: flower_data/train/51/image_01476.jpg
inflating: flower_data/train/51/image_01489.jpg
inflating: flower_data/train/51/image_01460.jpg
inflating: flower_data/train/51/image_01448.jpg
inflating: flower_data/train/51/image_03934.jpg
inflating: flower_data/train/51/image_03920.jpg
inflating: flower_data/train/51/image_03921.jpg
inflating: flower_data/train/51/image_03935.jpg
inflating: flower_data/train/51/image_01449.jpg
inflating: flower_data/train/51/image_01475.jpg
inflating: flower_data/train/51/image_01461.jpg
inflating: flower_data/train/51/image_01487.jpg
inflating: flower_data/train/51/image_01478.jpg
inflating: flower_data/train/51/image_01444.jpg
inflating: flower_data/train/51/image_01450.jpg
inflating: flower_data/train/51/image_01336.jpg
inflating: flower_data/train/51/image_01451.jpg
inflating: flower_data/train/51/image_01337.jpg
inflating: flower_data/train/51/image_01323.jpg
inflating: flower_data/train/51/image_01445.jpg
inflating: flower_data/train/51/image_01479.jpg
inflating: flower_data/train/51/image_01486.jpg
inflating: flower_data/train/51/image_01490.jpg
inflating: flower_data/train/51/image_01484.jpg
inflating: flower_data/train/51/image_01453.jpg
inflating: flower_data/train/51/image_01447.jpg
inflating: flower_data/train/51/image_01321.jpg
inflating: flower_data/train/51/image_03913.jpg
inflating: flower_data/train/51/image_01446.jpg
inflating: flower_data/train/51/image_01320.jpg
inflating: flower_data/train/51/image_01334.jpg
inflating: flower_data/train/51/image_01452.jpg
inflating: flower_data/train/51/image_01485.jpg
inflating: flower_data/train/51/image_01481.jpg
inflating: flower_data/train/51/image_01456.jpg
inflating: flower_data/train/51/image_01330.jpg
inflating: flower_data/train/51/image_01324.jpg
inflating: flower_data/train/51/image_01442.jpg
inflating: flower_data/train/51/image_01318.jpg
inflating: flower_data/train/51/image_01319.jpg
inflating: flower_data/train/51/image_01325.jpg
inflating: flower_data/train/51/image_01443.jpg
inflating: flower_data/train/51/image_01331.jpg
inflating: flower_data/train/51/image_01480.jpg
inflating: flower_data/train/51/image_01482.jpg
inflating: flower_data/train/51/image_01441.jpg
inflating: flower_data/train/51/image_01327.jpg
inflating: flower_data/train/51/image_01333.jpg
inflating: flower_data/train/51/image_01455.jpg
inflating: flower_data/train/51/image_03929.jpg
inflating: flower_data/train/51/image_03915.jpg
inflating: flower_data/train/51/image_03914.jpg
inflating: flower_data/train/51/image_03928.jpg
inflating: flower_data/train/51/image_01332.jpg
inflating: flower_data/train/51/image_01454.jpg
inflating: flower_data/train/51/image_01440.jpg
inflating: flower_data/train/51/image_01483.jpg
inflating: flower_data/train/51/image_01382.jpg
inflating: flower_data/train/51/image_01396.jpg
inflating: flower_data/train/51/image_01369.jpg
inflating: flower_data/train/51/image_01427.jpg
inflating: flower_data/train/51/image_01341.jpg
inflating: flower_data/train/51/image_01355.jpg
inflating: flower_data/train/51/image_01433.jpg
inflating: flower_data/train/51/image_03967.jpg
inflating: flower_data/train/51/image_03966.jpg
inflating: flower_data/train/51/image_03972.jpg
inflating: flower_data/train/51/image_01432.jpg
inflating: flower_data/train/51/image_01426.jpg
inflating: flower_data/train/51/image_01368.jpg
inflating: flower_data/train/51/image_01397.jpg
inflating: flower_data/train/51/image_01383.jpg
inflating: flower_data/train/51/image_01395.jpg
inflating: flower_data/train/51/image_01381.jpg
inflating: flower_data/train/51/image_01418.jpg
inflating: flower_data/train/51/image_01430.jpg
inflating: flower_data/train/51/image_01356.jpg
inflating: flower_data/train/51/image_01342.jpg
inflating: flower_data/train/51/image_01424.jpg
inflating: flower_data/train/51/image_03964.jpg
inflating: flower_data/train/51/image_03970.jpg
inflating: flower_data/train/51/image_03958.jpg
inflating: flower_data/train/51/image_03959.jpg
inflating: flower_data/train/51/image_03971.jpg
inflating: flower_data/train/51/image_03965.jpg
inflating: flower_data/train/51/image_01343.jpg
inflating: flower_data/train/51/image_01431.jpg
inflating: flower_data/train/51/image_01357.jpg
inflating: flower_data/train/51/image_01380.jpg
inflating: flower_data/train/51/image_01394.jpg
inflating: flower_data/train/51/image_01390.jpg
inflating: flower_data/train/51/image_01384.jpg
inflating: flower_data/train/51/image_01353.jpg
inflating: flower_data/train/51/image_01435.jpg
inflating: flower_data/train/51/image_01421.jpg
inflating: flower_data/train/51/image_01347.jpg
inflating: flower_data/train/51/image_01409.jpg
inflating: flower_data/train/51/image_03949.jpg
inflating: flower_data/train/51/image_03948.jpg
inflating: flower_data/train/51/image_01408.jpg
inflating: flower_data/train/51/image_01420.jpg
inflating: flower_data/train/51/image_01434.jpg
inflating: flower_data/train/51/image_01385.jpg
inflating: flower_data/train/51/image_01387.jpg
inflating: flower_data/train/51/image_01393.jpg
inflating: flower_data/train/51/image_01344.jpg
inflating: flower_data/train/51/image_01422.jpg
inflating: flower_data/train/51/image_01436.jpg
inflating: flower_data/train/51/image_01350.jpg
inflating: flower_data/train/51/image_01378.jpg
inflating: flower_data/train/51/image_03976.jpg
inflating: flower_data/train/51/image_03962.jpg
inflating: flower_data/train/51/image_03988.jpg
inflating: flower_data/train/51/image_03963.jpg
inflating: flower_data/train/51/image_03977.jpg
inflating: flower_data/train/51/image_01379.jpg
inflating: flower_data/train/51/image_01437.jpg
inflating: flower_data/train/51/image_01351.jpg
inflating: flower_data/train/51/image_01345.jpg
inflating: flower_data/train/51/image_01423.jpg
inflating: flower_data/train/51/image_01392.jpg
inflating: flower_data/train/51/image_01386.jpg
creating: flower_data/train/58/
inflating: flower_data/train/58/image_02696.jpg
inflating: flower_data/train/58/image_02682.jpg
inflating: flower_data/train/58/image_02655.jpg
inflating: flower_data/train/58/image_02641.jpg
inflating: flower_data/train/58/image_02669.jpg
inflating: flower_data/train/58/image_02735.jpg
inflating: flower_data/train/58/image_02709.jpg
inflating: flower_data/train/58/image_02708.jpg
inflating: flower_data/train/58/image_02720.jpg
inflating: flower_data/train/58/image_02668.jpg
inflating: flower_data/train/58/image_02640.jpg
inflating: flower_data/train/58/image_02654.jpg
inflating: flower_data/train/58/image_02683.jpg
inflating: flower_data/train/58/image_02697.jpg
inflating: flower_data/train/58/image_02736.jpg
inflating: flower_data/train/58/image_02723.jpg
inflating: flower_data/train/58/image_02657.jpg
inflating: flower_data/train/58/image_02643.jpg
inflating: flower_data/train/58/image_02680.jpg
inflating: flower_data/train/58/image_02684.jpg
inflating: flower_data/train/58/image_02647.jpg
inflating: flower_data/train/58/image_02733.jpg
inflating: flower_data/train/58/image_02727.jpg
inflating: flower_data/train/58/image_02732.jpg
inflating: flower_data/train/58/image_02652.jpg
inflating: flower_data/train/58/image_02646.jpg
inflating: flower_data/train/58/image_02685.jpg
inflating: flower_data/train/58/image_02693.jpg
inflating: flower_data/train/58/image_02678.jpg
inflating: flower_data/train/58/image_02650.jpg
inflating: flower_data/train/58/image_02644.jpg
inflating: flower_data/train/58/image_02718.jpg
inflating: flower_data/train/58/image_02724.jpg
inflating: flower_data/train/58/image_02730.jpg
inflating: flower_data/train/58/image_02731.jpg
inflating: flower_data/train/58/image_02725.jpg
inflating: flower_data/train/58/image_02645.jpg
inflating: flower_data/train/58/image_02651.jpg
inflating: flower_data/train/58/image_02679.jpg
inflating: flower_data/train/58/image_02686.jpg
inflating: flower_data/train/58/image_02692.jpg
inflating: flower_data/train/58/image_02740.jpg
inflating: flower_data/train/58/image_02750.jpg
inflating: flower_data/train/58/image_02744.jpg
inflating: flower_data/train/58/image_02745.jpg
inflating: flower_data/train/58/image_02751.jpg
inflating: flower_data/train/58/image_02747.jpg
inflating: flower_data/train/58/image_02746.jpg
inflating: flower_data/train/58/image_02748.jpg
inflating: flower_data/train/58/image_02749.jpg
inflating: flower_data/train/58/image_02639.jpg
inflating: flower_data/train/58/image_02674.jpg
inflating: flower_data/train/58/image_02660.jpg
inflating: flower_data/train/58/image_02648.jpg
inflating: flower_data/train/58/image_02714.jpg
inflating: flower_data/train/58/image_02728.jpg
inflating: flower_data/train/58/image_02729.jpg
inflating: flower_data/train/58/image_02715.jpg
inflating: flower_data/train/58/image_02701.jpg
inflating: flower_data/train/58/image_02661.jpg
inflating: flower_data/train/58/image_02688.jpg
inflating: flower_data/train/58/image_02717.jpg
inflating: flower_data/train/58/image_02703.jpg
inflating: flower_data/train/58/image_02702.jpg
inflating: flower_data/train/58/image_02716.jpg
inflating: flower_data/train/58/image_02662.jpg
inflating: flower_data/train/58/image_02689.jpg
inflating: flower_data/train/58/image_02699.jpg
inflating: flower_data/train/58/image_02666.jpg
inflating: flower_data/train/58/image_02712.jpg
inflating: flower_data/train/58/image_02706.jpg
inflating: flower_data/train/58/image_02707.jpg
inflating: flower_data/train/58/image_02713.jpg
inflating: flower_data/train/58/image_02673.jpg
inflating: flower_data/train/58/image_02667.jpg
inflating: flower_data/train/58/image_02698.jpg
inflating: flower_data/train/58/image_02659.jpg
inflating: flower_data/train/58/image_02671.jpg
inflating: flower_data/train/58/image_02665.jpg
inflating: flower_data/train/58/image_02739.jpg
inflating: flower_data/train/58/image_02711.jpg
inflating: flower_data/train/58/image_02710.jpg
inflating: flower_data/train/58/image_02704.jpg
inflating: flower_data/train/58/image_02664.jpg
inflating: flower_data/train/58/image_02670.jpg
inflating: flower_data/train/58/image_02658.jpg
creating: flower_data/train/67/
inflating: flower_data/train/67/image_07077.jpg
inflating: flower_data/train/67/image_07063.jpg
inflating: flower_data/train/67/image_07062.jpg
inflating: flower_data/train/67/image_07076.jpg
inflating: flower_data/train/67/image_07048.jpg
inflating: flower_data/train/67/image_07060.jpg
inflating: flower_data/train/67/image_07074.jpg
inflating: flower_data/train/67/image_07061.jpg
inflating: flower_data/train/67/image_07049.jpg
inflating: flower_data/train/67/image_07065.jpg
inflating: flower_data/train/67/image_07071.jpg
inflating: flower_data/train/67/image_07059.jpg
inflating: flower_data/train/67/image_07058.jpg
inflating: flower_data/train/67/image_07070.jpg
inflating: flower_data/train/67/image_07064.jpg
inflating: flower_data/train/67/image_07072.jpg
inflating: flower_data/train/67/image_07066.jpg
inflating: flower_data/train/67/image_07067.jpg
inflating: flower_data/train/67/image_07073.jpg
inflating: flower_data/train/67/image_08079.jpg
inflating: flower_data/train/67/image_08078.jpg
inflating: flower_data/train/67/image_07081.jpg
inflating: flower_data/train/67/image_07057.jpg
inflating: flower_data/train/67/image_07069.jpg
inflating: flower_data/train/67/image_07055.jpg
inflating: flower_data/train/67/image_07054.jpg
inflating: flower_data/train/67/image_07068.jpg
inflating: flower_data/train/67/image_07050.jpg
inflating: flower_data/train/67/image_07078.jpg
inflating: flower_data/train/67/image_07051.jpg
inflating: flower_data/train/67/image_07084.jpg
inflating: flower_data/train/67/image_07053.jpg
inflating: flower_data/train/67/image_07047.jpg
inflating: flower_data/train/67/image_07046.jpg
inflating: flower_data/train/67/image_07052.jpg
inflating: flower_data/train/67/image_07085.jpg
creating: flower_data/train/93/
inflating: flower_data/train/93/image_06023.jpg
inflating: flower_data/train/93/image_06036.jpg
inflating: flower_data/train/93/image_06022.jpg
inflating: flower_data/train/93/image_06034.jpg
inflating: flower_data/train/93/image_06020.jpg
inflating: flower_data/train/93/image_06035.jpg
inflating: flower_data/train/93/image_06019.jpg
inflating: flower_data/train/93/image_06025.jpg
inflating: flower_data/train/93/image_06030.jpg
inflating: flower_data/train/93/image_06018.jpg
inflating: flower_data/train/93/image_06026.jpg
inflating: flower_data/train/93/image_06032.jpg
inflating: flower_data/train/93/image_06027.jpg
inflating: flower_data/train/93/image_06040.jpg
inflating: flower_data/train/93/image_06041.jpg
inflating: flower_data/train/93/image_06043.jpg
inflating: flower_data/train/93/image_06042.jpg
inflating: flower_data/train/93/image_06046.jpg
inflating: flower_data/train/93/image_06047.jpg
inflating: flower_data/train/93/image_06045.jpg
inflating: flower_data/train/93/image_08112.jpg
inflating: flower_data/train/93/image_08116.jpg
inflating: flower_data/train/93/image_08117.jpg
inflating: flower_data/train/93/image_08115.jpg
inflating: flower_data/train/93/image_08114.jpg
inflating: flower_data/train/93/image_06016.jpg
inflating: flower_data/train/93/image_06015.jpg
inflating: flower_data/train/93/image_06029.jpg
inflating: flower_data/train/93/image_06028.jpg
inflating: flower_data/train/93/image_06038.jpg
inflating: flower_data/train/93/image_06011.jpg
inflating: flower_data/train/93/image_06039.jpg
inflating: flower_data/train/93/image_06013.jpg
inflating: flower_data/train/93/image_06012.jpg
creating: flower_data/train/94/
inflating: flower_data/train/94/image_07329.jpg
inflating: flower_data/train/94/image_07315.jpg
inflating: flower_data/train/94/image_07314.jpg
inflating: flower_data/train/94/image_07328.jpg
inflating: flower_data/train/94/image_07458.jpg
inflating: flower_data/train/94/image_07316.jpg
inflating: flower_data/train/94/image_07464.jpg
inflating: flower_data/train/94/image_07465.jpg
inflating: flower_data/train/94/image_07459.jpg
inflating: flower_data/train/94/image_07313.jpg
inflating: flower_data/train/94/image_07461.jpg
inflating: flower_data/train/94/image_07307.jpg
inflating: flower_data/train/94/image_07448.jpg
inflating: flower_data/train/94/image_07460.jpg
inflating: flower_data/train/94/image_07306.jpg
inflating: flower_data/train/94/image_07312.jpg
inflating: flower_data/train/94/image_07304.jpg
inflating: flower_data/train/94/image_07462.jpg
inflating: flower_data/train/94/image_07310.jpg
inflating: flower_data/train/94/image_07338.jpg
inflating: flower_data/train/94/image_07339.jpg
inflating: flower_data/train/94/image_07311.jpg
inflating: flower_data/train/94/image_07305.jpg
inflating: flower_data/train/94/image_07463.jpg
inflating: flower_data/train/94/image_07389.jpg
inflating: flower_data/train/94/image_07438.jpg
inflating: flower_data/train/94/image_07362.jpg
inflating: flower_data/train/94/image_07404.jpg
inflating: flower_data/train/94/image_07410.jpg
inflating: flower_data/train/94/image_07376.jpg
inflating: flower_data/train/94/image_07411.jpg
inflating: flower_data/train/94/image_07377.jpg
inflating: flower_data/train/94/image_07363.jpg
inflating: flower_data/train/94/image_07405.jpg
inflating: flower_data/train/94/image_07439.jpg
inflating: flower_data/train/94/image_07349.jpg
inflating: flower_data/train/94/image_07375.jpg
inflating: flower_data/train/94/image_07413.jpg
inflating: flower_data/train/94/image_07407.jpg
inflating: flower_data/train/94/image_07406.jpg
inflating: flower_data/train/94/image_07374.jpg
inflating: flower_data/train/94/image_07412.jpg
inflating: flower_data/train/94/image_07348.jpg
inflating: flower_data/train/94/image_07416.jpg
inflating: flower_data/train/94/image_07364.jpg
inflating: flower_data/train/94/image_07402.jpg
inflating: flower_data/train/94/image_07359.jpg
inflating: flower_data/train/94/image_07365.jpg
inflating: flower_data/train/94/image_07403.jpg
inflating: flower_data/train/94/image_07417.jpg
inflating: flower_data/train/94/image_07371.jpg
inflating: flower_data/train/94/image_07398.jpg
inflating: flower_data/train/94/image_07401.jpg
inflating: flower_data/train/94/image_07367.jpg
inflating: flower_data/train/94/image_07373.jpg
inflating: flower_data/train/94/image_07429.jpg
inflating: flower_data/train/94/image_07414.jpg
inflating: flower_data/train/94/image_07366.jpg
inflating: flower_data/train/94/image_07380.jpg
inflating: flower_data/train/94/image_07394.jpg
inflating: flower_data/train/94/image_07419.jpg
inflating: flower_data/train/94/image_07343.jpg
inflating: flower_data/train/94/image_07425.jpg
inflating: flower_data/train/94/image_07431.jpg
inflating: flower_data/train/94/image_07430.jpg
inflating: flower_data/train/94/image_07356.jpg
inflating: flower_data/train/94/image_07342.jpg
inflating: flower_data/train/94/image_07424.jpg
inflating: flower_data/train/94/image_07397.jpg
inflating: flower_data/train/94/image_07383.jpg
inflating: flower_data/train/94/image_07368.jpg
inflating: flower_data/train/94/image_07354.jpg
inflating: flower_data/train/94/image_07432.jpg
inflating: flower_data/train/94/image_07426.jpg
inflating: flower_data/train/94/image_07340.jpg
inflating: flower_data/train/94/image_07427.jpg
inflating: flower_data/train/94/image_07341.jpg
inflating: flower_data/train/94/image_07355.jpg
inflating: flower_data/train/94/image_07433.jpg
inflating: flower_data/train/94/image_07369.jpg
inflating: flower_data/train/94/image_07396.jpg
inflating: flower_data/train/94/image_07386.jpg
inflating: flower_data/train/94/image_07437.jpg
inflating: flower_data/train/94/image_07351.jpg
inflating: flower_data/train/94/image_07345.jpg
inflating: flower_data/train/94/image_07423.jpg
inflating: flower_data/train/94/image_07379.jpg
inflating: flower_data/train/94/image_07378.jpg
inflating: flower_data/train/94/image_07344.jpg
inflating: flower_data/train/94/image_07422.jpg
inflating: flower_data/train/94/image_07350.jpg
inflating: flower_data/train/94/image_07387.jpg
inflating: flower_data/train/94/image_07391.jpg
inflating: flower_data/train/94/image_07420.jpg
inflating: flower_data/train/94/image_07409.jpg
inflating: flower_data/train/94/image_07353.jpg
inflating: flower_data/train/94/image_07421.jpg
inflating: flower_data/train/94/image_07347.jpg
inflating: flower_data/train/94/image_07390.jpg
inflating: flower_data/train/94/image_07384.jpg
inflating: flower_data/train/94/image_07446.jpg
inflating: flower_data/train/94/image_07320.jpg
inflating: flower_data/train/94/image_07334.jpg
inflating: flower_data/train/94/image_07452.jpg
inflating: flower_data/train/94/image_07335.jpg
inflating: flower_data/train/94/image_07453.jpg
inflating: flower_data/train/94/image_07447.jpg
inflating: flower_data/train/94/image_07321.jpg
inflating: flower_data/train/94/image_07309.jpg
inflating: flower_data/train/94/image_07451.jpg
inflating: flower_data/train/94/image_07337.jpg
inflating: flower_data/train/94/image_07323.jpg
inflating: flower_data/train/94/image_07445.jpg
inflating: flower_data/train/94/image_07322.jpg
inflating: flower_data/train/94/image_07444.jpg
inflating: flower_data/train/94/image_07450.jpg
inflating: flower_data/train/94/image_07336.jpg
inflating: flower_data/train/94/image_07332.jpg
inflating: flower_data/train/94/image_07454.jpg
inflating: flower_data/train/94/image_07440.jpg
inflating: flower_data/train/94/image_07326.jpg
inflating: flower_data/train/94/image_07441.jpg
inflating: flower_data/train/94/image_07455.jpg
inflating: flower_data/train/94/image_07443.jpg
inflating: flower_data/train/94/image_07457.jpg
inflating: flower_data/train/94/image_07331.jpg
inflating: flower_data/train/94/image_07319.jpg
inflating: flower_data/train/94/image_07318.jpg
inflating: flower_data/train/94/image_07456.jpg
inflating: flower_data/train/94/image_07330.jpg
inflating: flower_data/train/94/image_07324.jpg
inflating: flower_data/train/94/image_07442.jpg
creating: flower_data/train/60/
inflating: flower_data/train/60/image_03013.jpg
inflating: flower_data/train/60/image_03007.jpg
inflating: flower_data/train/60/image_03006.jpg
inflating: flower_data/train/60/image_03012.jpg
inflating: flower_data/train/60/image_03004.jpg
inflating: flower_data/train/60/image_03010.jpg
inflating: flower_data/train/60/image_02939.jpg
inflating: flower_data/train/60/image_02938.jpg
inflating: flower_data/train/60/image_03011.jpg
inflating: flower_data/train/60/image_03005.jpg
inflating: flower_data/train/60/image_03001.jpg
inflating: flower_data/train/60/image_03015.jpg
inflating: flower_data/train/60/image_02929.jpg
inflating: flower_data/train/60/image_03028.jpg
inflating: flower_data/train/60/image_03014.jpg
inflating: flower_data/train/60/image_03002.jpg
inflating: flower_data/train/60/image_03017.jpg
inflating: flower_data/train/60/image_02965.jpg
inflating: flower_data/train/60/image_02970.jpg
inflating: flower_data/train/60/image_02964.jpg
inflating: flower_data/train/60/image_02972.jpg
inflating: flower_data/train/60/image_02966.jpg
inflating: flower_data/train/60/image_02999.jpg
inflating: flower_data/train/60/image_02998.jpg
inflating: flower_data/train/60/image_02967.jpg
inflating: flower_data/train/60/image_02973.jpg
inflating: flower_data/train/60/image_02963.jpg
inflating: flower_data/train/60/image_02988.jpg
inflating: flower_data/train/60/image_02989.jpg
inflating: flower_data/train/60/image_02962.jpg
inflating: flower_data/train/60/image_02976.jpg
inflating: flower_data/train/60/image_02960.jpg
inflating: flower_data/train/60/image_02949.jpg
inflating: flower_data/train/60/image_02975.jpg
inflating: flower_data/train/60/image_02944.jpg
inflating: flower_data/train/60/image_02950.jpg
inflating: flower_data/train/60/image_02993.jpg
inflating: flower_data/train/60/image_02986.jpg
inflating: flower_data/train/60/image_02951.jpg
inflating: flower_data/train/60/image_02945.jpg
inflating: flower_data/train/60/image_02979.jpg
inflating: flower_data/train/60/image_02953.jpg
inflating: flower_data/train/60/image_02947.jpg
inflating: flower_data/train/60/image_02990.jpg
inflating: flower_data/train/60/image_02984.jpg
inflating: flower_data/train/60/image_02985.jpg
inflating: flower_data/train/60/image_02991.jpg
inflating: flower_data/train/60/image_02946.jpg
inflating: flower_data/train/60/image_02952.jpg
inflating: flower_data/train/60/image_02956.jpg
inflating: flower_data/train/60/image_02942.jpg
inflating: flower_data/train/60/image_02995.jpg
inflating: flower_data/train/60/image_02980.jpg
inflating: flower_data/train/60/image_02994.jpg
inflating: flower_data/train/60/image_02943.jpg
inflating: flower_data/train/60/image_02957.jpg
inflating: flower_data/train/60/image_02941.jpg
inflating: flower_data/train/60/image_02955.jpg
inflating: flower_data/train/60/image_02969.jpg
inflating: flower_data/train/60/image_02982.jpg
inflating: flower_data/train/60/image_02983.jpg
inflating: flower_data/train/60/image_02968.jpg
inflating: flower_data/train/60/image_02954.jpg
inflating: flower_data/train/60/image_02940.jpg
inflating: flower_data/train/60/image_02927.jpg
inflating: flower_data/train/60/image_02926.jpg
inflating: flower_data/train/60/image_03027.jpg
inflating: flower_data/train/60/image_03019.jpg
inflating: flower_data/train/60/image_03025.jpg
inflating: flower_data/train/60/image_02930.jpg
inflating: flower_data/train/60/image_02924.jpg
inflating: flower_data/train/60/image_02925.jpg
inflating: flower_data/train/60/image_02931.jpg
inflating: flower_data/train/60/image_03024.jpg
inflating: flower_data/train/60/image_03018.jpg
inflating: flower_data/train/60/image_03020.jpg
inflating: flower_data/train/60/image_02935.jpg
inflating: flower_data/train/60/image_02921.jpg
inflating: flower_data/train/60/image_02920.jpg
inflating: flower_data/train/60/image_02934.jpg
inflating: flower_data/train/60/image_03009.jpg
inflating: flower_data/train/60/image_03021.jpg
inflating: flower_data/train/60/image_03023.jpg
inflating: flower_data/train/60/image_02922.jpg
inflating: flower_data/train/60/image_03022.jpg
creating: flower_data/train/34/
inflating: flower_data/train/34/image_06962.jpg
inflating: flower_data/train/34/image_06960.jpg
inflating: flower_data/train/34/image_06948.jpg
inflating: flower_data/train/34/image_06958.jpg
inflating: flower_data/train/34/image_06965.jpg
inflating: flower_data/train/34/image_06967.jpg
inflating: flower_data/train/34/image_06966.jpg
inflating: flower_data/train/34/image_06938.jpg
inflating: flower_data/train/34/image_06934.jpg
inflating: flower_data/train/34/image_06935.jpg
inflating: flower_data/train/34/image_06937.jpg
inflating: flower_data/train/34/image_06936.jpg
inflating: flower_data/train/34/image_06932.jpg
inflating: flower_data/train/34/image_06931.jpg
inflating: flower_data/train/34/image_06930.jpg
inflating: flower_data/train/34/image_06943.jpg
inflating: flower_data/train/34/image_06957.jpg
inflating: flower_data/train/34/image_06956.jpg
inflating: flower_data/train/34/image_06942.jpg
inflating: flower_data/train/34/image_06968.jpg
inflating: flower_data/train/34/image_06940.jpg
inflating: flower_data/train/34/image_06951.jpg
inflating: flower_data/train/34/image_06945.jpg
inflating: flower_data/train/34/image_06944.jpg
inflating: flower_data/train/34/image_06946.jpg
inflating: flower_data/train/34/image_06952.jpg
inflating: flower_data/train/34/image_06953.jpg
inflating: flower_data/train/34/image_06947.jpg
creating: flower_data/train/33/
inflating: flower_data/train/33/image_06450.jpg
inflating: flower_data/train/33/image_06445.jpg
inflating: flower_data/train/33/image_06451.jpg
inflating: flower_data/train/33/image_06484.jpg
inflating: flower_data/train/33/image_06447.jpg
inflating: flower_data/train/33/image_06453.jpg
inflating: flower_data/train/33/image_06452.jpg
inflating: flower_data/train/33/image_06446.jpg
inflating: flower_data/train/33/image_06442.jpg
inflating: flower_data/train/33/image_06480.jpg
inflating: flower_data/train/33/image_06482.jpg
inflating: flower_data/train/33/image_06469.jpg
inflating: flower_data/train/33/image_06483.jpg
inflating: flower_data/train/33/image_06471.jpg
inflating: flower_data/train/33/image_06465.jpg
inflating: flower_data/train/33/image_06459.jpg
inflating: flower_data/train/33/image_06458.jpg
inflating: flower_data/train/33/image_06464.jpg
inflating: flower_data/train/33/image_06466.jpg
inflating: flower_data/train/33/image_06472.jpg
inflating: flower_data/train/33/image_06473.jpg
inflating: flower_data/train/33/image_06467.jpg
inflating: flower_data/train/33/image_06463.jpg
inflating: flower_data/train/33/image_06477.jpg
inflating: flower_data/train/33/image_06476.jpg
inflating: flower_data/train/33/image_06462.jpg
inflating: flower_data/train/33/image_06448.jpg
inflating: flower_data/train/33/image_06474.jpg
inflating: flower_data/train/33/image_06461.jpg
inflating: flower_data/train/33/image_06475.jpg
inflating: flower_data/train/33/image_06449.jpg
creating: flower_data/train/20/
inflating: flower_data/train/20/image_04949.jpg
inflating: flower_data/train/20/image_04948.jpg
inflating: flower_data/train/20/image_04904.jpg
inflating: flower_data/train/20/image_04911.jpg
inflating: flower_data/train/20/image_04905.jpg
inflating: flower_data/train/20/image_04939.jpg
inflating: flower_data/train/20/image_04907.jpg
inflating: flower_data/train/20/image_04898.jpg
inflating: flower_data/train/20/image_04899.jpg
inflating: flower_data/train/20/image_04906.jpg
inflating: flower_data/train/20/image_04916.jpg
inflating: flower_data/train/20/image_04902.jpg
inflating: flower_data/train/20/image_04917.jpg
inflating: flower_data/train/20/image_04901.jpg
inflating: flower_data/train/20/image_04915.jpg
inflating: flower_data/train/20/image_04929.jpg
inflating: flower_data/train/20/image_04928.jpg
inflating: flower_data/train/20/image_04914.jpg
inflating: flower_data/train/20/image_04900.jpg
inflating: flower_data/train/20/image_04919.jpg
inflating: flower_data/train/20/image_04925.jpg
inflating: flower_data/train/20/image_04931.jpg
inflating: flower_data/train/20/image_04930.jpg
inflating: flower_data/train/20/image_04924.jpg
inflating: flower_data/train/20/image_04932.jpg
inflating: flower_data/train/20/image_04926.jpg
inflating: flower_data/train/20/image_04933.jpg
inflating: flower_data/train/20/image_04937.jpg
inflating: flower_data/train/20/image_04923.jpg
inflating: flower_data/train/20/image_04922.jpg
inflating: flower_data/train/20/image_04936.jpg
inflating: flower_data/train/20/image_04934.jpg
inflating: flower_data/train/20/image_04908.jpg
inflating: flower_data/train/20/image_04897.jpg
inflating: flower_data/train/20/image_04909.jpg
inflating: flower_data/train/20/image_04935.jpg
inflating: flower_data/train/20/image_04921.jpg
inflating: flower_data/train/20/image_04946.jpg
inflating: flower_data/train/20/image_04952.jpg
inflating: flower_data/train/20/image_04947.jpg
inflating: flower_data/train/20/image_04951.jpg
inflating: flower_data/train/20/image_04945.jpg
inflating: flower_data/train/20/image_04944.jpg
inflating: flower_data/train/20/image_04950.jpg
inflating: flower_data/train/20/image_04941.jpg
inflating: flower_data/train/20/image_04943.jpg
creating: flower_data/train/18/
inflating: flower_data/train/18/image_04284.jpg
inflating: flower_data/train/18/image_04247.jpg
inflating: flower_data/train/18/image_04253.jpg
inflating: flower_data/train/18/image_04246.jpg
inflating: flower_data/train/18/image_04291.jpg
inflating: flower_data/train/18/image_04285.jpg
inflating: flower_data/train/18/image_04293.jpg
inflating: flower_data/train/18/image_04287.jpg
inflating: flower_data/train/18/image_04250.jpg
inflating: flower_data/train/18/image_04244.jpg
inflating: flower_data/train/18/image_04324.jpg
inflating: flower_data/train/18/image_04318.jpg
inflating: flower_data/train/18/image_04319.jpg
inflating: flower_data/train/18/image_04325.jpg
inflating: flower_data/train/18/image_04279.jpg
inflating: flower_data/train/18/image_04245.jpg
inflating: flower_data/train/18/image_04251.jpg
inflating: flower_data/train/18/image_04286.jpg
inflating: flower_data/train/18/image_04296.jpg
inflating: flower_data/train/18/image_04282.jpg
inflating: flower_data/train/18/image_04269.jpg
inflating: flower_data/train/18/image_04255.jpg
inflating: flower_data/train/18/image_04309.jpg
inflating: flower_data/train/18/image_04321.jpg
inflating: flower_data/train/18/image_04320.jpg
inflating: flower_data/train/18/image_04308.jpg
inflating: flower_data/train/18/image_04268.jpg
inflating: flower_data/train/18/image_04283.jpg
inflating: flower_data/train/18/image_04297.jpg
inflating: flower_data/train/18/image_04281.jpg
inflating: flower_data/train/18/image_04295.jpg
inflating: flower_data/train/18/image_04323.jpg
inflating: flower_data/train/18/image_04257.jpg
inflating: flower_data/train/18/image_04294.jpg
inflating: flower_data/train/18/image_04280.jpg
inflating: flower_data/train/18/image_04266.jpg
inflating: flower_data/train/18/image_04306.jpg
inflating: flower_data/train/18/image_04307.jpg
inflating: flower_data/train/18/image_04313.jpg
inflating: flower_data/train/18/image_04273.jpg
inflating: flower_data/train/18/image_04267.jpg
inflating: flower_data/train/18/image_04298.jpg
inflating: flower_data/train/18/image_04271.jpg
inflating: flower_data/train/18/image_04265.jpg
inflating: flower_data/train/18/image_04259.jpg
inflating: flower_data/train/18/image_04305.jpg
inflating: flower_data/train/18/image_04310.jpg
inflating: flower_data/train/18/image_04304.jpg
inflating: flower_data/train/18/image_04258.jpg
inflating: flower_data/train/18/image_04264.jpg
inflating: flower_data/train/18/image_04270.jpg
inflating: flower_data/train/18/image_04274.jpg
inflating: flower_data/train/18/image_04260.jpg
inflating: flower_data/train/18/image_04300.jpg
inflating: flower_data/train/18/image_04314.jpg
inflating: flower_data/train/18/image_04301.jpg
inflating: flower_data/train/18/image_04275.jpg
inflating: flower_data/train/18/image_04249.jpg
inflating: flower_data/train/18/image_04288.jpg
inflating: flower_data/train/18/image_04303.jpg
inflating: flower_data/train/18/image_04302.jpg
inflating: flower_data/train/18/image_04316.jpg
inflating: flower_data/train/18/image_04276.jpg
inflating: flower_data/train/18/image_04262.jpg
inflating: flower_data/train/18/image_04289.jpg
creating: flower_data/train/27/
inflating: flower_data/train/27/image_06875.jpg
inflating: flower_data/train/27/image_06861.jpg
inflating: flower_data/train/27/image_06860.jpg
inflating: flower_data/train/27/image_06874.jpg
inflating: flower_data/train/27/image_06862.jpg
inflating: flower_data/train/27/image_06876.jpg
inflating: flower_data/train/27/image_06889.jpg
inflating: flower_data/train/27/image_06888.jpg
inflating: flower_data/train/27/image_06877.jpg
inflating: flower_data/train/27/image_06863.jpg
inflating: flower_data/train/27/image_06867.jpg
inflating: flower_data/train/27/image_06873.jpg
inflating: flower_data/train/27/image_06872.jpg
inflating: flower_data/train/27/image_06866.jpg
inflating: flower_data/train/27/image_06870.jpg
inflating: flower_data/train/27/image_06858.jpg
inflating: flower_data/train/27/image_06859.jpg
inflating: flower_data/train/27/image_06865.jpg
inflating: flower_data/train/27/image_06854.jpg
inflating: flower_data/train/27/image_06883.jpg
inflating: flower_data/train/27/image_06882.jpg
inflating: flower_data/train/27/image_06855.jpg
inflating: flower_data/train/27/image_06869.jpg
inflating: flower_data/train/27/image_06857.jpg
inflating: flower_data/train/27/image_06880.jpg
inflating: flower_data/train/27/image_06881.jpg
inflating: flower_data/train/27/image_06856.jpg
inflating: flower_data/train/27/image_06852.jpg
inflating: flower_data/train/27/image_06885.jpg
inflating: flower_data/train/27/image_06884.jpg
inflating: flower_data/train/27/image_06853.jpg
inflating: flower_data/train/27/image_06851.jpg
inflating: flower_data/train/27/image_06879.jpg
inflating: flower_data/train/27/image_06886.jpg
inflating: flower_data/train/27/image_06878.jpg
inflating: flower_data/train/27/image_06850.jpg
creating: flower_data/train/9/
inflating: flower_data/train/9/image_06396.jpg
inflating: flower_data/train/9/image_06433.jpg
inflating: flower_data/train/9/image_06427.jpg
inflating: flower_data/train/9/image_06426.jpg
inflating: flower_data/train/9/image_06432.jpg
inflating: flower_data/train/9/image_06397.jpg
inflating: flower_data/train/9/image_06395.jpg
inflating: flower_data/train/9/image_06424.jpg
inflating: flower_data/train/9/image_06430.jpg
inflating: flower_data/train/9/image_06418.jpg
inflating: flower_data/train/9/image_06419.jpg
inflating: flower_data/train/9/image_06431.jpg
inflating: flower_data/train/9/image_06425.jpg
inflating: flower_data/train/9/image_06409.jpg
inflating: flower_data/train/9/image_06421.jpg
inflating: flower_data/train/9/image_06435.jpg
inflating: flower_data/train/9/image_06434.jpg
inflating: flower_data/train/9/image_06408.jpg
inflating: flower_data/train/9/image_06436.jpg
inflating: flower_data/train/9/image_06422.jpg
inflating: flower_data/train/9/image_06423.jpg
inflating: flower_data/train/9/image_06437.jpg
inflating: flower_data/train/9/image_06440.jpg
inflating: flower_data/train/9/image_06412.jpg
inflating: flower_data/train/9/image_06406.jpg
inflating: flower_data/train/9/image_06407.jpg
inflating: flower_data/train/9/image_06405.jpg
inflating: flower_data/train/9/image_06411.jpg
inflating: flower_data/train/9/image_06439.jpg
inflating: flower_data/train/9/image_06438.jpg
inflating: flower_data/train/9/image_06404.jpg
inflating: flower_data/train/9/image_06399.jpg
inflating: flower_data/train/9/image_06428.jpg
inflating: flower_data/train/9/image_06400.jpg
inflating: flower_data/train/9/image_06415.jpg
inflating: flower_data/train/9/image_06401.jpg
inflating: flower_data/train/9/image_06429.jpg
inflating: flower_data/train/9/image_06417.jpg
inflating: flower_data/train/9/image_06403.jpg
inflating: flower_data/train/9/image_06402.jpg
inflating: flower_data/train/9/image_06416.jpg
creating: flower_data/train/11/
inflating: flower_data/train/11/image_03167.jpg
inflating: flower_data/train/11/image_03172.jpg
inflating: flower_data/train/11/image_03166.jpg
inflating: flower_data/train/11/image_03158.jpg
inflating: flower_data/train/11/image_03170.jpg
inflating: flower_data/train/11/image_03164.jpg
inflating: flower_data/train/11/image_03171.jpg
inflating: flower_data/train/11/image_03159.jpg
inflating: flower_data/train/11/image_03175.jpg
inflating: flower_data/train/11/image_03161.jpg
inflating: flower_data/train/11/image_03149.jpg
inflating: flower_data/train/11/image_03148.jpg
inflating: flower_data/train/11/image_03160.jpg
inflating: flower_data/train/11/image_03174.jpg
inflating: flower_data/train/11/image_03162.jpg
inflating: flower_data/train/11/image_03163.jpg
inflating: flower_data/train/11/image_03138.jpg
inflating: flower_data/train/11/image_03104.jpg
inflating: flower_data/train/11/image_03110.jpg
inflating: flower_data/train/11/image_03105.jpg
inflating: flower_data/train/11/image_03113.jpg
inflating: flower_data/train/11/image_03107.jpg
inflating: flower_data/train/11/image_03106.jpg
inflating: flower_data/train/11/image_03112.jpg
inflating: flower_data/train/11/image_03099.jpg
inflating: flower_data/train/11/image_03102.jpg
inflating: flower_data/train/11/image_03103.jpg
inflating: flower_data/train/11/image_03117.jpg
inflating: flower_data/train/11/image_03101.jpg
inflating: flower_data/train/11/image_03129.jpg
inflating: flower_data/train/11/image_03114.jpg
inflating: flower_data/train/11/image_03119.jpg
inflating: flower_data/train/11/image_03131.jpg
inflating: flower_data/train/11/image_03124.jpg
inflating: flower_data/train/11/image_03118.jpg
inflating: flower_data/train/11/image_03132.jpg
inflating: flower_data/train/11/image_03126.jpg
inflating: flower_data/train/11/image_03127.jpg
inflating: flower_data/train/11/image_03133.jpg
inflating: flower_data/train/11/image_03137.jpg
inflating: flower_data/train/11/image_03123.jpg
inflating: flower_data/train/11/image_03122.jpg
inflating: flower_data/train/11/image_03136.jpg
inflating: flower_data/train/11/image_03095.jpg
inflating: flower_data/train/11/image_03097.jpg
inflating: flower_data/train/11/image_03120.jpg
inflating: flower_data/train/11/image_03134.jpg
inflating: flower_data/train/11/image_03109.jpg
inflating: flower_data/train/11/image_03135.jpg
inflating: flower_data/train/11/image_03121.jpg
inflating: flower_data/train/11/image_03096.jpg
inflating: flower_data/train/11/image_03146.jpg
inflating: flower_data/train/11/image_03152.jpg
inflating: flower_data/train/11/image_03153.jpg
inflating: flower_data/train/11/image_03179.jpg
inflating: flower_data/train/11/image_03144.jpg
inflating: flower_data/train/11/image_03150.jpg
inflating: flower_data/train/11/image_03178.jpg
inflating: flower_data/train/11/image_03154.jpg
inflating: flower_data/train/11/image_03140.jpg
inflating: flower_data/train/11/image_03168.jpg
inflating: flower_data/train/11/image_03169.jpg
inflating: flower_data/train/11/image_03155.jpg
inflating: flower_data/train/11/image_03180.jpg
inflating: flower_data/train/11/image_03143.jpg
inflating: flower_data/train/11/image_03156.jpg
inflating: flower_data/train/11/image_03142.jpg
inflating: flower_data/train/11/image_03181.jpg
creating: flower_data/train/7/
inflating: flower_data/train/7/image_07202.jpg
inflating: flower_data/train/7/image_07203.jpg
inflating: flower_data/train/7/image_07217.jpg
inflating: flower_data/train/7/image_07229.jpg
inflating: flower_data/train/7/image_07201.jpg
inflating: flower_data/train/7/image_07214.jpg
inflating: flower_data/train/7/image_07200.jpg
inflating: flower_data/train/7/image_07228.jpg
inflating: flower_data/train/7/image_07204.jpg
inflating: flower_data/train/7/image_07210.jpg
inflating: flower_data/train/7/image_07205.jpg
inflating: flower_data/train/7/image_07213.jpg
inflating: flower_data/train/7/image_07207.jpg
inflating: flower_data/train/7/image_07206.jpg
inflating: flower_data/train/7/image_07212.jpg
inflating: flower_data/train/7/image_07223.jpg
inflating: flower_data/train/7/image_07222.jpg
inflating: flower_data/train/7/image_07208.jpg
inflating: flower_data/train/7/image_07220.jpg
inflating: flower_data/train/7/image_07221.jpg
inflating: flower_data/train/7/image_07209.jpg
inflating: flower_data/train/7/image_07225.jpg
inflating: flower_data/train/7/image_08102.jpg
inflating: flower_data/train/7/image_07231.jpg
inflating: flower_data/train/7/image_07230.jpg
inflating: flower_data/train/7/image_08103.jpg
inflating: flower_data/train/7/image_07224.jpg
inflating: flower_data/train/7/image_07232.jpg
inflating: flower_data/train/7/image_08101.jpg
inflating: flower_data/train/7/image_07226.jpg
inflating: flower_data/train/7/image_07227.jpg
inflating: flower_data/train/7/image_08100.jpg
inflating: flower_data/train/7/image_07233.jpg
creating: flower_data/train/29/
inflating: flower_data/train/29/image_04152.jpg
inflating: flower_data/train/29/image_04147.jpg
inflating: flower_data/train/29/image_04153.jpg
inflating: flower_data/train/29/image_04151.jpg
inflating: flower_data/train/29/image_04150.jpg
inflating: flower_data/train/29/image_04144.jpg
inflating: flower_data/train/29/image_04140.jpg
inflating: flower_data/train/29/image_04154.jpg
inflating: flower_data/train/29/image_04155.jpg
inflating: flower_data/train/29/image_04141.jpg
inflating: flower_data/train/29/image_04157.jpg
inflating: flower_data/train/29/image_04156.jpg
inflating: flower_data/train/29/image_04086.jpg
inflating: flower_data/train/29/image_04092.jpg
inflating: flower_data/train/29/image_04131.jpg
inflating: flower_data/train/29/image_04125.jpg
inflating: flower_data/train/29/image_04119.jpg
inflating: flower_data/train/29/image_04118.jpg
inflating: flower_data/train/29/image_04130.jpg
inflating: flower_data/train/29/image_04093.jpg
inflating: flower_data/train/29/image_04087.jpg
inflating: flower_data/train/29/image_04091.jpg
inflating: flower_data/train/29/image_04085.jpg
inflating: flower_data/train/29/image_04126.jpg
inflating: flower_data/train/29/image_04132.jpg
inflating: flower_data/train/29/image_04133.jpg
inflating: flower_data/train/29/image_04127.jpg
inflating: flower_data/train/29/image_04084.jpg
inflating: flower_data/train/29/image_04094.jpg
inflating: flower_data/train/29/image_04123.jpg
inflating: flower_data/train/29/image_04136.jpg
inflating: flower_data/train/29/image_04122.jpg
inflating: flower_data/train/29/image_04081.jpg
inflating: flower_data/train/29/image_04134.jpg
inflating: flower_data/train/29/image_04120.jpg
inflating: flower_data/train/29/image_04121.jpg
inflating: flower_data/train/29/image_04135.jpg
inflating: flower_data/train/29/image_04109.jpg
inflating: flower_data/train/29/image_04096.jpg
inflating: flower_data/train/29/image_04082.jpg
inflating: flower_data/train/29/image_04110.jpg
inflating: flower_data/train/29/image_04138.jpg
inflating: flower_data/train/29/image_04139.jpg
inflating: flower_data/train/29/image_04105.jpg
inflating: flower_data/train/29/image_04111.jpg
inflating: flower_data/train/29/image_04098.jpg
inflating: flower_data/train/29/image_04107.jpg
inflating: flower_data/train/29/image_04113.jpg
inflating: flower_data/train/29/image_04106.jpg
inflating: flower_data/train/29/image_04089.jpg
inflating: flower_data/train/29/image_04102.jpg
inflating: flower_data/train/29/image_04117.jpg
inflating: flower_data/train/29/image_04088.jpg
inflating: flower_data/train/29/image_04129.jpg
inflating: flower_data/train/29/image_04115.jpg
inflating: flower_data/train/29/image_04101.jpg
inflating: flower_data/train/29/image_04100.jpg
inflating: flower_data/train/29/image_04114.jpg
inflating: flower_data/train/29/image_04128.jpg
inflating: flower_data/train/29/image_04158.jpg
inflating: flower_data/train/29/image_04149.jpg
inflating: flower_data/train/29/image_04148.jpg
creating: flower_data/train/16/
inflating: flower_data/train/16/image_06685.jpg
inflating: flower_data/train/16/image_06652.jpg
inflating: flower_data/train/16/image_06653.jpg
inflating: flower_data/train/16/image_06684.jpg
inflating: flower_data/train/16/image_06690.jpg
inflating: flower_data/train/16/image_06686.jpg
inflating: flower_data/train/16/image_06692.jpg
inflating: flower_data/train/16/image_06679.jpg
inflating: flower_data/train/16/image_06678.jpg
inflating: flower_data/train/16/image_06687.jpg
inflating: flower_data/train/16/image_06683.jpg
inflating: flower_data/train/16/image_06668.jpg
inflating: flower_data/train/16/image_06654.jpg
inflating: flower_data/train/16/image_06655.jpg
inflating: flower_data/train/16/image_06669.jpg
inflating: flower_data/train/16/image_06682.jpg
inflating: flower_data/train/16/image_06680.jpg
inflating: flower_data/train/16/image_06656.jpg
inflating: flower_data/train/16/image_06681.jpg
inflating: flower_data/train/16/image_06667.jpg
inflating: flower_data/train/16/image_06666.jpg
inflating: flower_data/train/16/image_06672.jpg
inflating: flower_data/train/16/image_06664.jpg
inflating: flower_data/train/16/image_06658.jpg
inflating: flower_data/train/16/image_06659.jpg
inflating: flower_data/train/16/image_06665.jpg
inflating: flower_data/train/16/image_06661.jpg
inflating: flower_data/train/16/image_06675.jpg
inflating: flower_data/train/16/image_06674.jpg
inflating: flower_data/train/16/image_06660.jpg
inflating: flower_data/train/16/image_06689.jpg
inflating: flower_data/train/16/image_06676.jpg
inflating: flower_data/train/16/image_06662.jpg
inflating: flower_data/train/16/image_06663.jpg
inflating: flower_data/train/16/image_06677.jpg
inflating: flower_data/train/16/image_06688.jpg
creating: flower_data/train/42/
inflating: flower_data/train/42/image_05728.jpg
inflating: flower_data/train/42/image_05714.jpg
inflating: flower_data/train/42/image_05700.jpg
inflating: flower_data/train/42/image_05715.jpg
inflating: flower_data/train/42/image_05729.jpg
inflating: flower_data/train/42/image_05688.jpg
inflating: flower_data/train/42/image_05703.jpg
inflating: flower_data/train/42/image_05717.jpg
inflating: flower_data/train/42/image_05716.jpg
inflating: flower_data/train/42/image_05702.jpg
inflating: flower_data/train/42/image_05689.jpg
inflating: flower_data/train/42/image_05699.jpg
inflating: flower_data/train/42/image_05706.jpg
inflating: flower_data/train/42/image_05707.jpg
inflating: flower_data/train/42/image_05698.jpg
inflating: flower_data/train/42/image_05705.jpg
inflating: flower_data/train/42/image_05739.jpg
inflating: flower_data/train/42/image_05738.jpg
inflating: flower_data/train/42/image_05704.jpg
inflating: flower_data/train/42/image_05710.jpg
inflating: flower_data/train/42/image_05742.jpg
inflating: flower_data/train/42/image_05743.jpg
inflating: flower_data/train/42/image_05741.jpg
inflating: flower_data/train/42/image_05740.jpg
inflating: flower_data/train/42/image_05709.jpg
inflating: flower_data/train/42/image_05721.jpg
inflating: flower_data/train/42/image_05720.jpg
inflating: flower_data/train/42/image_05734.jpg
inflating: flower_data/train/42/image_05708.jpg
inflating: flower_data/train/42/image_05697.jpg
inflating: flower_data/train/42/image_05695.jpg
inflating: flower_data/train/42/image_05722.jpg
inflating: flower_data/train/42/image_05736.jpg
inflating: flower_data/train/42/image_05737.jpg
inflating: flower_data/train/42/image_05694.jpg
inflating: flower_data/train/42/image_05727.jpg
inflating: flower_data/train/42/image_05733.jpg
inflating: flower_data/train/42/image_05732.jpg
inflating: flower_data/train/42/image_05726.jpg
inflating: flower_data/train/42/image_05685.jpg
inflating: flower_data/train/42/image_05691.jpg
inflating: flower_data/train/42/image_05687.jpg
inflating: flower_data/train/42/image_05693.jpg
inflating: flower_data/train/42/image_05724.jpg
inflating: flower_data/train/42/image_05718.jpg
inflating: flower_data/train/42/image_05719.jpg
inflating: flower_data/train/42/image_05725.jpg
inflating: flower_data/train/42/image_05692.jpg
inflating: flower_data/train/42/image_05686.jpg
creating: flower_data/train/89/
inflating: flower_data/train/89/image_00718.jpg
inflating: flower_data/train/89/image_00693.jpg
inflating: flower_data/train/89/image_00687.jpg
inflating: flower_data/train/89/image_00650.jpg
inflating: flower_data/train/89/image_00644.jpg
inflating: flower_data/train/89/image_00678.jpg
inflating: flower_data/train/89/image_00679.jpg
inflating: flower_data/train/89/image_00651.jpg
inflating: flower_data/train/89/image_00686.jpg
inflating: flower_data/train/89/image_00719.jpg
inflating: flower_data/train/89/image_00731.jpg
inflating: flower_data/train/89/image_00725.jpg
inflating: flower_data/train/89/image_00733.jpg
inflating: flower_data/train/89/image_00727.jpg
inflating: flower_data/train/89/image_00684.jpg
inflating: flower_data/train/89/image_00690.jpg
inflating: flower_data/train/89/image_00647.jpg
inflating: flower_data/train/89/image_00653.jpg
inflating: flower_data/train/89/image_00646.jpg
inflating: flower_data/train/89/image_00685.jpg
inflating: flower_data/train/89/image_00732.jpg
inflating: flower_data/train/89/image_00736.jpg
inflating: flower_data/train/89/image_00722.jpg
inflating: flower_data/train/89/image_00681.jpg
inflating: flower_data/train/89/image_00695.jpg
inflating: flower_data/train/89/image_00642.jpg
inflating: flower_data/train/89/image_00656.jpg
inflating: flower_data/train/89/image_00657.jpg
inflating: flower_data/train/89/image_00643.jpg
inflating: flower_data/train/89/image_00694.jpg
inflating: flower_data/train/89/image_00680.jpg
inflating: flower_data/train/89/image_00723.jpg
inflating: flower_data/train/89/image_00737.jpg
inflating: flower_data/train/89/image_00709.jpg
inflating: flower_data/train/89/image_00721.jpg
inflating: flower_data/train/89/image_00735.jpg
inflating: flower_data/train/89/image_00682.jpg
inflating: flower_data/train/89/image_00669.jpg
inflating: flower_data/train/89/image_00655.jpg
inflating: flower_data/train/89/image_00641.jpg
inflating: flower_data/train/89/image_00668.jpg
inflating: flower_data/train/89/image_00683.jpg
inflating: flower_data/train/89/image_00697.jpg
inflating: flower_data/train/89/image_00734.jpg
inflating: flower_data/train/89/image_00720.jpg
inflating: flower_data/train/89/image_00747.jpg
inflating: flower_data/train/89/image_00753.jpg
inflating: flower_data/train/89/image_00633.jpg
inflating: flower_data/train/89/image_00626.jpg
inflating: flower_data/train/89/image_00632.jpg
inflating: flower_data/train/89/image_00750.jpg
inflating: flower_data/train/89/image_00744.jpg
inflating: flower_data/train/89/image_00778.jpg
inflating: flower_data/train/89/image_00630.jpg
inflating: flower_data/train/89/image_00618.jpg
inflating: flower_data/train/89/image_00619.jpg
inflating: flower_data/train/89/image_00631.jpg
inflating: flower_data/train/89/image_00625.jpg
inflating: flower_data/train/89/image_00751.jpg
inflating: flower_data/train/89/image_00769.jpg
inflating: flower_data/train/89/image_00609.jpg
inflating: flower_data/train/89/image_00621.jpg
inflating: flower_data/train/89/image_00635.jpg
inflating: flower_data/train/89/image_00620.jpg
inflating: flower_data/train/89/image_00608.jpg
inflating: flower_data/train/89/image_00754.jpg
inflating: flower_data/train/89/image_00768.jpg
inflating: flower_data/train/89/image_00742.jpg
inflating: flower_data/train/89/image_00636.jpg
inflating: flower_data/train/89/image_00622.jpg
inflating: flower_data/train/89/image_00637.jpg
inflating: flower_data/train/89/image_00757.jpg
inflating: flower_data/train/89/image_00743.jpg
inflating: flower_data/train/89/image_00780.jpg
inflating: flower_data/train/89/image_00766.jpg
inflating: flower_data/train/89/image_00772.jpg
inflating: flower_data/train/89/image_00612.jpg
inflating: flower_data/train/89/image_00606.jpg
inflating: flower_data/train/89/image_00607.jpg
inflating: flower_data/train/89/image_00613.jpg
inflating: flower_data/train/89/image_00773.jpg
inflating: flower_data/train/89/image_00767.jpg
inflating: flower_data/train/89/image_00771.jpg
inflating: flower_data/train/89/image_00765.jpg
inflating: flower_data/train/89/image_00598.jpg
inflating: flower_data/train/89/image_00605.jpg
inflating: flower_data/train/89/image_00611.jpg
inflating: flower_data/train/89/image_00639.jpg
inflating: flower_data/train/89/image_00638.jpg
inflating: flower_data/train/89/image_00604.jpg
inflating: flower_data/train/89/image_00599.jpg
inflating: flower_data/train/89/image_00758.jpg
inflating: flower_data/train/89/image_00770.jpg
inflating: flower_data/train/89/image_00748.jpg
inflating: flower_data/train/89/image_00774.jpg
inflating: flower_data/train/89/image_00760.jpg
inflating: flower_data/train/89/image_00628.jpg
inflating: flower_data/train/89/image_00600.jpg
inflating: flower_data/train/89/image_00614.jpg
inflating: flower_data/train/89/image_00615.jpg
inflating: flower_data/train/89/image_00601.jpg
inflating: flower_data/train/89/image_00629.jpg
inflating: flower_data/train/89/image_00761.jpg
inflating: flower_data/train/89/image_00775.jpg
inflating: flower_data/train/89/image_00777.jpg
inflating: flower_data/train/89/image_00603.jpg
inflating: flower_data/train/89/image_00602.jpg
inflating: flower_data/train/89/image_00616.jpg
inflating: flower_data/train/89/image_00776.jpg
inflating: flower_data/train/89/image_00762.jpg
inflating: flower_data/train/89/image_00705.jpg
inflating: flower_data/train/89/image_00711.jpg
inflating: flower_data/train/89/image_00739.jpg
inflating: flower_data/train/89/image_00671.jpg
inflating: flower_data/train/89/image_00665.jpg
inflating: flower_data/train/89/image_00659.jpg
inflating: flower_data/train/89/image_00658.jpg
inflating: flower_data/train/89/image_00664.jpg
inflating: flower_data/train/89/image_00670.jpg
inflating: flower_data/train/89/image_00738.jpg
inflating: flower_data/train/89/image_00710.jpg
inflating: flower_data/train/89/image_00704.jpg
inflating: flower_data/train/89/image_00712.jpg
inflating: flower_data/train/89/image_00706.jpg
inflating: flower_data/train/89/image_00666.jpg
inflating: flower_data/train/89/image_00672.jpg
inflating: flower_data/train/89/image_00673.jpg
inflating: flower_data/train/89/image_00667.jpg
inflating: flower_data/train/89/image_00698.jpg
inflating: flower_data/train/89/image_00707.jpg
inflating: flower_data/train/89/image_00713.jpg
inflating: flower_data/train/89/image_00717.jpg
inflating: flower_data/train/89/image_00703.jpg
inflating: flower_data/train/89/image_00688.jpg
inflating: flower_data/train/89/image_00663.jpg
inflating: flower_data/train/89/image_00677.jpg
inflating: flower_data/train/89/image_00662.jpg
inflating: flower_data/train/89/image_00689.jpg
inflating: flower_data/train/89/image_07284.jpg
inflating: flower_data/train/89/image_00702.jpg
inflating: flower_data/train/89/image_00716.jpg
inflating: flower_data/train/89/image_00728.jpg
inflating: flower_data/train/89/image_00700.jpg
inflating: flower_data/train/89/image_00714.jpg
inflating: flower_data/train/89/image_00648.jpg
inflating: flower_data/train/89/image_00674.jpg
inflating: flower_data/train/89/image_00660.jpg
inflating: flower_data/train/89/image_00661.jpg
inflating: flower_data/train/89/image_00675.jpg
inflating: flower_data/train/89/image_00649.jpg
inflating: flower_data/train/89/image_00715.jpg
inflating: flower_data/train/89/image_00701.jpg
inflating: flower_data/train/89/image_00729.jpg
creating: flower_data/train/45/
inflating: flower_data/train/45/image_07128.jpg
inflating: flower_data/train/45/image_07129.jpg
inflating: flower_data/train/45/image_07138.jpg
inflating: flower_data/train/45/image_07148.jpg
inflating: flower_data/train/45/image_07161.jpg
inflating: flower_data/train/45/image_07149.jpg
inflating: flower_data/train/45/image_07159.jpg
inflating: flower_data/train/45/image_07158.jpg
inflating: flower_data/train/45/image_07141.jpg
inflating: flower_data/train/45/image_07154.jpg
inflating: flower_data/train/45/image_08098.jpg
inflating: flower_data/train/45/image_07156.jpg
inflating: flower_data/train/45/image_07143.jpg
inflating: flower_data/train/45/image_07157.jpg
inflating: flower_data/train/45/image_07153.jpg
inflating: flower_data/train/45/image_07147.jpg
inflating: flower_data/train/45/image_07146.jpg
inflating: flower_data/train/45/image_07152.jpg
inflating: flower_data/train/45/image_07144.jpg
inflating: flower_data/train/45/image_07150.jpg
inflating: flower_data/train/45/image_07151.jpg
inflating: flower_data/train/45/image_07145.jpg
inflating: flower_data/train/45/image_07136.jpg
inflating: flower_data/train/45/image_07123.jpg
inflating: flower_data/train/45/image_07135.jpg
inflating: flower_data/train/45/image_07134.jpg
inflating: flower_data/train/45/image_07130.jpg
inflating: flower_data/train/45/image_07124.jpg
inflating: flower_data/train/45/image_07125.jpg
inflating: flower_data/train/45/image_07131.jpg
inflating: flower_data/train/45/image_07133.jpg
inflating: flower_data/train/45/image_07132.jpg
inflating: flower_data/train/45/image_07126.jpg
creating: flower_data/train/73/
inflating: flower_data/train/73/image_00283.jpg
inflating: flower_data/train/73/image_00297.jpg
inflating: flower_data/train/73/image_00254.jpg
inflating: flower_data/train/73/image_00268.jpg
inflating: flower_data/train/73/image_00334.jpg
inflating: flower_data/train/73/image_00308.jpg
inflating: flower_data/train/73/image_00309.jpg
inflating: flower_data/train/73/image_00321.jpg
inflating: flower_data/train/73/image_00269.jpg
inflating: flower_data/train/73/image_00255.jpg
inflating: flower_data/train/73/image_00296.jpg
inflating: flower_data/train/73/image_00257.jpg
inflating: flower_data/train/73/image_00323.jpg
inflating: flower_data/train/73/image_00336.jpg
inflating: flower_data/train/73/image_00322.jpg
inflating: flower_data/train/73/image_00444.jpg
inflating: flower_data/train/73/image_00256.jpg
inflating: flower_data/train/73/image_00281.jpg
inflating: flower_data/train/73/image_00285.jpg
inflating: flower_data/train/73/image_00252.jpg
inflating: flower_data/train/73/image_00326.jpg
inflating: flower_data/train/73/image_00332.jpg
inflating: flower_data/train/73/image_00333.jpg
inflating: flower_data/train/73/image_00441.jpg
inflating: flower_data/train/73/image_00327.jpg
inflating: flower_data/train/73/image_00253.jpg
inflating: flower_data/train/73/image_00290.jpg
inflating: flower_data/train/73/image_00286.jpg
inflating: flower_data/train/73/image_00292.jpg
inflating: flower_data/train/73/image_00279.jpg
inflating: flower_data/train/73/image_00331.jpg
inflating: flower_data/train/73/image_00325.jpg
inflating: flower_data/train/73/image_00443.jpg
inflating: flower_data/train/73/image_00318.jpg
inflating: flower_data/train/73/image_00278.jpg
inflating: flower_data/train/73/image_00293.jpg
inflating: flower_data/train/73/image_00287.jpg
inflating: flower_data/train/73/image_00380.jpg
inflating: flower_data/train/73/image_00431.jpg
inflating: flower_data/train/73/image_00357.jpg
inflating: flower_data/train/73/image_00343.jpg
inflating: flower_data/train/73/image_00425.jpg
inflating: flower_data/train/73/image_00419.jpg
inflating: flower_data/train/73/image_00418.jpg
inflating: flower_data/train/73/image_00342.jpg
inflating: flower_data/train/73/image_00430.jpg
inflating: flower_data/train/73/image_00395.jpg
inflating: flower_data/train/73/image_00383.jpg
inflating: flower_data/train/73/image_00397.jpg
inflating: flower_data/train/73/image_00340.jpg
inflating: flower_data/train/73/image_00368.jpg
inflating: flower_data/train/73/image_00355.jpg
inflating: flower_data/train/73/image_00433.jpg
inflating: flower_data/train/73/image_00427.jpg
inflating: flower_data/train/73/image_00341.jpg
inflating: flower_data/train/73/image_00396.jpg
inflating: flower_data/train/73/image_00382.jpg
inflating: flower_data/train/73/image_00386.jpg
inflating: flower_data/train/73/image_00392.jpg
inflating: flower_data/train/73/image_00379.jpg
inflating: flower_data/train/73/image_00423.jpg
inflating: flower_data/train/73/image_00437.jpg
inflating: flower_data/train/73/image_00351.jpg
inflating: flower_data/train/73/image_00350.jpg
inflating: flower_data/train/73/image_00344.jpg
inflating: flower_data/train/73/image_00422.jpg
inflating: flower_data/train/73/image_00393.jpg
inflating: flower_data/train/73/image_00391.jpg
inflating: flower_data/train/73/image_00385.jpg
inflating: flower_data/train/73/image_00408.jpg
inflating: flower_data/train/73/image_00434.jpg
inflating: flower_data/train/73/image_00420.jpg
inflating: flower_data/train/73/image_00346.jpg
inflating: flower_data/train/73/image_00347.jpg
inflating: flower_data/train/73/image_00435.jpg
inflating: flower_data/train/73/image_00384.jpg
inflating: flower_data/train/73/image_00390.jpg
inflating: flower_data/train/73/image_00410.jpg
inflating: flower_data/train/73/image_00376.jpg
inflating: flower_data/train/73/image_00362.jpg
inflating: flower_data/train/73/image_00404.jpg
inflating: flower_data/train/73/image_00438.jpg
inflating: flower_data/train/73/image_00439.jpg
inflating: flower_data/train/73/image_00363.jpg
inflating: flower_data/train/73/image_00405.jpg
inflating: flower_data/train/73/image_00411.jpg
inflating: flower_data/train/73/image_00377.jpg
inflating: flower_data/train/73/image_00388.jpg
inflating: flower_data/train/73/image_00407.jpg
inflating: flower_data/train/73/image_00361.jpg
inflating: flower_data/train/73/image_00375.jpg
inflating: flower_data/train/73/image_00413.jpg
inflating: flower_data/train/73/image_00348.jpg
inflating: flower_data/train/73/image_00374.jpg
inflating: flower_data/train/73/image_00412.jpg
inflating: flower_data/train/73/image_00406.jpg
inflating: flower_data/train/73/image_00360.jpg
inflating: flower_data/train/73/image_00358.jpg
inflating: flower_data/train/73/image_00364.jpg
inflating: flower_data/train/73/image_00416.jpg
inflating: flower_data/train/73/image_00370.jpg
inflating: flower_data/train/73/image_00417.jpg
inflating: flower_data/train/73/image_00371.jpg
inflating: flower_data/train/73/image_00403.jpg
inflating: flower_data/train/73/image_00359.jpg
inflating: flower_data/train/73/image_00398.jpg
inflating: flower_data/train/73/image_00429.jpg
inflating: flower_data/train/73/image_00373.jpg
inflating: flower_data/train/73/image_00367.jpg
inflating: flower_data/train/73/image_00372.jpg
inflating: flower_data/train/73/image_00414.jpg
inflating: flower_data/train/73/image_00428.jpg
inflating: flower_data/train/73/image_00399.jpg
inflating: flower_data/train/73/image_00261.jpg
inflating: flower_data/train/73/image_00315.jpg
inflating: flower_data/train/73/image_00301.jpg
inflating: flower_data/train/73/image_00328.jpg
inflating: flower_data/train/73/image_00300.jpg
inflating: flower_data/train/73/image_00314.jpg
inflating: flower_data/train/73/image_00274.jpg
inflating: flower_data/train/73/image_00289.jpg
inflating: flower_data/train/73/image_00276.jpg
inflating: flower_data/train/73/image_00262.jpg
inflating: flower_data/train/73/image_00316.jpg
inflating: flower_data/train/73/image_00317.jpg
inflating: flower_data/train/73/image_00263.jpg
inflating: flower_data/train/73/image_00298.jpg
inflating: flower_data/train/73/image_00273.jpg
inflating: flower_data/train/73/image_00267.jpg
inflating: flower_data/train/73/image_00307.jpg
inflating: flower_data/train/73/image_00313.jpg
inflating: flower_data/train/73/image_00312.jpg
inflating: flower_data/train/73/image_00306.jpg
inflating: flower_data/train/73/image_00266.jpg
inflating: flower_data/train/73/image_00272.jpg
inflating: flower_data/train/73/image_00299.jpg
inflating: flower_data/train/73/image_00264.jpg
inflating: flower_data/train/73/image_00270.jpg
inflating: flower_data/train/73/image_00338.jpg
inflating: flower_data/train/73/image_00310.jpg
inflating: flower_data/train/73/image_00304.jpg
inflating: flower_data/train/73/image_00305.jpg
inflating: flower_data/train/73/image_00311.jpg
inflating: flower_data/train/73/image_00339.jpg
inflating: flower_data/train/73/image_00271.jpg
inflating: flower_data/train/73/image_00265.jpg
inflating: flower_data/train/73/image_00259.jpg
creating: flower_data/train/87/
inflating: flower_data/train/87/image_05489.jpg
inflating: flower_data/train/87/image_05476.jpg
inflating: flower_data/train/87/image_05516.jpg
inflating: flower_data/train/87/image_05503.jpg
inflating: flower_data/train/87/image_05517.jpg
inflating: flower_data/train/87/image_05477.jpg
inflating: flower_data/train/87/image_05463.jpg
inflating: flower_data/train/87/image_05475.jpg
inflating: flower_data/train/87/image_05461.jpg
inflating: flower_data/train/87/image_05501.jpg
inflating: flower_data/train/87/image_05515.jpg
inflating: flower_data/train/87/image_05514.jpg
inflating: flower_data/train/87/image_05500.jpg
inflating: flower_data/train/87/image_05460.jpg
inflating: flower_data/train/87/image_05474.jpg
inflating: flower_data/train/87/image_05470.jpg
inflating: flower_data/train/87/image_05464.jpg
inflating: flower_data/train/87/image_05504.jpg
inflating: flower_data/train/87/image_05510.jpg
inflating: flower_data/train/87/image_05511.jpg
inflating: flower_data/train/87/image_05505.jpg
inflating: flower_data/train/87/image_05465.jpg
inflating: flower_data/train/87/image_05471.jpg
inflating: flower_data/train/87/image_05498.jpg
inflating: flower_data/train/87/image_05467.jpg
inflating: flower_data/train/87/image_05473.jpg
inflating: flower_data/train/87/image_05513.jpg
inflating: flower_data/train/87/image_05506.jpg
inflating: flower_data/train/87/image_05512.jpg
inflating: flower_data/train/87/image_05472.jpg
inflating: flower_data/train/87/image_05499.jpg
inflating: flower_data/train/87/image_05480.jpg
inflating: flower_data/train/87/image_05494.jpg
inflating: flower_data/train/87/image_05522.jpg
inflating: flower_data/train/87/image_05495.jpg
inflating: flower_data/train/87/image_05481.jpg
inflating: flower_data/train/87/image_05497.jpg
inflating: flower_data/train/87/image_05483.jpg
inflating: flower_data/train/87/image_05468.jpg
inflating: flower_data/train/87/image_05521.jpg
inflating: flower_data/train/87/image_05509.jpg
inflating: flower_data/train/87/image_05482.jpg
inflating: flower_data/train/87/image_05496.jpg
inflating: flower_data/train/87/image_05492.jpg
inflating: flower_data/train/87/image_05486.jpg
inflating: flower_data/train/87/image_05479.jpg
inflating: flower_data/train/87/image_05519.jpg
inflating: flower_data/train/87/image_05518.jpg
inflating: flower_data/train/87/image_05478.jpg
inflating: flower_data/train/87/image_05491.jpg
inflating: flower_data/train/87/image_05490.jpg
creating: flower_data/train/80/
inflating: flower_data/train/80/image_01994.jpg
inflating: flower_data/train/80/image_01980.jpg
inflating: flower_data/train/80/image_02047.jpg
inflating: flower_data/train/80/image_02053.jpg
inflating: flower_data/train/80/image_02052.jpg
inflating: flower_data/train/80/image_02046.jpg
inflating: flower_data/train/80/image_01981.jpg
inflating: flower_data/train/80/image_01995.jpg
inflating: flower_data/train/80/image_01968.jpg
inflating: flower_data/train/80/image_01997.jpg
inflating: flower_data/train/80/image_02044.jpg
inflating: flower_data/train/80/image_02045.jpg
inflating: flower_data/train/80/image_01982.jpg
inflating: flower_data/train/80/image_01969.jpg
inflating: flower_data/train/80/image_01986.jpg
inflating: flower_data/train/80/image_02040.jpg
inflating: flower_data/train/80/image_02054.jpg
inflating: flower_data/train/80/image_02068.jpg
inflating: flower_data/train/80/image_01987.jpg
inflating: flower_data/train/80/image_01978.jpg
inflating: flower_data/train/80/image_01985.jpg
inflating: flower_data/train/80/image_02056.jpg
inflating: flower_data/train/80/image_02057.jpg
inflating: flower_data/train/80/image_02043.jpg
inflating: flower_data/train/80/image_01984.jpg
inflating: flower_data/train/80/image_02024.jpg
inflating: flower_data/train/80/image_02030.jpg
inflating: flower_data/train/80/image_02018.jpg
inflating: flower_data/train/80/image_02019.jpg
inflating: flower_data/train/80/image_02031.jpg
inflating: flower_data/train/80/image_02025.jpg
inflating: flower_data/train/80/image_02033.jpg
inflating: flower_data/train/80/image_02027.jpg
inflating: flower_data/train/80/image_02026.jpg
inflating: flower_data/train/80/image_02032.jpg
inflating: flower_data/train/80/image_02036.jpg
inflating: flower_data/train/80/image_02022.jpg
inflating: flower_data/train/80/image_02037.jpg
inflating: flower_data/train/80/image_02009.jpg
inflating: flower_data/train/80/image_02035.jpg
inflating: flower_data/train/80/image_02034.jpg
inflating: flower_data/train/80/image_02008.jpg
inflating: flower_data/train/80/image_02039.jpg
inflating: flower_data/train/80/image_02038.jpg
inflating: flower_data/train/80/image_02010.jpg
inflating: flower_data/train/80/image_02004.jpg
inflating: flower_data/train/80/image_02012.jpg
inflating: flower_data/train/80/image_02006.jpg
inflating: flower_data/train/80/image_02007.jpg
inflating: flower_data/train/80/image_02013.jpg
inflating: flower_data/train/80/image_02003.jpg
inflating: flower_data/train/80/image_02002.jpg
inflating: flower_data/train/80/image_02016.jpg
inflating: flower_data/train/80/image_02028.jpg
inflating: flower_data/train/80/image_02000.jpg
inflating: flower_data/train/80/image_02014.jpg
inflating: flower_data/train/80/image_02015.jpg
inflating: flower_data/train/80/image_02001.jpg
inflating: flower_data/train/80/image_02029.jpg
inflating: flower_data/train/80/image_01976.jpg
inflating: flower_data/train/80/image_02066.jpg
inflating: flower_data/train/80/image_02067.jpg
inflating: flower_data/train/80/image_01988.jpg
inflating: flower_data/train/80/image_01977.jpg
inflating: flower_data/train/80/image_02065.jpg
inflating: flower_data/train/80/image_02059.jpg
inflating: flower_data/train/80/image_02058.jpg
inflating: flower_data/train/80/image_02064.jpg
inflating: flower_data/train/80/image_01974.jpg
inflating: flower_data/train/80/image_01964.jpg
inflating: flower_data/train/80/image_01970.jpg
inflating: flower_data/train/80/image_02048.jpg
inflating: flower_data/train/80/image_02060.jpg
inflating: flower_data/train/80/image_02061.jpg
inflating: flower_data/train/80/image_01971.jpg
inflating: flower_data/train/80/image_01965.jpg
inflating: flower_data/train/80/image_01973.jpg
inflating: flower_data/train/80/image_01967.jpg
inflating: flower_data/train/80/image_01998.jpg
inflating: flower_data/train/80/image_02063.jpg
inflating: flower_data/train/80/image_01999.jpg
inflating: flower_data/train/80/image_01966.jpg
creating: flower_data/train/74/
inflating: flower_data/train/74/image_01189.jpg
inflating: flower_data/train/74/image_01162.jpg
inflating: flower_data/train/74/image_01176.jpg
inflating: flower_data/train/74/image_01228.jpg
inflating: flower_data/train/74/image_01214.jpg
inflating: flower_data/train/74/image_01201.jpg
inflating: flower_data/train/74/image_01215.jpg
inflating: flower_data/train/74/image_01229.jpg
inflating: flower_data/train/74/image_01177.jpg
inflating: flower_data/train/74/image_01163.jpg
inflating: flower_data/train/74/image_01188.jpg
inflating: flower_data/train/74/image_01161.jpg
inflating: flower_data/train/74/image_01203.jpg
inflating: flower_data/train/74/image_01217.jpg
inflating: flower_data/train/74/image_01216.jpg
inflating: flower_data/train/74/image_01202.jpg
inflating: flower_data/train/74/image_01160.jpg
inflating: flower_data/train/74/image_01174.jpg
inflating: flower_data/train/74/image_01148.jpg
inflating: flower_data/train/74/image_01170.jpg
inflating: flower_data/train/74/image_01164.jpg
inflating: flower_data/train/74/image_01158.jpg
inflating: flower_data/train/74/image_01206.jpg
inflating: flower_data/train/74/image_01212.jpg
inflating: flower_data/train/74/image_01207.jpg
inflating: flower_data/train/74/image_01159.jpg
inflating: flower_data/train/74/image_01171.jpg
inflating: flower_data/train/74/image_01198.jpg
inflating: flower_data/train/74/image_01167.jpg
inflating: flower_data/train/74/image_01211.jpg
inflating: flower_data/train/74/image_01205.jpg
inflating: flower_data/train/74/image_01239.jpg
inflating: flower_data/train/74/image_01238.jpg
inflating: flower_data/train/74/image_01204.jpg
inflating: flower_data/train/74/image_01210.jpg
inflating: flower_data/train/74/image_01172.jpg
inflating: flower_data/train/74/image_01166.jpg
inflating: flower_data/train/74/image_01199.jpg
inflating: flower_data/train/74/image_01303.jpg
inflating: flower_data/train/74/image_01277.jpg
inflating: flower_data/train/74/image_01263.jpg
inflating: flower_data/train/74/image_01262.jpg
inflating: flower_data/train/74/image_01289.jpg
inflating: flower_data/train/74/image_01302.jpg
inflating: flower_data/train/74/image_01300.jpg
inflating: flower_data/train/74/image_01248.jpg
inflating: flower_data/train/74/image_01274.jpg
inflating: flower_data/train/74/image_01275.jpg
inflating: flower_data/train/74/image_01261.jpg
inflating: flower_data/train/74/image_01301.jpg
inflating: flower_data/train/74/image_01311.jpg
inflating: flower_data/train/74/image_01265.jpg
inflating: flower_data/train/74/image_01259.jpg
inflating: flower_data/train/74/image_01258.jpg
inflating: flower_data/train/74/image_01270.jpg
inflating: flower_data/train/74/image_01304.jpg
inflating: flower_data/train/74/image_01306.jpg
inflating: flower_data/train/74/image_01299.jpg
inflating: flower_data/train/74/image_01272.jpg
inflating: flower_data/train/74/image_01267.jpg
inflating: flower_data/train/74/image_01273.jpg
inflating: flower_data/train/74/image_01298.jpg
inflating: flower_data/train/74/image_01313.jpg
inflating: flower_data/train/74/image_01295.jpg
inflating: flower_data/train/74/image_01281.jpg
inflating: flower_data/train/74/image_01242.jpg
inflating: flower_data/train/74/image_01243.jpg
inflating: flower_data/train/74/image_01257.jpg
inflating: flower_data/train/74/image_01280.jpg
inflating: flower_data/train/74/image_01309.jpg
inflating: flower_data/train/74/image_01282.jpg
inflating: flower_data/train/74/image_01296.jpg
inflating: flower_data/train/74/image_01269.jpg
inflating: flower_data/train/74/image_01241.jpg
inflating: flower_data/train/74/image_01255.jpg
inflating: flower_data/train/74/image_01240.jpg
inflating: flower_data/train/74/image_01268.jpg
inflating: flower_data/train/74/image_01297.jpg
inflating: flower_data/train/74/image_01283.jpg
inflating: flower_data/train/74/image_01308.jpg
inflating: flower_data/train/74/image_01287.jpg
inflating: flower_data/train/74/image_01293.jpg
inflating: flower_data/train/74/image_01250.jpg
inflating: flower_data/train/74/image_01278.jpg
inflating: flower_data/train/74/image_01279.jpg
inflating: flower_data/train/74/image_01245.jpg
inflating: flower_data/train/74/image_01292.jpg
inflating: flower_data/train/74/image_01286.jpg
inflating: flower_data/train/74/image_01290.jpg
inflating: flower_data/train/74/image_01284.jpg
inflating: flower_data/train/74/image_01253.jpg
inflating: flower_data/train/74/image_01247.jpg
inflating: flower_data/train/74/image_01246.jpg
inflating: flower_data/train/74/image_01252.jpg
inflating: flower_data/train/74/image_01285.jpg
inflating: flower_data/train/74/image_01291.jpg
inflating: flower_data/train/74/image_01180.jpg
inflating: flower_data/train/74/image_01194.jpg
inflating: flower_data/train/74/image_01143.jpg
inflating: flower_data/train/74/image_01235.jpg
inflating: flower_data/train/74/image_01221.jpg
inflating: flower_data/train/74/image_01220.jpg
inflating: flower_data/train/74/image_01234.jpg
inflating: flower_data/train/74/image_01208.jpg
inflating: flower_data/train/74/image_01156.jpg
inflating: flower_data/train/74/image_01195.jpg
inflating: flower_data/train/74/image_01181.jpg
inflating: flower_data/train/74/image_01197.jpg
inflating: flower_data/train/74/image_01183.jpg
inflating: flower_data/train/74/image_01168.jpg
inflating: flower_data/train/74/image_01154.jpg
inflating: flower_data/train/74/image_01236.jpg
inflating: flower_data/train/74/image_01237.jpg
inflating: flower_data/train/74/image_01223.jpg
inflating: flower_data/train/74/image_01155.jpg
inflating: flower_data/train/74/image_01169.jpg
inflating: flower_data/train/74/image_01182.jpg
inflating: flower_data/train/74/image_01196.jpg
inflating: flower_data/train/74/image_01186.jpg
inflating: flower_data/train/74/image_01145.jpg
inflating: flower_data/train/74/image_01179.jpg
inflating: flower_data/train/74/image_01227.jpg
inflating: flower_data/train/74/image_01233.jpg
inflating: flower_data/train/74/image_01232.jpg
inflating: flower_data/train/74/image_01226.jpg
inflating: flower_data/train/74/image_01178.jpg
inflating: flower_data/train/74/image_01144.jpg
inflating: flower_data/train/74/image_01150.jpg
inflating: flower_data/train/74/image_01187.jpg
inflating: flower_data/train/74/image_01193.jpg
inflating: flower_data/train/74/image_01185.jpg
inflating: flower_data/train/74/image_01146.jpg
inflating: flower_data/train/74/image_01152.jpg
inflating: flower_data/train/74/image_01230.jpg
inflating: flower_data/train/74/image_01224.jpg
inflating: flower_data/train/74/image_01218.jpg
inflating: flower_data/train/74/image_01219.jpg
inflating: flower_data/train/74/image_01225.jpg
inflating: flower_data/train/74/image_01231.jpg
inflating: flower_data/train/74/image_01153.jpg
inflating: flower_data/train/74/image_01147.jpg
inflating: flower_data/train/74/image_01184.jpg
creating: flower_data/train/6/
inflating: flower_data/train/6/image_07174.jpg
inflating: flower_data/train/6/image_07175.jpg
inflating: flower_data/train/6/image_07188.jpg
inflating: flower_data/train/6/image_07177.jpg
inflating: flower_data/train/6/image_07163.jpg
inflating: flower_data/train/6/image_07162.jpg
inflating: flower_data/train/6/image_07176.jpg
inflating: flower_data/train/6/image_07189.jpg
inflating: flower_data/train/6/image_07172.jpg
inflating: flower_data/train/6/image_07166.jpg
inflating: flower_data/train/6/image_07167.jpg
inflating: flower_data/train/6/image_07165.jpg
inflating: flower_data/train/6/image_07171.jpg
inflating: flower_data/train/6/image_07170.jpg
inflating: flower_data/train/6/image_07164.jpg
inflating: flower_data/train/6/image_08109.jpg
inflating: flower_data/train/6/image_08110.jpg
inflating: flower_data/train/6/image_07196.jpg
inflating: flower_data/train/6/image_07169.jpg
inflating: flower_data/train/6/image_07168.jpg
inflating: flower_data/train/6/image_07197.jpg
inflating: flower_data/train/6/image_07183.jpg
inflating: flower_data/train/6/image_08111.jpg
inflating: flower_data/train/6/image_08107.jpg
inflating: flower_data/train/6/image_07195.jpg
inflating: flower_data/train/6/image_07180.jpg
inflating: flower_data/train/6/image_07194.jpg
inflating: flower_data/train/6/image_07190.jpg
inflating: flower_data/train/6/image_07184.jpg
inflating: flower_data/train/6/image_07187.jpg
inflating: flower_data/train/6/image_07193.jpg
inflating: flower_data/train/6/image_07178.jpg
inflating: flower_data/train/6/image_07179.jpg
inflating: flower_data/train/6/image_07192.jpg
inflating: flower_data/train/6/image_07186.jpg
creating: flower_data/train/28/
inflating: flower_data/train/28/image_05264.jpg
inflating: flower_data/train/28/image_05271.jpg
inflating: flower_data/train/28/image_05259.jpg
inflating: flower_data/train/28/image_05273.jpg
inflating: flower_data/train/28/image_05266.jpg
inflating: flower_data/train/28/image_05262.jpg
inflating: flower_data/train/28/image_05276.jpg
inflating: flower_data/train/28/image_05263.jpg
inflating: flower_data/train/28/image_05275.jpg
inflating: flower_data/train/28/image_05261.jpg
inflating: flower_data/train/28/image_05249.jpg
inflating: flower_data/train/28/image_05248.jpg
inflating: flower_data/train/28/image_05260.jpg
inflating: flower_data/train/28/image_05274.jpg
inflating: flower_data/train/28/image_05213.jpg
inflating: flower_data/train/28/image_05212.jpg
inflating: flower_data/train/28/image_05238.jpg
inflating: flower_data/train/28/image_05239.jpg
inflating: flower_data/train/28/image_05215.jpg
inflating: flower_data/train/28/image_05229.jpg
inflating: flower_data/train/28/image_05228.jpg
inflating: flower_data/train/28/image_05216.jpg
inflating: flower_data/train/28/image_05217.jpg
inflating: flower_data/train/28/image_05232.jpg
inflating: flower_data/train/28/image_05226.jpg
inflating: flower_data/train/28/image_05227.jpg
inflating: flower_data/train/28/image_05233.jpg
inflating: flower_data/train/28/image_05219.jpg
inflating: flower_data/train/28/image_05225.jpg
inflating: flower_data/train/28/image_05231.jpg
inflating: flower_data/train/28/image_05224.jpg
inflating: flower_data/train/28/image_05218.jpg
inflating: flower_data/train/28/image_05220.jpg
inflating: flower_data/train/28/image_05234.jpg
inflating: flower_data/train/28/image_05235.jpg
inflating: flower_data/train/28/image_05221.jpg
inflating: flower_data/train/28/image_05237.jpg
inflating: flower_data/train/28/image_05223.jpg
inflating: flower_data/train/28/image_05222.jpg
inflating: flower_data/train/28/image_05236.jpg
inflating: flower_data/train/28/image_05251.jpg
inflating: flower_data/train/28/image_05245.jpg
inflating: flower_data/train/28/image_05244.jpg
inflating: flower_data/train/28/image_05250.jpg
inflating: flower_data/train/28/image_05246.jpg
inflating: flower_data/train/28/image_05252.jpg
inflating: flower_data/train/28/image_05247.jpg
inflating: flower_data/train/28/image_05243.jpg
inflating: flower_data/train/28/image_05256.jpg
inflating: flower_data/train/28/image_05254.jpg
inflating: flower_data/train/28/image_05240.jpg
inflating: flower_data/train/28/image_05268.jpg
inflating: flower_data/train/28/image_05269.jpg
inflating: flower_data/train/28/image_05241.jpg
inflating: flower_data/train/28/image_05255.jpg
creating: flower_data/train/17/
inflating: flower_data/train/17/image_03832.jpg
inflating: flower_data/train/17/image_03833.jpg
inflating: flower_data/train/17/image_03835.jpg
inflating: flower_data/train/17/image_03836.jpg
inflating: flower_data/train/17/image_03845.jpg
inflating: flower_data/train/17/image_03879.jpg
inflating: flower_data/train/17/image_03886.jpg
inflating: flower_data/train/17/image_03892.jpg
inflating: flower_data/train/17/image_03887.jpg
inflating: flower_data/train/17/image_03878.jpg
inflating: flower_data/train/17/image_03850.jpg
inflating: flower_data/train/17/image_03844.jpg
inflating: flower_data/train/17/image_03852.jpg
inflating: flower_data/train/17/image_03891.jpg
inflating: flower_data/train/17/image_03885.jpg
inflating: flower_data/train/17/image_03884.jpg
inflating: flower_data/train/17/image_03847.jpg
inflating: flower_data/train/17/image_03853.jpg
inflating: flower_data/train/17/image_03857.jpg
inflating: flower_data/train/17/image_03894.jpg
inflating: flower_data/train/17/image_03880.jpg
inflating: flower_data/train/17/image_03881.jpg
inflating: flower_data/train/17/image_03895.jpg
inflating: flower_data/train/17/image_03840.jpg
inflating: flower_data/train/17/image_03897.jpg
inflating: flower_data/train/17/image_03896.jpg
inflating: flower_data/train/17/image_03882.jpg
inflating: flower_data/train/17/image_03841.jpg
inflating: flower_data/train/17/image_03869.jpg
inflating: flower_data/train/17/image_03909.jpg
inflating: flower_data/train/17/image_03910.jpg
inflating: flower_data/train/17/image_03904.jpg
inflating: flower_data/train/17/image_03870.jpg
inflating: flower_data/train/17/image_03858.jpg
inflating: flower_data/train/17/image_03859.jpg
inflating: flower_data/train/17/image_03871.jpg
inflating: flower_data/train/17/image_03865.jpg
inflating: flower_data/train/17/image_03905.jpg
inflating: flower_data/train/17/image_03873.jpg
inflating: flower_data/train/17/image_03867.jpg
inflating: flower_data/train/17/image_03898.jpg
inflating: flower_data/train/17/image_03899.jpg
inflating: flower_data/train/17/image_03866.jpg
inflating: flower_data/train/17/image_03912.jpg
inflating: flower_data/train/17/image_03902.jpg
inflating: flower_data/train/17/image_03862.jpg
inflating: flower_data/train/17/image_03889.jpg
inflating: flower_data/train/17/image_03888.jpg
inflating: flower_data/train/17/image_03863.jpg
inflating: flower_data/train/17/image_03877.jpg
inflating: flower_data/train/17/image_03903.jpg
inflating: flower_data/train/17/image_03901.jpg
inflating: flower_data/train/17/image_03849.jpg
inflating: flower_data/train/17/image_03875.jpg
inflating: flower_data/train/17/image_03874.jpg
inflating: flower_data/train/17/image_03860.jpg
inflating: flower_data/train/17/image_03848.jpg
inflating: flower_data/train/17/image_03900.jpg
inflating: flower_data/train/17/image_03838.jpg
inflating: flower_data/train/17/image_03828.jpg
creating: flower_data/train/1/
inflating: flower_data/train/1/image_06745.jpg
inflating: flower_data/train/1/image_06751.jpg
inflating: flower_data/train/1/image_06750.jpg
inflating: flower_data/train/1/image_06744.jpg
inflating: flower_data/train/1/image_06746.jpg
inflating: flower_data/train/1/image_06747.jpg
inflating: flower_data/train/1/image_06753.jpg
inflating: flower_data/train/1/image_06757.jpg
inflating: flower_data/train/1/image_06742.jpg
inflating: flower_data/train/1/image_06768.jpg
inflating: flower_data/train/1/image_06740.jpg
inflating: flower_data/train/1/image_06741.jpg
inflating: flower_data/train/1/image_06734.jpg
inflating: flower_data/train/1/image_06735.jpg
inflating: flower_data/train/1/image_06737.jpg
inflating: flower_data/train/1/image_06736.jpg
inflating: flower_data/train/1/image_06738.jpg
inflating: flower_data/train/1/image_06770.jpg
inflating: flower_data/train/1/image_06759.jpg
inflating: flower_data/train/1/image_06771.jpg
inflating: flower_data/train/1/image_06773.jpg
inflating: flower_data/train/1/image_06767.jpg
inflating: flower_data/train/1/image_06766.jpg
inflating: flower_data/train/1/image_06772.jpg
inflating: flower_data/train/1/image_06762.jpg
inflating: flower_data/train/1/image_06761.jpg
inflating: flower_data/train/1/image_06748.jpg
creating: flower_data/train/10/
inflating: flower_data/train/10/image_07088.jpg
inflating: flower_data/train/10/image_07103.jpg
inflating: flower_data/train/10/image_07116.jpg
inflating: flower_data/train/10/image_07089.jpg
inflating: flower_data/train/10/image_07114.jpg
inflating: flower_data/train/10/image_07100.jpg
inflating: flower_data/train/10/image_07115.jpg
inflating: flower_data/train/10/image_07111.jpg
inflating: flower_data/train/10/image_07105.jpg
inflating: flower_data/train/10/image_07110.jpg
inflating: flower_data/train/10/image_07099.jpg
inflating: flower_data/train/10/image_07106.jpg
inflating: flower_data/train/10/image_07112.jpg
inflating: flower_data/train/10/image_07113.jpg
inflating: flower_data/train/10/image_07098.jpg
inflating: flower_data/train/10/image_08092.jpg
inflating: flower_data/train/10/image_08093.jpg
inflating: flower_data/train/10/image_08091.jpg
inflating: flower_data/train/10/image_08090.jpg
inflating: flower_data/train/10/image_08094.jpg
inflating: flower_data/train/10/image_08095.jpg
inflating: flower_data/train/10/image_08097.jpg
inflating: flower_data/train/10/image_08096.jpg
inflating: flower_data/train/10/image_07095.jpg
inflating: flower_data/train/10/image_07122.jpg
inflating: flower_data/train/10/image_07096.jpg
inflating: flower_data/train/10/image_07109.jpg
inflating: flower_data/train/10/image_07121.jpg
inflating: flower_data/train/10/image_07120.jpg
inflating: flower_data/train/10/image_07108.jpg
inflating: flower_data/train/10/image_07097.jpg
inflating: flower_data/train/10/image_07087.jpg
inflating: flower_data/train/10/image_07093.jpg
inflating: flower_data/train/10/image_07118.jpg
inflating: flower_data/train/10/image_07119.jpg
inflating: flower_data/train/10/image_07092.jpg
inflating: flower_data/train/10/image_07086.jpg
inflating: flower_data/train/10/image_07091.jpg
creating: flower_data/train/19/
inflating: flower_data/train/19/image_06194.jpg
inflating: flower_data/train/19/image_06180.jpg
inflating: flower_data/train/19/image_06157.jpg
inflating: flower_data/train/19/image_06156.jpg
inflating: flower_data/train/19/image_06181.jpg
inflating: flower_data/train/19/image_06183.jpg
inflating: flower_data/train/19/image_06154.jpg
inflating: flower_data/train/19/image_06168.jpg
inflating: flower_data/train/19/image_06169.jpg
inflating: flower_data/train/19/image_06182.jpg
inflating: flower_data/train/19/image_06192.jpg
inflating: flower_data/train/19/image_06179.jpg
inflating: flower_data/train/19/image_06151.jpg
inflating: flower_data/train/19/image_06150.jpg
inflating: flower_data/train/19/image_06178.jpg
inflating: flower_data/train/19/image_06193.jpg
inflating: flower_data/train/19/image_06191.jpg
inflating: flower_data/train/19/image_06185.jpg
inflating: flower_data/train/19/image_06152.jpg
inflating: flower_data/train/19/image_06153.jpg
inflating: flower_data/train/19/image_06184.jpg
inflating: flower_data/train/19/image_06190.jpg
inflating: flower_data/train/19/image_06189.jpg
inflating: flower_data/train/19/image_06176.jpg
inflating: flower_data/train/19/image_06162.jpg
inflating: flower_data/train/19/image_06163.jpg
inflating: flower_data/train/19/image_06177.jpg
inflating: flower_data/train/19/image_06188.jpg
inflating: flower_data/train/19/image_06161.jpg
inflating: flower_data/train/19/image_06149.jpg
inflating: flower_data/train/19/image_06174.jpg
inflating: flower_data/train/19/image_06160.jpg
inflating: flower_data/train/19/image_06164.jpg
inflating: flower_data/train/19/image_06171.jpg
inflating: flower_data/train/19/image_06173.jpg
inflating: flower_data/train/19/image_06167.jpg
inflating: flower_data/train/19/image_06166.jpg
inflating: flower_data/train/19/image_06172.jpg
creating: flower_data/train/26/
inflating: flower_data/train/26/image_06493.jpg
inflating: flower_data/train/26/image_06487.jpg
inflating: flower_data/train/26/image_06524.jpg
inflating: flower_data/train/26/image_06518.jpg
inflating: flower_data/train/26/image_06519.jpg
inflating: flower_data/train/26/image_06525.jpg
inflating: flower_data/train/26/image_06492.jpg
inflating: flower_data/train/26/image_06490.jpg
inflating: flower_data/train/26/image_06527.jpg
inflating: flower_data/train/26/image_06491.jpg
inflating: flower_data/train/26/image_06495.jpg
inflating: flower_data/train/26/image_06522.jpg
inflating: flower_data/train/26/image_06523.jpg
inflating: flower_data/train/26/image_06494.jpg
inflating: flower_data/train/26/image_06496.jpg
inflating: flower_data/train/26/image_06509.jpg
inflating: flower_data/train/26/image_06521.jpg
inflating: flower_data/train/26/image_06520.jpg
inflating: flower_data/train/26/image_06508.jpg
inflating: flower_data/train/26/image_06505.jpg
inflating: flower_data/train/26/image_06511.jpg
inflating: flower_data/train/26/image_06510.jpg
inflating: flower_data/train/26/image_06504.jpg
inflating: flower_data/train/26/image_06499.jpg
inflating: flower_data/train/26/image_06512.jpg
inflating: flower_data/train/26/image_06507.jpg
inflating: flower_data/train/26/image_06513.jpg
inflating: flower_data/train/26/image_06488.jpg
inflating: flower_data/train/26/image_06517.jpg
inflating: flower_data/train/26/image_06503.jpg
inflating: flower_data/train/26/image_06502.jpg
inflating: flower_data/train/26/image_06489.jpg
inflating: flower_data/train/26/image_06515.jpg
creating: flower_data/train/8/
inflating: flower_data/train/8/image_03365.jpg
inflating: flower_data/train/8/image_03358.jpg
inflating: flower_data/train/8/image_03367.jpg
inflating: flower_data/train/8/image_03363.jpg
inflating: flower_data/train/8/image_03362.jpg
inflating: flower_data/train/8/image_03360.jpg
inflating: flower_data/train/8/image_03348.jpg
inflating: flower_data/train/8/image_03361.jpg
inflating: flower_data/train/8/image_03306.jpg
inflating: flower_data/train/8/image_03312.jpg
inflating: flower_data/train/8/image_03307.jpg
inflating: flower_data/train/8/image_03298.jpg
inflating: flower_data/train/8/image_03339.jpg
inflating: flower_data/train/8/image_03311.jpg
inflating: flower_data/train/8/image_03305.jpg
inflating: flower_data/train/8/image_03304.jpg
inflating: flower_data/train/8/image_03310.jpg
inflating: flower_data/train/8/image_03338.jpg
inflating: flower_data/train/8/image_03300.jpg
inflating: flower_data/train/8/image_03328.jpg
inflating: flower_data/train/8/image_03329.jpg
inflating: flower_data/train/8/image_03301.jpg
inflating: flower_data/train/8/image_03315.jpg
inflating: flower_data/train/8/image_03288.jpg
inflating: flower_data/train/8/image_03303.jpg
inflating: flower_data/train/8/image_03317.jpg
inflating: flower_data/train/8/image_03316.jpg
inflating: flower_data/train/8/image_03302.jpg
inflating: flower_data/train/8/image_03289.jpg
inflating: flower_data/train/8/image_03290.jpg
inflating: flower_data/train/8/image_03284.jpg
inflating: flower_data/train/8/image_03327.jpg
inflating: flower_data/train/8/image_03333.jpg
inflating: flower_data/train/8/image_03332.jpg
inflating: flower_data/train/8/image_03326.jpg
inflating: flower_data/train/8/image_03285.jpg
inflating: flower_data/train/8/image_03287.jpg
inflating: flower_data/train/8/image_03293.jpg
inflating: flower_data/train/8/image_03318.jpg
inflating: flower_data/train/8/image_03324.jpg
inflating: flower_data/train/8/image_03325.jpg
inflating: flower_data/train/8/image_03331.jpg
inflating: flower_data/train/8/image_03292.jpg
inflating: flower_data/train/8/image_03286.jpg
inflating: flower_data/train/8/image_03296.jpg
inflating: flower_data/train/8/image_03335.jpg
inflating: flower_data/train/8/image_03321.jpg
inflating: flower_data/train/8/image_03309.jpg
inflating: flower_data/train/8/image_03308.jpg
inflating: flower_data/train/8/image_03334.jpg
inflating: flower_data/train/8/image_03297.jpg
inflating: flower_data/train/8/image_03322.jpg
inflating: flower_data/train/8/image_03336.jpg
inflating: flower_data/train/8/image_03337.jpg
inflating: flower_data/train/8/image_03323.jpg
inflating: flower_data/train/8/image_03294.jpg
inflating: flower_data/train/8/image_03344.jpg
inflating: flower_data/train/8/image_03350.jpg
inflating: flower_data/train/8/image_03351.jpg
inflating: flower_data/train/8/image_03345.jpg
inflating: flower_data/train/8/image_03353.jpg
inflating: flower_data/train/8/image_03346.jpg
inflating: flower_data/train/8/image_03352.jpg
inflating: flower_data/train/8/image_03356.jpg
inflating: flower_data/train/8/image_03343.jpg
inflating: flower_data/train/8/image_03341.jpg
inflating: flower_data/train/8/image_03355.jpg
inflating: flower_data/train/8/image_03368.jpg
inflating: flower_data/train/8/image_03354.jpg
inflating: flower_data/train/8/image_03340.jpg
creating: flower_data/train/21/
inflating: flower_data/train/21/image_06802.jpg
inflating: flower_data/train/21/image_06786.jpg
inflating: flower_data/train/21/image_06792.jpg
inflating: flower_data/train/21/image_06779.jpg
inflating: flower_data/train/21/image_06793.jpg
inflating: flower_data/train/21/image_06787.jpg
inflating: flower_data/train/21/image_06803.jpg
inflating: flower_data/train/21/image_06801.jpg
inflating: flower_data/train/21/image_06791.jpg
inflating: flower_data/train/21/image_06785.jpg
inflating: flower_data/train/21/image_06790.jpg
inflating: flower_data/train/21/image_06800.jpg
inflating: flower_data/train/21/image_06810.jpg
inflating: flower_data/train/21/image_06794.jpg
inflating: flower_data/train/21/image_06780.jpg
inflating: flower_data/train/21/image_06781.jpg
inflating: flower_data/train/21/image_06795.jpg
inflating: flower_data/train/21/image_06811.jpg
inflating: flower_data/train/21/image_06813.jpg
inflating: flower_data/train/21/image_06783.jpg
inflating: flower_data/train/21/image_06797.jpg
inflating: flower_data/train/21/image_06796.jpg
inflating: flower_data/train/21/image_06782.jpg
inflating: flower_data/train/21/image_06806.jpg
inflating: flower_data/train/21/image_06812.jpg
inflating: flower_data/train/21/image_06808.jpg
inflating: flower_data/train/21/image_06798.jpg
inflating: flower_data/train/21/image_06799.jpg
inflating: flower_data/train/21/image_06809.jpg
inflating: flower_data/train/21/image_06789.jpg
inflating: flower_data/train/21/image_06776.jpg
inflating: flower_data/train/21/image_06777.jpg
inflating: flower_data/train/21/image_06775.jpg
inflating: flower_data/train/21/image_06774.jpg
creating: flower_data/train/75/
inflating: flower_data/train/75/image_02127.jpg
inflating: flower_data/train/75/image_02084.jpg
inflating: flower_data/train/75/image_02090.jpg
inflating: flower_data/train/75/image_02091.jpg
inflating: flower_data/train/75/image_02126.jpg
inflating: flower_data/train/75/image_02132.jpg
inflating: flower_data/train/75/image_02124.jpg
inflating: flower_data/train/75/image_02118.jpg
inflating: flower_data/train/75/image_02093.jpg
inflating: flower_data/train/75/image_02087.jpg
inflating: flower_data/train/75/image_02079.jpg
inflating: flower_data/train/75/image_02086.jpg
inflating: flower_data/train/75/image_02092.jpg
inflating: flower_data/train/75/image_02131.jpg
inflating: flower_data/train/75/image_02125.jpg
inflating: flower_data/train/75/image_02109.jpg
inflating: flower_data/train/75/image_02121.jpg
inflating: flower_data/train/75/image_02096.jpg
inflating: flower_data/train/75/image_02082.jpg
inflating: flower_data/train/75/image_02069.jpg
inflating: flower_data/train/75/image_02083.jpg
inflating: flower_data/train/75/image_02097.jpg
inflating: flower_data/train/75/image_02134.jpg
inflating: flower_data/train/75/image_02120.jpg
inflating: flower_data/train/75/image_02108.jpg
inflating: flower_data/train/75/image_02136.jpg
inflating: flower_data/train/75/image_02122.jpg
inflating: flower_data/train/75/image_02095.jpg
inflating: flower_data/train/75/image_02094.jpg
inflating: flower_data/train/75/image_02080.jpg
inflating: flower_data/train/75/image_02123.jpg
inflating: flower_data/train/75/image_02137.jpg
inflating: flower_data/train/75/image_02187.jpg
inflating: flower_data/train/75/image_02150.jpg
inflating: flower_data/train/75/image_02179.jpg
inflating: flower_data/train/75/image_02145.jpg
inflating: flower_data/train/75/image_02151.jpg
inflating: flower_data/train/75/image_02186.jpg
inflating: flower_data/train/75/image_02184.jpg
inflating: flower_data/train/75/image_02153.jpg
inflating: flower_data/train/75/image_02146.jpg
inflating: flower_data/train/75/image_02185.jpg
inflating: flower_data/train/75/image_02181.jpg
inflating: flower_data/train/75/image_02142.jpg
inflating: flower_data/train/75/image_02156.jpg
inflating: flower_data/train/75/image_02143.jpg
inflating: flower_data/train/75/image_02180.jpg
inflating: flower_data/train/75/image_02169.jpg
inflating: flower_data/train/75/image_02140.jpg
inflating: flower_data/train/75/image_02168.jpg
inflating: flower_data/train/75/image_02183.jpg
inflating: flower_data/train/75/image_02171.jpg
inflating: flower_data/train/75/image_02165.jpg
inflating: flower_data/train/75/image_02159.jpg
inflating: flower_data/train/75/image_02158.jpg
inflating: flower_data/train/75/image_02164.jpg
inflating: flower_data/train/75/image_02170.jpg
inflating: flower_data/train/75/image_02166.jpg
inflating: flower_data/train/75/image_02172.jpg
inflating: flower_data/train/75/image_02173.jpg
inflating: flower_data/train/75/image_02163.jpg
inflating: flower_data/train/75/image_02177.jpg
inflating: flower_data/train/75/image_02176.jpg
inflating: flower_data/train/75/image_02162.jpg
inflating: flower_data/train/75/image_02148.jpg
inflating: flower_data/train/75/image_02174.jpg
inflating: flower_data/train/75/image_02160.jpg
inflating: flower_data/train/75/image_02161.jpg
inflating: flower_data/train/75/image_02175.jpg
inflating: flower_data/train/75/image_02149.jpg
inflating: flower_data/train/75/image_02112.jpg
inflating: flower_data/train/75/image_02106.jpg
inflating: flower_data/train/75/image_02099.jpg
inflating: flower_data/train/75/image_02072.jpg
inflating: flower_data/train/75/image_02073.jpg
inflating: flower_data/train/75/image_02098.jpg
inflating: flower_data/train/75/image_02107.jpg
inflating: flower_data/train/75/image_02113.jpg
inflating: flower_data/train/75/image_02105.jpg
inflating: flower_data/train/75/image_02139.jpg
inflating: flower_data/train/75/image_02071.jpg
inflating: flower_data/train/75/image_02070.jpg
inflating: flower_data/train/75/image_02138.jpg
inflating: flower_data/train/75/image_02110.jpg
inflating: flower_data/train/75/image_02128.jpg
inflating: flower_data/train/75/image_02114.jpg
inflating: flower_data/train/75/image_02101.jpg
inflating: flower_data/train/75/image_02129.jpg
inflating: flower_data/train/75/image_02117.jpg
inflating: flower_data/train/75/image_02103.jpg
inflating: flower_data/train/75/image_02077.jpg
inflating: flower_data/train/75/image_02076.jpg
inflating: flower_data/train/75/image_02089.jpg
inflating: flower_data/train/75/image_02102.jpg
inflating: flower_data/train/75/image_02116.jpg
creating: flower_data/train/81/
inflating: flower_data/train/81/image_00917.jpg
inflating: flower_data/train/81/image_00877.jpg
inflating: flower_data/train/81/image_00889.jpg
inflating: flower_data/train/81/image_00862.jpg
inflating: flower_data/train/81/image_00876.jpg
inflating: flower_data/train/81/image_00916.jpg
inflating: flower_data/train/81/image_00902.jpg
inflating: flower_data/train/81/image_00928.jpg
inflating: flower_data/train/81/image_00900.jpg
inflating: flower_data/train/81/image_00874.jpg
inflating: flower_data/train/81/image_00875.jpg
inflating: flower_data/train/81/image_00861.jpg
inflating: flower_data/train/81/image_00849.jpg
inflating: flower_data/train/81/image_00901.jpg
inflating: flower_data/train/81/image_00915.jpg
inflating: flower_data/train/81/image_00929.jpg
inflating: flower_data/train/81/image_00911.jpg
inflating: flower_data/train/81/image_00905.jpg
inflating: flower_data/train/81/image_00939.jpg
inflating: flower_data/train/81/image_00865.jpg
inflating: flower_data/train/81/image_00871.jpg
inflating: flower_data/train/81/image_00858.jpg
inflating: flower_data/train/81/image_00870.jpg
inflating: flower_data/train/81/image_00864.jpg
inflating: flower_data/train/81/image_00938.jpg
inflating: flower_data/train/81/image_00910.jpg
inflating: flower_data/train/81/image_00906.jpg
inflating: flower_data/train/81/image_00912.jpg
inflating: flower_data/train/81/image_00872.jpg
inflating: flower_data/train/81/image_00866.jpg
inflating: flower_data/train/81/image_00899.jpg
inflating: flower_data/train/81/image_00867.jpg
inflating: flower_data/train/81/image_00873.jpg
inflating: flower_data/train/81/image_00913.jpg
inflating: flower_data/train/81/image_00907.jpg
inflating: flower_data/train/81/image_00790.jpg
inflating: flower_data/train/81/image_00800.jpg
inflating: flower_data/train/81/image_00801.jpg
inflating: flower_data/train/81/image_00829.jpg
inflating: flower_data/train/81/image_00791.jpg
inflating: flower_data/train/81/image_00785.jpg
inflating: flower_data/train/81/image_00793.jpg
inflating: flower_data/train/81/image_00787.jpg
inflating: flower_data/train/81/image_00803.jpg
inflating: flower_data/train/81/image_00817.jpg
inflating: flower_data/train/81/image_00816.jpg
inflating: flower_data/train/81/image_00802.jpg
inflating: flower_data/train/81/image_00786.jpg
inflating: flower_data/train/81/image_00792.jpg
inflating: flower_data/train/81/image_00796.jpg
inflating: flower_data/train/81/image_00782.jpg
inflating: flower_data/train/81/image_00806.jpg
inflating: flower_data/train/81/image_00812.jpg
inflating: flower_data/train/81/image_00813.jpg
inflating: flower_data/train/81/image_00807.jpg
inflating: flower_data/train/81/image_00783.jpg
inflating: flower_data/train/81/image_00797.jpg
inflating: flower_data/train/81/image_00781.jpg
inflating: flower_data/train/81/image_00795.jpg
inflating: flower_data/train/81/image_00811.jpg
inflating: flower_data/train/81/image_00805.jpg
inflating: flower_data/train/81/image_00839.jpg
inflating: flower_data/train/81/image_00838.jpg
inflating: flower_data/train/81/image_00804.jpg
inflating: flower_data/train/81/image_00810.jpg
inflating: flower_data/train/81/image_00794.jpg
inflating: flower_data/train/81/image_00799.jpg
inflating: flower_data/train/81/image_00941.jpg
inflating: flower_data/train/81/image_00835.jpg
inflating: flower_data/train/81/image_00821.jpg
inflating: flower_data/train/81/image_00834.jpg
inflating: flower_data/train/81/image_00808.jpg
inflating: flower_data/train/81/image_00940.jpg
inflating: flower_data/train/81/image_00942.jpg
inflating: flower_data/train/81/image_00822.jpg
inflating: flower_data/train/81/image_00836.jpg
inflating: flower_data/train/81/image_00837.jpg
inflating: flower_data/train/81/image_00823.jpg
inflating: flower_data/train/81/image_00943.jpg
inflating: flower_data/train/81/image_00827.jpg
inflating: flower_data/train/81/image_00832.jpg
inflating: flower_data/train/81/image_00944.jpg
inflating: flower_data/train/81/image_00788.jpg
inflating: flower_data/train/81/image_00830.jpg
inflating: flower_data/train/81/image_00824.jpg
inflating: flower_data/train/81/image_00819.jpg
inflating: flower_data/train/81/image_00831.jpg
inflating: flower_data/train/81/image_00789.jpg
inflating: flower_data/train/81/image_00945.jpg
inflating: flower_data/train/81/image_00922.jpg
inflating: flower_data/train/81/image_00936.jpg
inflating: flower_data/train/81/image_00856.jpg
inflating: flower_data/train/81/image_00842.jpg
inflating: flower_data/train/81/image_00881.jpg
inflating: flower_data/train/81/image_00880.jpg
inflating: flower_data/train/81/image_00894.jpg
inflating: flower_data/train/81/image_00843.jpg
inflating: flower_data/train/81/image_00857.jpg
inflating: flower_data/train/81/image_00937.jpg
inflating: flower_data/train/81/image_00923.jpg
inflating: flower_data/train/81/image_00935.jpg
inflating: flower_data/train/81/image_00921.jpg
inflating: flower_data/train/81/image_00841.jpg
inflating: flower_data/train/81/image_00855.jpg
inflating: flower_data/train/81/image_00882.jpg
inflating: flower_data/train/81/image_00897.jpg
inflating: flower_data/train/81/image_00883.jpg
inflating: flower_data/train/81/image_00854.jpg
inflating: flower_data/train/81/image_00840.jpg
inflating: flower_data/train/81/image_00868.jpg
inflating: flower_data/train/81/image_00934.jpg
inflating: flower_data/train/81/image_00908.jpg
inflating: flower_data/train/81/image_00930.jpg
inflating: flower_data/train/81/image_00924.jpg
inflating: flower_data/train/81/image_00918.jpg
inflating: flower_data/train/81/image_00844.jpg
inflating: flower_data/train/81/image_00850.jpg
inflating: flower_data/train/81/image_00878.jpg
inflating: flower_data/train/81/image_00887.jpg
inflating: flower_data/train/81/image_00886.jpg
inflating: flower_data/train/81/image_00879.jpg
inflating: flower_data/train/81/image_00851.jpg
inflating: flower_data/train/81/image_00845.jpg
inflating: flower_data/train/81/image_00925.jpg
inflating: flower_data/train/81/image_00931.jpg
inflating: flower_data/train/81/image_00927.jpg
inflating: flower_data/train/81/image_00933.jpg
inflating: flower_data/train/81/image_00847.jpg
inflating: flower_data/train/81/image_00890.jpg
inflating: flower_data/train/81/image_00884.jpg
inflating: flower_data/train/81/image_00885.jpg
inflating: flower_data/train/81/image_00891.jpg
inflating: flower_data/train/81/image_00846.jpg
inflating: flower_data/train/81/image_00852.jpg
inflating: flower_data/train/81/image_00932.jpg
creating: flower_data/train/86/
inflating: flower_data/train/86/image_02872.jpg
inflating: flower_data/train/86/image_02866.jpg
inflating: flower_data/train/86/image_02899.jpg
inflating: flower_data/train/86/image_02913.jpg
inflating: flower_data/train/86/image_02907.jpg
inflating: flower_data/train/86/image_02898.jpg
inflating: flower_data/train/86/image_02867.jpg
inflating: flower_data/train/86/image_02871.jpg
inflating: flower_data/train/86/image_02911.jpg
inflating: flower_data/train/86/image_02905.jpg
inflating: flower_data/train/86/image_02904.jpg
inflating: flower_data/train/86/image_02870.jpg
inflating: flower_data/train/86/image_02864.jpg
inflating: flower_data/train/86/image_02874.jpg
inflating: flower_data/train/86/image_02914.jpg
inflating: flower_data/train/86/image_02900.jpg
inflating: flower_data/train/86/image_02915.jpg
inflating: flower_data/train/86/image_02875.jpg
inflating: flower_data/train/86/image_02877.jpg
inflating: flower_data/train/86/image_02863.jpg
inflating: flower_data/train/86/image_02888.jpg
inflating: flower_data/train/86/image_02903.jpg
inflating: flower_data/train/86/image_02917.jpg
inflating: flower_data/train/86/image_02916.jpg
inflating: flower_data/train/86/image_02902.jpg
inflating: flower_data/train/86/image_02889.jpg
inflating: flower_data/train/86/image_02862.jpg
inflating: flower_data/train/86/image_02876.jpg
inflating: flower_data/train/86/image_02890.jpg
inflating: flower_data/train/86/image_02884.jpg
inflating: flower_data/train/86/image_02885.jpg
inflating: flower_data/train/86/image_02878.jpg
inflating: flower_data/train/86/image_02918.jpg
inflating: flower_data/train/86/image_02919.jpg
inflating: flower_data/train/86/image_02892.jpg
inflating: flower_data/train/86/image_02886.jpg
inflating: flower_data/train/86/image_02879.jpg
inflating: flower_data/train/86/image_02869.jpg
inflating: flower_data/train/86/image_02882.jpg
inflating: flower_data/train/86/image_02896.jpg
inflating: flower_data/train/86/image_02908.jpg
inflating: flower_data/train/86/image_02897.jpg
inflating: flower_data/train/86/image_02883.jpg
inflating: flower_data/train/86/image_02868.jpg
inflating: flower_data/train/86/image_02895.jpg
inflating: flower_data/train/86/image_02881.jpg
inflating: flower_data/train/86/image_02880.jpg
inflating: flower_data/train/86/image_02894.jpg
creating: flower_data/train/72/
inflating: flower_data/train/72/image_03588.jpg
inflating: flower_data/train/72/image_03577.jpg
inflating: flower_data/train/72/image_03563.jpg
inflating: flower_data/train/72/image_03629.jpg
inflating: flower_data/train/72/image_03601.jpg
inflating: flower_data/train/72/image_03615.jpg
inflating: flower_data/train/72/image_03614.jpg
inflating: flower_data/train/72/image_03600.jpg
inflating: flower_data/train/72/image_03562.jpg
inflating: flower_data/train/72/image_03589.jpg
inflating: flower_data/train/72/image_03548.jpg
inflating: flower_data/train/72/image_03560.jpg
inflating: flower_data/train/72/image_03574.jpg
inflating: flower_data/train/72/image_03616.jpg
inflating: flower_data/train/72/image_03602.jpg
inflating: flower_data/train/72/image_03617.jpg
inflating: flower_data/train/72/image_03549.jpg
inflating: flower_data/train/72/image_03571.jpg
inflating: flower_data/train/72/image_03607.jpg
inflating: flower_data/train/72/image_03606.jpg
inflating: flower_data/train/72/image_03612.jpg
inflating: flower_data/train/72/image_03558.jpg
inflating: flower_data/train/72/image_03570.jpg
inflating: flower_data/train/72/image_03564.jpg
inflating: flower_data/train/72/image_03572.jpg
inflating: flower_data/train/72/image_03566.jpg
inflating: flower_data/train/72/image_03604.jpg
inflating: flower_data/train/72/image_03610.jpg
inflating: flower_data/train/72/image_03638.jpg
inflating: flower_data/train/72/image_03639.jpg
inflating: flower_data/train/72/image_03611.jpg
inflating: flower_data/train/72/image_03605.jpg
inflating: flower_data/train/72/image_03567.jpg
inflating: flower_data/train/72/image_03573.jpg
inflating: flower_data/train/72/image_03598.jpg
inflating: flower_data/train/72/image_03640.jpg
inflating: flower_data/train/72/image_03595.jpg
inflating: flower_data/train/72/image_03581.jpg
inflating: flower_data/train/72/image_03556.jpg
inflating: flower_data/train/72/image_03608.jpg
inflating: flower_data/train/72/image_03620.jpg
inflating: flower_data/train/72/image_03634.jpg
inflating: flower_data/train/72/image_03621.jpg
inflating: flower_data/train/72/image_03609.jpg
inflating: flower_data/train/72/image_03557.jpg
inflating: flower_data/train/72/image_03580.jpg
inflating: flower_data/train/72/image_03594.jpg
inflating: flower_data/train/72/image_03582.jpg
inflating: flower_data/train/72/image_03596.jpg
inflating: flower_data/train/72/image_03569.jpg
inflating: flower_data/train/72/image_03555.jpg
inflating: flower_data/train/72/image_03637.jpg
inflating: flower_data/train/72/image_03623.jpg
inflating: flower_data/train/72/image_03622.jpg
inflating: flower_data/train/72/image_03636.jpg
inflating: flower_data/train/72/image_03554.jpg
inflating: flower_data/train/72/image_03597.jpg
inflating: flower_data/train/72/image_03583.jpg
inflating: flower_data/train/72/image_03550.jpg
inflating: flower_data/train/72/image_03578.jpg
inflating: flower_data/train/72/image_03626.jpg
inflating: flower_data/train/72/image_03627.jpg
inflating: flower_data/train/72/image_03579.jpg
inflating: flower_data/train/72/image_03551.jpg
inflating: flower_data/train/72/image_03545.jpg
inflating: flower_data/train/72/image_03592.jpg
inflating: flower_data/train/72/image_03586.jpg
inflating: flower_data/train/72/image_03590.jpg
inflating: flower_data/train/72/image_03553.jpg
inflating: flower_data/train/72/image_03631.jpg
inflating: flower_data/train/72/image_03619.jpg
inflating: flower_data/train/72/image_03618.jpg
inflating: flower_data/train/72/image_03630.jpg
inflating: flower_data/train/72/image_03546.jpg
inflating: flower_data/train/72/image_03552.jpg
inflating: flower_data/train/72/image_03585.jpg
inflating: flower_data/train/72/image_03591.jpg
creating: flower_data/train/44/
inflating: flower_data/train/44/image_01572.jpg
inflating: flower_data/train/44/image_01566.jpg
inflating: flower_data/train/44/image_01567.jpg
inflating: flower_data/train/44/image_01559.jpg
inflating: flower_data/train/44/image_01565.jpg
inflating: flower_data/train/44/image_01571.jpg
inflating: flower_data/train/44/image_01558.jpg
inflating: flower_data/train/44/image_01574.jpg
inflating: flower_data/train/44/image_01549.jpg
inflating: flower_data/train/44/image_01575.jpg
inflating: flower_data/train/44/image_01561.jpg
inflating: flower_data/train/44/image_01577.jpg
inflating: flower_data/train/44/image_01563.jpg
inflating: flower_data/train/44/image_01562.jpg
inflating: flower_data/train/44/image_01576.jpg
inflating: flower_data/train/44/image_01539.jpg
inflating: flower_data/train/44/image_01511.jpg
inflating: flower_data/train/44/image_01505.jpg
inflating: flower_data/train/44/image_01504.jpg
inflating: flower_data/train/44/image_01538.jpg
inflating: flower_data/train/44/image_01499.jpg
inflating: flower_data/train/44/image_01506.jpg
inflating: flower_data/train/44/image_01513.jpg
inflating: flower_data/train/44/image_01507.jpg
inflating: flower_data/train/44/image_01498.jpg
inflating: flower_data/train/44/image_01503.jpg
inflating: flower_data/train/44/image_01517.jpg
inflating: flower_data/train/44/image_01514.jpg
inflating: flower_data/train/44/image_01528.jpg
inflating: flower_data/train/44/image_01529.jpg
inflating: flower_data/train/44/image_01501.jpg
inflating: flower_data/train/44/image_01493.jpg
inflating: flower_data/train/44/image_01524.jpg
inflating: flower_data/train/44/image_01525.jpg
inflating: flower_data/train/44/image_01531.jpg
inflating: flower_data/train/44/image_01519.jpg
inflating: flower_data/train/44/image_01492.jpg
inflating: flower_data/train/44/image_01533.jpg
inflating: flower_data/train/44/image_01532.jpg
inflating: flower_data/train/44/image_01526.jpg
inflating: flower_data/train/44/image_01495.jpg
inflating: flower_data/train/44/image_01522.jpg
inflating: flower_data/train/44/image_01536.jpg
inflating: flower_data/train/44/image_01537.jpg
inflating: flower_data/train/44/image_01523.jpg
inflating: flower_data/train/44/image_01496.jpg
inflating: flower_data/train/44/image_01535.jpg
inflating: flower_data/train/44/image_01521.jpg
inflating: flower_data/train/44/image_01509.jpg
inflating: flower_data/train/44/image_01508.jpg
inflating: flower_data/train/44/image_01520.jpg
inflating: flower_data/train/44/image_01534.jpg
inflating: flower_data/train/44/image_01497.jpg
inflating: flower_data/train/44/image_01553.jpg
inflating: flower_data/train/44/image_01547.jpg
inflating: flower_data/train/44/image_01546.jpg
inflating: flower_data/train/44/image_01552.jpg
inflating: flower_data/train/44/image_01544.jpg
inflating: flower_data/train/44/image_01550.jpg
inflating: flower_data/train/44/image_01551.jpg
inflating: flower_data/train/44/image_01545.jpg
inflating: flower_data/train/44/image_01582.jpg
inflating: flower_data/train/44/image_01541.jpg
inflating: flower_data/train/44/image_01555.jpg
inflating: flower_data/train/44/image_01568.jpg
inflating: flower_data/train/44/image_01554.jpg
inflating: flower_data/train/44/image_01583.jpg
inflating: flower_data/train/44/image_01581.jpg
inflating: flower_data/train/44/image_01556.jpg
inflating: flower_data/train/44/image_01542.jpg
inflating: flower_data/train/44/image_01543.jpg
inflating: flower_data/train/44/image_01557.jpg
inflating: flower_data/train/44/image_01580.jpg
creating: flower_data/train/43/
inflating: flower_data/train/43/image_02331.jpg
inflating: flower_data/train/43/image_02325.jpg
inflating: flower_data/train/43/image_02319.jpg
inflating: flower_data/train/43/image_02318.jpg
inflating: flower_data/train/43/image_02324.jpg
inflating: flower_data/train/43/image_02442.jpg
inflating: flower_data/train/43/image_02440.jpg
inflating: flower_data/train/43/image_02326.jpg
inflating: flower_data/train/43/image_02332.jpg
inflating: flower_data/train/43/image_02333.jpg
inflating: flower_data/train/43/image_02441.jpg
inflating: flower_data/train/43/image_02327.jpg
inflating: flower_data/train/43/image_02323.jpg
inflating: flower_data/train/43/image_02445.jpg
inflating: flower_data/train/43/image_02337.jpg
inflating: flower_data/train/43/image_02322.jpg
inflating: flower_data/train/43/image_02444.jpg
inflating: flower_data/train/43/image_02334.jpg
inflating: flower_data/train/43/image_02320.jpg
inflating: flower_data/train/43/image_02321.jpg
inflating: flower_data/train/43/image_02391.jpg
inflating: flower_data/train/43/image_02385.jpg
inflating: flower_data/train/43/image_02352.jpg
inflating: flower_data/train/43/image_02434.jpg
inflating: flower_data/train/43/image_02420.jpg
inflating: flower_data/train/43/image_02408.jpg
inflating: flower_data/train/43/image_02409.jpg
inflating: flower_data/train/43/image_02347.jpg
inflating: flower_data/train/43/image_02353.jpg
inflating: flower_data/train/43/image_02384.jpg
inflating: flower_data/train/43/image_02390.jpg
inflating: flower_data/train/43/image_02392.jpg
inflating: flower_data/train/43/image_02423.jpg
inflating: flower_data/train/43/image_02437.jpg
inflating: flower_data/train/43/image_02351.jpg
inflating: flower_data/train/43/image_02379.jpg
inflating: flower_data/train/43/image_02378.jpg
inflating: flower_data/train/43/image_02436.jpg
inflating: flower_data/train/43/image_02350.jpg
inflating: flower_data/train/43/image_02344.jpg
inflating: flower_data/train/43/image_02422.jpg
inflating: flower_data/train/43/image_02393.jpg
inflating: flower_data/train/43/image_02387.jpg
inflating: flower_data/train/43/image_02383.jpg
inflating: flower_data/train/43/image_02340.jpg
inflating: flower_data/train/43/image_02354.jpg
inflating: flower_data/train/43/image_02432.jpg
inflating: flower_data/train/43/image_02427.jpg
inflating: flower_data/train/43/image_02341.jpg
inflating: flower_data/train/43/image_02396.jpg
inflating: flower_data/train/43/image_02382.jpg
inflating: flower_data/train/43/image_02380.jpg
inflating: flower_data/train/43/image_02357.jpg
inflating: flower_data/train/43/image_02343.jpg
inflating: flower_data/train/43/image_02342.jpg
inflating: flower_data/train/43/image_02424.jpg
inflating: flower_data/train/43/image_02430.jpg
inflating: flower_data/train/43/image_02356.jpg
inflating: flower_data/train/43/image_02418.jpg
inflating: flower_data/train/43/image_02381.jpg
inflating: flower_data/train/43/image_02395.jpg
inflating: flower_data/train/43/image_02398.jpg
inflating: flower_data/train/43/image_02373.jpg
inflating: flower_data/train/43/image_02415.jpg
inflating: flower_data/train/43/image_02401.jpg
inflating: flower_data/train/43/image_02367.jpg
inflating: flower_data/train/43/image_02428.jpg
inflating: flower_data/train/43/image_02366.jpg
inflating: flower_data/train/43/image_02372.jpg
inflating: flower_data/train/43/image_02399.jpg
inflating: flower_data/train/43/image_02364.jpg
inflating: flower_data/train/43/image_02402.jpg
inflating: flower_data/train/43/image_02416.jpg
inflating: flower_data/train/43/image_02358.jpg
inflating: flower_data/train/43/image_02359.jpg
inflating: flower_data/train/43/image_02417.jpg
inflating: flower_data/train/43/image_02403.jpg
inflating: flower_data/train/43/image_02361.jpg
inflating: flower_data/train/43/image_02375.jpg
inflating: flower_data/train/43/image_02413.jpg
inflating: flower_data/train/43/image_02374.jpg
inflating: flower_data/train/43/image_02406.jpg
inflating: flower_data/train/43/image_02360.jpg
inflating: flower_data/train/43/image_02348.jpg
inflating: flower_data/train/43/image_02438.jpg
inflating: flower_data/train/43/image_02410.jpg
inflating: flower_data/train/43/image_02376.jpg
inflating: flower_data/train/43/image_02362.jpg
inflating: flower_data/train/43/image_02404.jpg
inflating: flower_data/train/43/image_02363.jpg
inflating: flower_data/train/43/image_02405.jpg
inflating: flower_data/train/43/image_02411.jpg
inflating: flower_data/train/43/image_02377.jpg
inflating: flower_data/train/43/image_02439.jpg
inflating: flower_data/train/43/image_02388.jpg
inflating: flower_data/train/43/image_02338.jpg
inflating: flower_data/train/43/image_02339.jpg
inflating: flower_data/train/43/image_02316.jpg
inflating: flower_data/train/43/image_02317.jpg
inflating: flower_data/train/43/image_02328.jpg
creating: flower_data/train/88/
inflating: flower_data/train/88/image_00532.jpg
inflating: flower_data/train/88/image_00491.jpg
inflating: flower_data/train/88/image_00485.jpg
inflating: flower_data/train/88/image_00452.jpg
inflating: flower_data/train/88/image_00446.jpg
inflating: flower_data/train/88/image_00447.jpg
inflating: flower_data/train/88/image_00453.jpg
inflating: flower_data/train/88/image_00484.jpg
inflating: flower_data/train/88/image_00490.jpg
inflating: flower_data/train/88/image_00527.jpg
inflating: flower_data/train/88/image_00525.jpg
inflating: flower_data/train/88/image_00519.jpg
inflating: flower_data/train/88/image_00486.jpg
inflating: flower_data/train/88/image_00492.jpg
inflating: flower_data/train/88/image_00451.jpg
inflating: flower_data/train/88/image_00479.jpg
inflating: flower_data/train/88/image_00478.jpg
inflating: flower_data/train/88/image_00450.jpg
inflating: flower_data/train/88/image_00493.jpg
inflating: flower_data/train/88/image_00487.jpg
inflating: flower_data/train/88/image_00524.jpg
inflating: flower_data/train/88/image_00530.jpg
inflating: flower_data/train/88/image_00534.jpg
inflating: flower_data/train/88/image_00483.jpg
inflating: flower_data/train/88/image_00497.jpg
inflating: flower_data/train/88/image_00468.jpg
inflating: flower_data/train/88/image_00454.jpg
inflating: flower_data/train/88/image_00455.jpg
inflating: flower_data/train/88/image_00469.jpg
inflating: flower_data/train/88/image_00496.jpg
inflating: flower_data/train/88/image_00521.jpg
inflating: flower_data/train/88/image_00535.jpg
inflating: flower_data/train/88/image_00523.jpg
inflating: flower_data/train/88/image_00537.jpg
inflating: flower_data/train/88/image_00494.jpg
inflating: flower_data/train/88/image_00480.jpg
inflating: flower_data/train/88/image_00456.jpg
inflating: flower_data/train/88/image_00481.jpg
inflating: flower_data/train/88/image_00495.jpg
inflating: flower_data/train/88/image_00536.jpg
inflating: flower_data/train/88/image_00522.jpg
inflating: flower_data/train/88/image_00586.jpg
inflating: flower_data/train/88/image_00592.jpg
inflating: flower_data/train/88/image_00579.jpg
inflating: flower_data/train/88/image_00578.jpg
inflating: flower_data/train/88/image_00550.jpg
inflating: flower_data/train/88/image_00587.jpg
inflating: flower_data/train/88/image_00591.jpg
inflating: flower_data/train/88/image_00552.jpg
inflating: flower_data/train/88/image_00553.jpg
inflating: flower_data/train/88/image_00590.jpg
inflating: flower_data/train/88/image_00580.jpg
inflating: flower_data/train/88/image_00557.jpg
inflating: flower_data/train/88/image_00543.jpg
inflating: flower_data/train/88/image_00581.jpg
inflating: flower_data/train/88/image_00583.jpg
inflating: flower_data/train/88/image_00568.jpg
inflating: flower_data/train/88/image_08083.jpg
inflating: flower_data/train/88/image_08082.jpg
inflating: flower_data/train/88/image_00555.jpg
inflating: flower_data/train/88/image_00541.jpg
inflating: flower_data/train/88/image_00569.jpg
inflating: flower_data/train/88/image_00596.jpg
inflating: flower_data/train/88/image_00564.jpg
inflating: flower_data/train/88/image_00570.jpg
inflating: flower_data/train/88/image_00558.jpg
inflating: flower_data/train/88/image_00559.jpg
inflating: flower_data/train/88/image_00571.jpg
inflating: flower_data/train/88/image_00565.jpg
inflating: flower_data/train/88/image_00573.jpg
inflating: flower_data/train/88/image_00567.jpg
inflating: flower_data/train/88/image_00566.jpg
inflating: flower_data/train/88/image_00572.jpg
inflating: flower_data/train/88/image_00589.jpg
inflating: flower_data/train/88/image_00576.jpg
inflating: flower_data/train/88/image_00562.jpg
inflating: flower_data/train/88/image_00588.jpg
inflating: flower_data/train/88/image_00549.jpg
inflating: flower_data/train/88/image_00561.jpg
inflating: flower_data/train/88/image_00575.jpg
inflating: flower_data/train/88/image_00560.jpg
inflating: flower_data/train/88/image_00548.jpg
inflating: flower_data/train/88/image_00507.jpg
inflating: flower_data/train/88/image_00513.jpg
inflating: flower_data/train/88/image_00498.jpg
inflating: flower_data/train/88/image_00473.jpg
inflating: flower_data/train/88/image_00466.jpg
inflating: flower_data/train/88/image_00472.jpg
inflating: flower_data/train/88/image_00499.jpg
inflating: flower_data/train/88/image_00506.jpg
inflating: flower_data/train/88/image_00510.jpg
inflating: flower_data/train/88/image_00504.jpg
inflating: flower_data/train/88/image_00538.jpg
inflating: flower_data/train/88/image_00464.jpg
inflating: flower_data/train/88/image_00470.jpg
inflating: flower_data/train/88/image_00458.jpg
inflating: flower_data/train/88/image_00471.jpg
inflating: flower_data/train/88/image_00465.jpg
inflating: flower_data/train/88/image_00505.jpg
inflating: flower_data/train/88/image_00511.jpg
inflating: flower_data/train/88/image_00529.jpg
inflating: flower_data/train/88/image_00515.jpg
inflating: flower_data/train/88/image_00501.jpg
inflating: flower_data/train/88/image_00449.jpg
inflating: flower_data/train/88/image_00475.jpg
inflating: flower_data/train/88/image_00460.jpg
inflating: flower_data/train/88/image_00448.jpg
inflating: flower_data/train/88/image_00500.jpg
inflating: flower_data/train/88/image_00514.jpg
inflating: flower_data/train/88/image_00528.jpg
inflating: flower_data/train/88/image_00476.jpg
inflating: flower_data/train/88/image_00462.jpg
inflating: flower_data/train/88/image_00463.jpg
inflating: flower_data/train/88/image_00488.jpg
inflating: flower_data/train/88/image_00517.jpg
inflating: flower_data/train/88/image_00503.jpg
creating: flower_data/train/38/
inflating: flower_data/train/38/image_05847.jpg
inflating: flower_data/train/38/image_05846.jpg
inflating: flower_data/train/38/image_05844.jpg
inflating: flower_data/train/38/image_05841.jpg
inflating: flower_data/train/38/image_05840.jpg
inflating: flower_data/train/38/image_05842.jpg
inflating: flower_data/train/38/image_05843.jpg
inflating: flower_data/train/38/image_05818.jpg
inflating: flower_data/train/38/image_05831.jpg
inflating: flower_data/train/38/image_05827.jpg
inflating: flower_data/train/38/image_05826.jpg
inflating: flower_data/train/38/image_05832.jpg
inflating: flower_data/train/38/image_05836.jpg
inflating: flower_data/train/38/image_05822.jpg
inflating: flower_data/train/38/image_05823.jpg
inflating: flower_data/train/38/image_05837.jpg
inflating: flower_data/train/38/image_05809.jpg
inflating: flower_data/train/38/image_05821.jpg
inflating: flower_data/train/38/image_05835.jpg
inflating: flower_data/train/38/image_05798.jpg
inflating: flower_data/train/38/image_05834.jpg
inflating: flower_data/train/38/image_05820.jpg
inflating: flower_data/train/38/image_05808.jpg
inflating: flower_data/train/38/image_05805.jpg
inflating: flower_data/train/38/image_05811.jpg
inflating: flower_data/train/38/image_05839.jpg
inflating: flower_data/train/38/image_05795.jpg
inflating: flower_data/train/38/image_05794.jpg
inflating: flower_data/train/38/image_05838.jpg
inflating: flower_data/train/38/image_05810.jpg
inflating: flower_data/train/38/image_05804.jpg
inflating: flower_data/train/38/image_05807.jpg
inflating: flower_data/train/38/image_05813.jpg
inflating: flower_data/train/38/image_05817.jpg
inflating: flower_data/train/38/image_05803.jpg
inflating: flower_data/train/38/image_05793.jpg
inflating: flower_data/train/38/image_05802.jpg
inflating: flower_data/train/38/image_05816.jpg
inflating: flower_data/train/38/image_05828.jpg
inflating: flower_data/train/38/image_05800.jpg
inflating: flower_data/train/38/image_05814.jpg
inflating: flower_data/train/38/image_05815.jpg
inflating: flower_data/train/38/image_05801.jpg
inflating: flower_data/train/38/image_05848.jpg
creating: flower_data/train/36/
inflating: flower_data/train/36/image_04387.jpg
inflating: flower_data/train/36/image_04378.jpg
inflating: flower_data/train/36/image_04379.jpg
inflating: flower_data/train/36/image_04345.jpg
inflating: flower_data/train/36/image_04386.jpg
inflating: flower_data/train/36/image_04384.jpg
inflating: flower_data/train/36/image_04390.jpg
inflating: flower_data/train/36/image_04347.jpg
inflating: flower_data/train/36/image_04353.jpg
inflating: flower_data/train/36/image_04346.jpg
inflating: flower_data/train/36/image_04391.jpg
inflating: flower_data/train/36/image_04385.jpg
inflating: flower_data/train/36/image_04381.jpg
inflating: flower_data/train/36/image_04395.jpg
inflating: flower_data/train/36/image_04342.jpg
inflating: flower_data/train/36/image_04356.jpg
inflating: flower_data/train/36/image_04357.jpg
inflating: flower_data/train/36/image_04343.jpg
inflating: flower_data/train/36/image_04394.jpg
inflating: flower_data/train/36/image_04380.jpg
inflating: flower_data/train/36/image_04396.jpg
inflating: flower_data/train/36/image_04369.jpg
inflating: flower_data/train/36/image_04355.jpg
inflating: flower_data/train/36/image_04341.jpg
inflating: flower_data/train/36/image_04340.jpg
inflating: flower_data/train/36/image_04368.jpg
inflating: flower_data/train/36/image_04383.jpg
inflating: flower_data/train/36/image_04397.jpg
inflating: flower_data/train/36/image_04327.jpg
inflating: flower_data/train/36/image_04326.jpg
inflating: flower_data/train/36/image_04332.jpg
inflating: flower_data/train/36/image_04330.jpg
inflating: flower_data/train/36/image_04331.jpg
inflating: flower_data/train/36/image_04335.jpg
inflating: flower_data/train/36/image_04336.jpg
inflating: flower_data/train/36/image_04337.jpg
inflating: flower_data/train/36/image_04339.jpg
inflating: flower_data/train/36/image_04338.jpg
inflating: flower_data/train/36/image_04328.jpg
inflating: flower_data/train/36/image_04329.jpg
inflating: flower_data/train/36/image_04371.jpg
inflating: flower_data/train/36/image_04365.jpg
inflating: flower_data/train/36/image_04359.jpg
inflating: flower_data/train/36/image_04358.jpg
inflating: flower_data/train/36/image_04370.jpg
inflating: flower_data/train/36/image_04399.jpg
inflating: flower_data/train/36/image_04366.jpg
inflating: flower_data/train/36/image_04372.jpg
inflating: flower_data/train/36/image_04367.jpg
inflating: flower_data/train/36/image_04398.jpg
inflating: flower_data/train/36/image_04388.jpg
inflating: flower_data/train/36/image_04363.jpg
inflating: flower_data/train/36/image_04377.jpg
inflating: flower_data/train/36/image_04376.jpg
inflating: flower_data/train/36/image_04362.jpg
inflating: flower_data/train/36/image_04389.jpg
inflating: flower_data/train/36/image_04348.jpg
inflating: flower_data/train/36/image_04374.jpg
inflating: flower_data/train/36/image_04360.jpg
inflating: flower_data/train/36/image_04361.jpg
inflating: flower_data/train/36/image_04375.jpg
inflating: flower_data/train/36/image_04349.jpg
creating: flower_data/train/31/
inflating: flower_data/train/31/image_06901.jpg
inflating: flower_data/train/31/image_06915.jpg
inflating: flower_data/train/31/image_06914.jpg
inflating: flower_data/train/31/image_06900.jpg
inflating: flower_data/train/31/image_06928.jpg
inflating: flower_data/train/31/image_06916.jpg
inflating: flower_data/train/31/image_06902.jpg
inflating: flower_data/train/31/image_06917.jpg
inflating: flower_data/train/31/image_06898.jpg
inflating: flower_data/train/31/image_06913.jpg
inflating: flower_data/train/31/image_06907.jpg
inflating: flower_data/train/31/image_06906.jpg
inflating: flower_data/train/31/image_06912.jpg
inflating: flower_data/train/31/image_06899.jpg
inflating: flower_data/train/31/image_06904.jpg
inflating: flower_data/train/31/image_06910.jpg
inflating: flower_data/train/31/image_08068.jpg
inflating: flower_data/train/31/image_08069.jpg
inflating: flower_data/train/31/image_06911.jpg
inflating: flower_data/train/31/image_06897.jpg
inflating: flower_data/train/31/image_06908.jpg
inflating: flower_data/train/31/image_06920.jpg
inflating: flower_data/train/31/image_08065.jpg
inflating: flower_data/train/31/image_08071.jpg
inflating: flower_data/train/31/image_06921.jpg
inflating: flower_data/train/31/image_06909.jpg
inflating: flower_data/train/31/image_06896.jpg
inflating: flower_data/train/31/image_06894.jpg
inflating: flower_data/train/31/image_06923.jpg
inflating: flower_data/train/31/image_08073.jpg
inflating: flower_data/train/31/image_08072.jpg
inflating: flower_data/train/31/image_08066.jpg
inflating: flower_data/train/31/image_06922.jpg
inflating: flower_data/train/31/image_06895.jpg
inflating: flower_data/train/31/image_06891.jpg
inflating: flower_data/train/31/image_06926.jpg
inflating: flower_data/train/31/image_08076.jpg
inflating: flower_data/train/31/image_08077.jpg
inflating: flower_data/train/31/image_06927.jpg
inflating: flower_data/train/31/image_06890.jpg
inflating: flower_data/train/31/image_06892.jpg
inflating: flower_data/train/31/image_06925.jpg
inflating: flower_data/train/31/image_06919.jpg
inflating: flower_data/train/31/image_08075.jpg
inflating: flower_data/train/31/image_08074.jpg
inflating: flower_data/train/31/image_06918.jpg
inflating: flower_data/train/31/image_06924.jpg
inflating: flower_data/train/31/image_06893.jpg
creating: flower_data/train/91/
inflating: flower_data/train/91/image_04838.jpg
inflating: flower_data/train/91/image_04839.jpg
inflating: flower_data/train/91/image_04858.jpg
inflating: flower_data/train/91/image_04864.jpg
inflating: flower_data/train/91/image_04865.jpg
inflating: flower_data/train/91/image_04871.jpg
inflating: flower_data/train/91/image_04859.jpg
inflating: flower_data/train/91/image_04867.jpg
inflating: flower_data/train/91/image_04873.jpg
inflating: flower_data/train/91/image_04866.jpg
inflating: flower_data/train/91/image_04862.jpg
inflating: flower_data/train/91/image_04876.jpg
inflating: flower_data/train/91/image_08057.jpg
inflating: flower_data/train/91/image_04889.jpg
inflating: flower_data/train/91/image_04888.jpg
inflating: flower_data/train/91/image_08056.jpg
inflating: flower_data/train/91/image_04877.jpg
inflating: flower_data/train/91/image_04863.jpg
inflating: flower_data/train/91/image_04861.jpg
inflating: flower_data/train/91/image_04849.jpg
inflating: flower_data/train/91/image_08054.jpg
inflating: flower_data/train/91/image_08055.jpg
inflating: flower_data/train/91/image_04874.jpg
inflating: flower_data/train/91/image_04879.jpg
inflating: flower_data/train/91/image_04845.jpg
inflating: flower_data/train/91/image_08058.jpg
inflating: flower_data/train/91/image_04892.jpg
inflating: flower_data/train/91/image_04886.jpg
inflating: flower_data/train/91/image_04887.jpg
inflating: flower_data/train/91/image_04893.jpg
inflating: flower_data/train/91/image_04850.jpg
inflating: flower_data/train/91/image_04846.jpg
inflating: flower_data/train/91/image_04852.jpg
inflating: flower_data/train/91/image_04885.jpg
inflating: flower_data/train/91/image_04891.jpg
inflating: flower_data/train/91/image_04884.jpg
inflating: flower_data/train/91/image_04853.jpg
inflating: flower_data/train/91/image_04847.jpg
inflating: flower_data/train/91/image_04857.jpg
inflating: flower_data/train/91/image_04880.jpg
inflating: flower_data/train/91/image_04894.jpg
inflating: flower_data/train/91/image_04895.jpg
inflating: flower_data/train/91/image_04881.jpg
inflating: flower_data/train/91/image_04842.jpg
inflating: flower_data/train/91/image_04840.jpg
inflating: flower_data/train/91/image_04868.jpg
inflating: flower_data/train/91/image_04882.jpg
inflating: flower_data/train/91/image_08060.jpg
inflating: flower_data/train/91/image_04896.jpg
inflating: flower_data/train/91/image_04869.jpg
inflating: flower_data/train/91/image_04841.jpg
inflating: flower_data/train/91/image_04855.jpg
inflating: flower_data/train/91/image_04832.jpg
inflating: flower_data/train/91/image_04833.jpg
inflating: flower_data/train/91/image_04831.jpg
inflating: flower_data/train/91/image_04830.jpg
inflating: flower_data/train/91/image_04834.jpg
inflating: flower_data/train/91/image_04837.jpg
inflating: flower_data/train/91/image_04836.jpg
creating: flower_data/train/65/
inflating: flower_data/train/65/image_03239.jpg
inflating: flower_data/train/65/image_03205.jpg
inflating: flower_data/train/65/image_03198.jpg
inflating: flower_data/train/65/image_03199.jpg
inflating: flower_data/train/65/image_03204.jpg
inflating: flower_data/train/65/image_03210.jpg
inflating: flower_data/train/65/image_03238.jpg
inflating: flower_data/train/65/image_03206.jpg
inflating: flower_data/train/65/image_03212.jpg
inflating: flower_data/train/65/image_03213.jpg
inflating: flower_data/train/65/image_03207.jpg
inflating: flower_data/train/65/image_03203.jpg
inflating: flower_data/train/65/image_03217.jpg
inflating: flower_data/train/65/image_03216.jpg
inflating: flower_data/train/65/image_03202.jpg
inflating: flower_data/train/65/image_03214.jpg
inflating: flower_data/train/65/image_03200.jpg
inflating: flower_data/train/65/image_03228.jpg
inflating: flower_data/train/65/image_03189.jpg
inflating: flower_data/train/65/image_03229.jpg
inflating: flower_data/train/65/image_03201.jpg
inflating: flower_data/train/65/image_03215.jpg
inflating: flower_data/train/65/image_03272.jpg
inflating: flower_data/train/65/image_03266.jpg
inflating: flower_data/train/65/image_03267.jpg
inflating: flower_data/train/65/image_03273.jpg
inflating: flower_data/train/65/image_03259.jpg
inflating: flower_data/train/65/image_03265.jpg
inflating: flower_data/train/65/image_03271.jpg
inflating: flower_data/train/65/image_03270.jpg
inflating: flower_data/train/65/image_03264.jpg
inflating: flower_data/train/65/image_03260.jpg
inflating: flower_data/train/65/image_03274.jpg
inflating: flower_data/train/65/image_03248.jpg
inflating: flower_data/train/65/image_03249.jpg
inflating: flower_data/train/65/image_03275.jpg
inflating: flower_data/train/65/image_03261.jpg
inflating: flower_data/train/65/image_03277.jpg
inflating: flower_data/train/65/image_03263.jpg
inflating: flower_data/train/65/image_03262.jpg
inflating: flower_data/train/65/image_03253.jpg
inflating: flower_data/train/65/image_03247.jpg
inflating: flower_data/train/65/image_03246.jpg
inflating: flower_data/train/65/image_03278.jpg
inflating: flower_data/train/65/image_03244.jpg
inflating: flower_data/train/65/image_03251.jpg
inflating: flower_data/train/65/image_03245.jpg
inflating: flower_data/train/65/image_03282.jpg
inflating: flower_data/train/65/image_03255.jpg
inflating: flower_data/train/65/image_03268.jpg
inflating: flower_data/train/65/image_03254.jpg
inflating: flower_data/train/65/image_03240.jpg
inflating: flower_data/train/65/image_03283.jpg
inflating: flower_data/train/65/image_03281.jpg
inflating: flower_data/train/65/image_03256.jpg
inflating: flower_data/train/65/image_03242.jpg
inflating: flower_data/train/65/image_03257.jpg
inflating: flower_data/train/65/image_03280.jpg
inflating: flower_data/train/65/image_03218.jpg
inflating: flower_data/train/65/image_03230.jpg
inflating: flower_data/train/65/image_03185.jpg
inflating: flower_data/train/65/image_03191.jpg
inflating: flower_data/train/65/image_03190.jpg
inflating: flower_data/train/65/image_03184.jpg
inflating: flower_data/train/65/image_03225.jpg
inflating: flower_data/train/65/image_03231.jpg
inflating: flower_data/train/65/image_03219.jpg
inflating: flower_data/train/65/image_03227.jpg
inflating: flower_data/train/65/image_03233.jpg
inflating: flower_data/train/65/image_03192.jpg
inflating: flower_data/train/65/image_03186.jpg
inflating: flower_data/train/65/image_03187.jpg
inflating: flower_data/train/65/image_03232.jpg
inflating: flower_data/train/65/image_03226.jpg
inflating: flower_data/train/65/image_03236.jpg
inflating: flower_data/train/65/image_03183.jpg
inflating: flower_data/train/65/image_03182.jpg
inflating: flower_data/train/65/image_03196.jpg
inflating: flower_data/train/65/image_03237.jpg
inflating: flower_data/train/65/image_03223.jpg
inflating: flower_data/train/65/image_03235.jpg
inflating: flower_data/train/65/image_03221.jpg
inflating: flower_data/train/65/image_03209.jpg
inflating: flower_data/train/65/image_03194.jpg
inflating: flower_data/train/65/image_03195.jpg
inflating: flower_data/train/65/image_03208.jpg
inflating: flower_data/train/65/image_03220.jpg
inflating: flower_data/train/65/image_03234.jpg
creating: flower_data/train/62/
inflating: flower_data/train/62/image_08185.jpg
inflating: flower_data/train/62/image_07275.jpg
inflating: flower_data/train/62/image_08152.jpg
inflating: flower_data/train/62/image_08153.jpg
inflating: flower_data/train/62/image_07274.jpg
inflating: flower_data/train/62/image_08184.jpg
inflating: flower_data/train/62/image_08186.jpg
inflating: flower_data/train/62/image_08179.jpg
inflating: flower_data/train/62/image_08151.jpg
inflating: flower_data/train/62/image_07277.jpg
inflating: flower_data/train/62/image_08178.jpg
inflating: flower_data/train/62/image_08187.jpg
inflating: flower_data/train/62/image_08183.jpg
inflating: flower_data/train/62/image_08154.jpg
inflating: flower_data/train/62/image_07273.jpg
inflating: flower_data/train/62/image_08168.jpg
inflating: flower_data/train/62/image_08169.jpg
inflating: flower_data/train/62/image_07272.jpg
inflating: flower_data/train/62/image_08182.jpg
inflating: flower_data/train/62/image_08180.jpg
inflating: flower_data/train/62/image_07270.jpg
inflating: flower_data/train/62/image_08157.jpg
inflating: flower_data/train/62/image_08156.jpg
inflating: flower_data/train/62/image_08181.jpg
inflating: flower_data/train/62/image_07283.jpg
inflating: flower_data/train/62/image_07268.jpg
inflating: flower_data/train/62/image_08167.jpg
inflating: flower_data/train/62/image_08173.jpg
inflating: flower_data/train/62/image_08166.jpg
inflating: flower_data/train/62/image_07282.jpg
inflating: flower_data/train/62/image_07280.jpg
inflating: flower_data/train/62/image_08158.jpg
inflating: flower_data/train/62/image_08170.jpg
inflating: flower_data/train/62/image_08164.jpg
inflating: flower_data/train/62/image_08165.jpg
inflating: flower_data/train/62/image_08159.jpg
inflating: flower_data/train/62/image_07281.jpg
inflating: flower_data/train/62/image_08175.jpg
inflating: flower_data/train/62/image_08161.jpg
inflating: flower_data/train/62/image_08160.jpg
inflating: flower_data/train/62/image_08174.jpg
inflating: flower_data/train/62/image_08189.jpg
inflating: flower_data/train/62/image_08162.jpg
inflating: flower_data/train/62/image_08176.jpg
inflating: flower_data/train/62/image_07279.jpg
inflating: flower_data/train/62/image_07278.jpg
inflating: flower_data/train/62/image_08163.jpg
inflating: flower_data/train/62/image_08188.jpg
creating: flower_data/train/96/
inflating: flower_data/train/96/image_07659.jpg
inflating: flower_data/train/96/image_07665.jpg
inflating: flower_data/train/96/image_07671.jpg
inflating: flower_data/train/96/image_07664.jpg
inflating: flower_data/train/96/image_07666.jpg
inflating: flower_data/train/96/image_07667.jpg
inflating: flower_data/train/96/image_07673.jpg
inflating: flower_data/train/96/image_07663.jpg
inflating: flower_data/train/96/image_07660.jpg
inflating: flower_data/train/96/image_07674.jpg
inflating: flower_data/train/96/image_07648.jpg
inflating: flower_data/train/96/image_07649.jpg
inflating: flower_data/train/96/image_07675.jpg
inflating: flower_data/train/96/image_07661.jpg
inflating: flower_data/train/96/image_07612.jpg
inflating: flower_data/train/96/image_07607.jpg
inflating: flower_data/train/96/image_07598.jpg
inflating: flower_data/train/96/image_07639.jpg
inflating: flower_data/train/96/image_07611.jpg
inflating: flower_data/train/96/image_07604.jpg
inflating: flower_data/train/96/image_07610.jpg
inflating: flower_data/train/96/image_07638.jpg
inflating: flower_data/train/96/image_07599.jpg
inflating: flower_data/train/96/image_07614.jpg
inflating: flower_data/train/96/image_07600.jpg
inflating: flower_data/train/96/image_07628.jpg
inflating: flower_data/train/96/image_07629.jpg
inflating: flower_data/train/96/image_07601.jpg
inflating: flower_data/train/96/image_07615.jpg
inflating: flower_data/train/96/image_07603.jpg
inflating: flower_data/train/96/image_07617.jpg
inflating: flower_data/train/96/image_07616.jpg
inflating: flower_data/train/96/image_07602.jpg
inflating: flower_data/train/96/image_07627.jpg
inflating: flower_data/train/96/image_07633.jpg
inflating: flower_data/train/96/image_07632.jpg
inflating: flower_data/train/96/image_07626.jpg
inflating: flower_data/train/96/image_07618.jpg
inflating: flower_data/train/96/image_07630.jpg
inflating: flower_data/train/96/image_07624.jpg
inflating: flower_data/train/96/image_07625.jpg
inflating: flower_data/train/96/image_07631.jpg
inflating: flower_data/train/96/image_07619.jpg
inflating: flower_data/train/96/image_07594.jpg
inflating: flower_data/train/96/image_07635.jpg
inflating: flower_data/train/96/image_07621.jpg
inflating: flower_data/train/96/image_07608.jpg
inflating: flower_data/train/96/image_07620.jpg
inflating: flower_data/train/96/image_07634.jpg
inflating: flower_data/train/96/image_07595.jpg
inflating: flower_data/train/96/image_07636.jpg
inflating: flower_data/train/96/image_07637.jpg
inflating: flower_data/train/96/image_07623.jpg
inflating: flower_data/train/96/image_07678.jpg
inflating: flower_data/train/96/image_07644.jpg
inflating: flower_data/train/96/image_07650.jpg
inflating: flower_data/train/96/image_07651.jpg
inflating: flower_data/train/96/image_07645.jpg
inflating: flower_data/train/96/image_07679.jpg
inflating: flower_data/train/96/image_07684.jpg
inflating: flower_data/train/96/image_07647.jpg
inflating: flower_data/train/96/image_07652.jpg
inflating: flower_data/train/96/image_07681.jpg
inflating: flower_data/train/96/image_07642.jpg
inflating: flower_data/train/96/image_07643.jpg
inflating: flower_data/train/96/image_07657.jpg
inflating: flower_data/train/96/image_07680.jpg
inflating: flower_data/train/96/image_07682.jpg
inflating: flower_data/train/96/image_07641.jpg
inflating: flower_data/train/96/image_07655.jpg
inflating: flower_data/train/96/image_07654.jpg
inflating: flower_data/train/96/image_07640.jpg
creating: flower_data/train/100/
inflating: flower_data/train/100/image_07922.jpg
inflating: flower_data/train/100/image_07894.jpg
inflating: flower_data/train/100/image_07923.jpg
inflating: flower_data/train/100/image_07937.jpg
inflating: flower_data/train/100/image_07921.jpg
inflating: flower_data/train/100/image_07935.jpg
inflating: flower_data/train/100/image_07909.jpg
inflating: flower_data/train/100/image_07908.jpg
inflating: flower_data/train/100/image_07934.jpg
inflating: flower_data/train/100/image_07920.jpg
inflating: flower_data/train/100/image_07918.jpg
inflating: flower_data/train/100/image_07924.jpg
inflating: flower_data/train/100/image_07930.jpg
inflating: flower_data/train/100/image_07893.jpg
inflating: flower_data/train/100/image_07925.jpg
inflating: flower_data/train/100/image_07919.jpg
inflating: flower_data/train/100/image_07933.jpg
inflating: flower_data/train/100/image_07927.jpg
inflating: flower_data/train/100/image_07932.jpg
inflating: flower_data/train/100/image_07941.jpg
inflating: flower_data/train/100/image_07940.jpg
inflating: flower_data/train/100/image_07903.jpg
inflating: flower_data/train/100/image_07916.jpg
inflating: flower_data/train/100/image_07900.jpg
inflating: flower_data/train/100/image_07914.jpg
inflating: flower_data/train/100/image_07928.jpg
inflating: flower_data/train/100/image_07915.jpg
inflating: flower_data/train/100/image_07901.jpg
inflating: flower_data/train/100/image_07911.jpg
inflating: flower_data/train/100/image_07910.jpg
inflating: flower_data/train/100/image_07912.jpg
inflating: flower_data/train/100/image_07906.jpg
inflating: flower_data/train/100/image_07898.jpg
inflating: flower_data/train/100/image_07907.jpg
inflating: flower_data/train/100/image_07913.jpg
creating: flower_data/train/54/
inflating: flower_data/train/54/image_05448.jpg
inflating: flower_data/train/54/image_05458.jpg
inflating: flower_data/train/54/image_05459.jpg
inflating: flower_data/train/54/image_05429.jpg
inflating: flower_data/train/54/image_05401.jpg
inflating: flower_data/train/54/image_05414.jpg
inflating: flower_data/train/54/image_05400.jpg
inflating: flower_data/train/54/image_05428.jpg
inflating: flower_data/train/54/image_05399.jpg
inflating: flower_data/train/54/image_05416.jpg
inflating: flower_data/train/54/image_05403.jpg
inflating: flower_data/train/54/image_05407.jpg
inflating: flower_data/train/54/image_05412.jpg
inflating: flower_data/train/54/image_05404.jpg
inflating: flower_data/train/54/image_05410.jpg
inflating: flower_data/train/54/image_05438.jpg
inflating: flower_data/train/54/image_05439.jpg
inflating: flower_data/train/54/image_05405.jpg
inflating: flower_data/train/54/image_05408.jpg
inflating: flower_data/train/54/image_05420.jpg
inflating: flower_data/train/54/image_05434.jpg
inflating: flower_data/train/54/image_05435.jpg
inflating: flower_data/train/54/image_05421.jpg
inflating: flower_data/train/54/image_05409.jpg
inflating: flower_data/train/54/image_05437.jpg
inflating: flower_data/train/54/image_05423.jpg
inflating: flower_data/train/54/image_05422.jpg
inflating: flower_data/train/54/image_05436.jpg
inflating: flower_data/train/54/image_05432.jpg
inflating: flower_data/train/54/image_05427.jpg
inflating: flower_data/train/54/image_05433.jpg
inflating: flower_data/train/54/image_05431.jpg
inflating: flower_data/train/54/image_05419.jpg
inflating: flower_data/train/54/image_05418.jpg
inflating: flower_data/train/54/image_05424.jpg
inflating: flower_data/train/54/image_05443.jpg
inflating: flower_data/train/54/image_05457.jpg
inflating: flower_data/train/54/image_05456.jpg
inflating: flower_data/train/54/image_05442.jpg
inflating: flower_data/train/54/image_05454.jpg
inflating: flower_data/train/54/image_05441.jpg
inflating: flower_data/train/54/image_05455.jpg
inflating: flower_data/train/54/image_05445.jpg
inflating: flower_data/train/54/image_05444.jpg
inflating: flower_data/train/54/image_05450.jpg
inflating: flower_data/train/54/image_05446.jpg
inflating: flower_data/train/54/image_05447.jpg
creating: flower_data/train/98/
inflating: flower_data/train/98/image_07799.jpg
inflating: flower_data/train/98/image_07772.jpg
inflating: flower_data/train/98/image_07821.jpg
inflating: flower_data/train/98/image_07809.jpg
inflating: flower_data/train/98/image_07808.jpg
inflating: flower_data/train/98/image_07767.jpg
inflating: flower_data/train/98/image_07773.jpg
inflating: flower_data/train/98/image_07798.jpg
inflating: flower_data/train/98/image_07759.jpg
inflating: flower_data/train/98/image_07765.jpg
inflating: flower_data/train/98/image_07771.jpg
inflating: flower_data/train/98/image_07822.jpg
inflating: flower_data/train/98/image_07823.jpg
inflating: flower_data/train/98/image_07770.jpg
inflating: flower_data/train/98/image_07760.jpg
inflating: flower_data/train/98/image_07774.jpg
inflating: flower_data/train/98/image_07826.jpg
inflating: flower_data/train/98/image_07832.jpg
inflating: flower_data/train/98/image_07775.jpg
inflating: flower_data/train/98/image_07761.jpg
inflating: flower_data/train/98/image_07788.jpg
inflating: flower_data/train/98/image_07763.jpg
inflating: flower_data/train/98/image_07818.jpg
inflating: flower_data/train/98/image_07824.jpg
inflating: flower_data/train/98/image_07830.jpg
inflating: flower_data/train/98/image_07831.jpg
inflating: flower_data/train/98/image_07825.jpg
inflating: flower_data/train/98/image_07819.jpg
inflating: flower_data/train/98/image_07762.jpg
inflating: flower_data/train/98/image_07776.jpg
inflating: flower_data/train/98/image_07789.jpg
inflating: flower_data/train/98/image_07790.jpg
inflating: flower_data/train/98/image_07784.jpg
inflating: flower_data/train/98/image_07800.jpg
inflating: flower_data/train/98/image_07814.jpg
inflating: flower_data/train/98/image_07828.jpg
inflating: flower_data/train/98/image_07829.jpg
inflating: flower_data/train/98/image_07815.jpg
inflating: flower_data/train/98/image_07801.jpg
inflating: flower_data/train/98/image_07752.jpg
inflating: flower_data/train/98/image_07785.jpg
inflating: flower_data/train/98/image_07791.jpg
inflating: flower_data/train/98/image_07793.jpg
inflating: flower_data/train/98/image_07817.jpg
inflating: flower_data/train/98/image_07803.jpg
inflating: flower_data/train/98/image_07802.jpg
inflating: flower_data/train/98/image_07816.jpg
inflating: flower_data/train/98/image_07751.jpg
inflating: flower_data/train/98/image_07779.jpg
inflating: flower_data/train/98/image_07786.jpg
inflating: flower_data/train/98/image_07782.jpg
inflating: flower_data/train/98/image_07755.jpg
inflating: flower_data/train/98/image_07812.jpg
inflating: flower_data/train/98/image_07806.jpg
inflating: flower_data/train/98/image_07807.jpg
inflating: flower_data/train/98/image_07813.jpg
inflating: flower_data/train/98/image_07768.jpg
inflating: flower_data/train/98/image_07754.jpg
inflating: flower_data/train/98/image_07797.jpg
inflating: flower_data/train/98/image_07783.jpg
inflating: flower_data/train/98/image_07795.jpg
inflating: flower_data/train/98/image_07781.jpg
inflating: flower_data/train/98/image_07756.jpg
inflating: flower_data/train/98/image_07805.jpg
inflating: flower_data/train/98/image_07811.jpg
inflating: flower_data/train/98/image_07804.jpg
inflating: flower_data/train/98/image_07780.jpg
inflating: flower_data/train/98/image_07794.jpg
creating: flower_data/train/53/
inflating: flower_data/train/53/image_03716.jpg
inflating: flower_data/train/53/image_03676.jpg
inflating: flower_data/train/53/image_03663.jpg
inflating: flower_data/train/53/image_03688.jpg
inflating: flower_data/train/53/image_03703.jpg
inflating: flower_data/train/53/image_03729.jpg
inflating: flower_data/train/53/image_03701.jpg
inflating: flower_data/train/53/image_03715.jpg
inflating: flower_data/train/53/image_03675.jpg
inflating: flower_data/train/53/image_03661.jpg
inflating: flower_data/train/53/image_03660.jpg
inflating: flower_data/train/53/image_03674.jpg
inflating: flower_data/train/53/image_03648.jpg
inflating: flower_data/train/53/image_03700.jpg
inflating: flower_data/train/53/image_03728.jpg
inflating: flower_data/train/53/image_03704.jpg
inflating: flower_data/train/53/image_03710.jpg
inflating: flower_data/train/53/image_03664.jpg
inflating: flower_data/train/53/image_03658.jpg
inflating: flower_data/train/53/image_03659.jpg
inflating: flower_data/train/53/image_03665.jpg
inflating: flower_data/train/53/image_03671.jpg
inflating: flower_data/train/53/image_03711.jpg
inflating: flower_data/train/53/image_03705.jpg
inflating: flower_data/train/53/image_03713.jpg
inflating: flower_data/train/53/image_03707.jpg
inflating: flower_data/train/53/image_03698.jpg
inflating: flower_data/train/53/image_03673.jpg
inflating: flower_data/train/53/image_03666.jpg
inflating: flower_data/train/53/image_03699.jpg
inflating: flower_data/train/53/image_03706.jpg
inflating: flower_data/train/53/image_03723.jpg
inflating: flower_data/train/53/image_03680.jpg
inflating: flower_data/train/53/image_03694.jpg
inflating: flower_data/train/53/image_03643.jpg
inflating: flower_data/train/53/image_03657.jpg
inflating: flower_data/train/53/image_03642.jpg
inflating: flower_data/train/53/image_03695.jpg
inflating: flower_data/train/53/image_03681.jpg
inflating: flower_data/train/53/image_03722.jpg
inflating: flower_data/train/53/image_03708.jpg
inflating: flower_data/train/53/image_03720.jpg
inflating: flower_data/train/53/image_03697.jpg
inflating: flower_data/train/53/image_03683.jpg
inflating: flower_data/train/53/image_03641.jpg
inflating: flower_data/train/53/image_03682.jpg
inflating: flower_data/train/53/image_03696.jpg
inflating: flower_data/train/53/image_03721.jpg
inflating: flower_data/train/53/image_03709.jpg
inflating: flower_data/train/53/image_03725.jpg
inflating: flower_data/train/53/image_03731.jpg
inflating: flower_data/train/53/image_03719.jpg
inflating: flower_data/train/53/image_03692.jpg
inflating: flower_data/train/53/image_03686.jpg
inflating: flower_data/train/53/image_03651.jpg
inflating: flower_data/train/53/image_03679.jpg
inflating: flower_data/train/53/image_03678.jpg
inflating: flower_data/train/53/image_03644.jpg
inflating: flower_data/train/53/image_03650.jpg
inflating: flower_data/train/53/image_03687.jpg
inflating: flower_data/train/53/image_03730.jpg
inflating: flower_data/train/53/image_03732.jpg
inflating: flower_data/train/53/image_03726.jpg
inflating: flower_data/train/53/image_03685.jpg
inflating: flower_data/train/53/image_03691.jpg
inflating: flower_data/train/53/image_03646.jpg
inflating: flower_data/train/53/image_03647.jpg
inflating: flower_data/train/53/image_03690.jpg
inflating: flower_data/train/53/image_03684.jpg
inflating: flower_data/train/53/image_03727.jpg
creating: flower_data/train/30/
inflating: flower_data/train/30/image_03514.jpg
inflating: flower_data/train/30/image_03500.jpg
inflating: flower_data/train/30/image_03460.jpg
inflating: flower_data/train/30/image_03474.jpg
inflating: flower_data/train/30/image_03461.jpg
inflating: flower_data/train/30/image_03501.jpg
inflating: flower_data/train/30/image_03515.jpg
inflating: flower_data/train/30/image_03529.jpg
inflating: flower_data/train/30/image_03503.jpg
inflating: flower_data/train/30/image_03517.jpg
inflating: flower_data/train/30/image_03477.jpg
inflating: flower_data/train/30/image_03463.jpg
inflating: flower_data/train/30/image_03462.jpg
inflating: flower_data/train/30/image_03476.jpg
inflating: flower_data/train/30/image_03516.jpg
inflating: flower_data/train/30/image_03502.jpg
inflating: flower_data/train/30/image_03499.jpg
inflating: flower_data/train/30/image_03472.jpg
inflating: flower_data/train/30/image_03473.jpg
inflating: flower_data/train/30/image_03498.jpg
inflating: flower_data/train/30/image_03513.jpg
inflating: flower_data/train/30/image_03507.jpg
inflating: flower_data/train/30/image_03511.jpg
inflating: flower_data/train/30/image_03505.jpg
inflating: flower_data/train/30/image_03539.jpg
inflating: flower_data/train/30/image_03465.jpg
inflating: flower_data/train/30/image_03470.jpg
inflating: flower_data/train/30/image_03504.jpg
inflating: flower_data/train/30/image_03535.jpg
inflating: flower_data/train/30/image_03521.jpg
inflating: flower_data/train/30/image_03496.jpg
inflating: flower_data/train/30/image_03468.jpg
inflating: flower_data/train/30/image_03497.jpg
inflating: flower_data/train/30/image_03483.jpg
inflating: flower_data/train/30/image_03520.jpg
inflating: flower_data/train/30/image_03534.jpg
inflating: flower_data/train/30/image_03508.jpg
inflating: flower_data/train/30/image_03522.jpg
inflating: flower_data/train/30/image_03536.jpg
inflating: flower_data/train/30/image_03495.jpg
inflating: flower_data/train/30/image_03480.jpg
inflating: flower_data/train/30/image_03494.jpg
inflating: flower_data/train/30/image_03537.jpg
inflating: flower_data/train/30/image_03523.jpg
inflating: flower_data/train/30/image_03527.jpg
inflating: flower_data/train/30/image_03533.jpg
inflating: flower_data/train/30/image_03490.jpg
inflating: flower_data/train/30/image_03491.jpg
inflating: flower_data/train/30/image_03532.jpg
inflating: flower_data/train/30/image_03526.jpg
inflating: flower_data/train/30/image_03524.jpg
inflating: flower_data/train/30/image_03518.jpg
inflating: flower_data/train/30/image_03493.jpg
inflating: flower_data/train/30/image_03478.jpg
inflating: flower_data/train/30/image_03479.jpg
inflating: flower_data/train/30/image_03492.jpg
inflating: flower_data/train/30/image_03486.jpg
inflating: flower_data/train/30/image_03519.jpg
inflating: flower_data/train/30/image_03525.jpg
inflating: flower_data/train/30/image_03543.jpg
inflating: flower_data/train/30/image_03540.jpg
creating: flower_data/train/37/
inflating: flower_data/train/37/image_03749.jpg
inflating: flower_data/train/37/image_03775.jpg
inflating: flower_data/train/37/image_03761.jpg
inflating: flower_data/train/37/image_03826.jpg
inflating: flower_data/train/37/image_03827.jpg
inflating: flower_data/train/37/image_03760.jpg
inflating: flower_data/train/37/image_03774.jpg
inflating: flower_data/train/37/image_03748.jpg
inflating: flower_data/train/37/image_07289.jpg
inflating: flower_data/train/37/image_03762.jpg
inflating: flower_data/train/37/image_03776.jpg
inflating: flower_data/train/37/image_03825.jpg
inflating: flower_data/train/37/image_03819.jpg
inflating: flower_data/train/37/image_03818.jpg
inflating: flower_data/train/37/image_03824.jpg
inflating: flower_data/train/37/image_03777.jpg
inflating: flower_data/train/37/image_03763.jpg
inflating: flower_data/train/37/image_07288.jpg
inflating: flower_data/train/37/image_03788.jpg
inflating: flower_data/train/37/image_07298.jpg
inflating: flower_data/train/37/image_03798.jpg
inflating: flower_data/train/37/image_03767.jpg
inflating: flower_data/train/37/image_03773.jpg
inflating: flower_data/train/37/image_03808.jpg
inflating: flower_data/train/37/image_03809.jpg
inflating: flower_data/train/37/image_03772.jpg
inflating: flower_data/train/37/image_03766.jpg
inflating: flower_data/train/37/image_03799.jpg
inflating: flower_data/train/37/image_03770.jpg
inflating: flower_data/train/37/image_03764.jpg
inflating: flower_data/train/37/image_03758.jpg
inflating: flower_data/train/37/image_03823.jpg
inflating: flower_data/train/37/image_03759.jpg
inflating: flower_data/train/37/image_03771.jpg
inflating: flower_data/train/37/image_03738.jpg
inflating: flower_data/train/37/image_03739.jpg
inflating: flower_data/train/37/image_03737.jpg
inflating: flower_data/train/37/image_03736.jpg
inflating: flower_data/train/37/image_03735.jpg
inflating: flower_data/train/37/image_03797.jpg
inflating: flower_data/train/37/image_07297.jpg
inflating: flower_data/train/37/image_03754.jpg
inflating: flower_data/train/37/image_03740.jpg
inflating: flower_data/train/37/image_03812.jpg
inflating: flower_data/train/37/image_03806.jpg
inflating: flower_data/train/37/image_03755.jpg
inflating: flower_data/train/37/image_03769.jpg
inflating: flower_data/train/37/image_03782.jpg
inflating: flower_data/train/37/image_03796.jpg
inflating: flower_data/train/37/image_07296.jpg
inflating: flower_data/train/37/image_03780.jpg
inflating: flower_data/train/37/image_07294.jpg
inflating: flower_data/train/37/image_03794.jpg
inflating: flower_data/train/37/image_03743.jpg
inflating: flower_data/train/37/image_03757.jpg
inflating: flower_data/train/37/image_03804.jpg
inflating: flower_data/train/37/image_03805.jpg
inflating: flower_data/train/37/image_03742.jpg
inflating: flower_data/train/37/image_07295.jpg
inflating: flower_data/train/37/image_03795.jpg
inflating: flower_data/train/37/image_03781.jpg
inflating: flower_data/train/37/image_07285.jpg
inflating: flower_data/train/37/image_03791.jpg
inflating: flower_data/train/37/image_07291.jpg
inflating: flower_data/train/37/image_03746.jpg
inflating: flower_data/train/37/image_03752.jpg
inflating: flower_data/train/37/image_03801.jpg
inflating: flower_data/train/37/image_03800.jpg
inflating: flower_data/train/37/image_03814.jpg
inflating: flower_data/train/37/image_03753.jpg
inflating: flower_data/train/37/image_03747.jpg
inflating: flower_data/train/37/image_03790.jpg
inflating: flower_data/train/37/image_07290.jpg
inflating: flower_data/train/37/image_03784.jpg
inflating: flower_data/train/37/image_07292.jpg
inflating: flower_data/train/37/image_03792.jpg
inflating: flower_data/train/37/image_03786.jpg
inflating: flower_data/train/37/image_07286.jpg
inflating: flower_data/train/37/image_03751.jpg
inflating: flower_data/train/37/image_03745.jpg
inflating: flower_data/train/37/image_03779.jpg
inflating: flower_data/train/37/image_03802.jpg
inflating: flower_data/train/37/image_03816.jpg
inflating: flower_data/train/37/image_03817.jpg
inflating: flower_data/train/37/image_03803.jpg
inflating: flower_data/train/37/image_03778.jpg
inflating: flower_data/train/37/image_03744.jpg
inflating: flower_data/train/37/image_03750.jpg
inflating: flower_data/train/37/image_03787.jpg
inflating: flower_data/train/37/image_07287.jpg
inflating: flower_data/train/37/image_07293.jpg
inflating: flower_data/train/37/image_03793.jpg
creating: flower_data/train/39/
inflating: flower_data/train/39/image_07028.jpg
inflating: flower_data/train/39/image_07014.jpg
inflating: flower_data/train/39/image_07015.jpg
inflating: flower_data/train/39/image_07029.jpg
inflating: flower_data/train/39/image_07017.jpg
inflating: flower_data/train/39/image_07012.jpg
inflating: flower_data/train/39/image_08080.jpg
inflating: flower_data/train/39/image_08081.jpg
inflating: flower_data/train/39/image_07007.jpg
inflating: flower_data/train/39/image_07011.jpg
inflating: flower_data/train/39/image_07038.jpg
inflating: flower_data/train/39/image_07009.jpg
inflating: flower_data/train/39/image_07021.jpg
inflating: flower_data/train/39/image_07020.jpg
inflating: flower_data/train/39/image_07034.jpg
inflating: flower_data/train/39/image_07008.jpg
inflating: flower_data/train/39/image_07022.jpg
inflating: flower_data/train/39/image_07037.jpg
inflating: flower_data/train/39/image_07023.jpg
inflating: flower_data/train/39/image_07027.jpg
inflating: flower_data/train/39/image_07033.jpg
inflating: flower_data/train/39/image_07032.jpg
inflating: flower_data/train/39/image_07026.jpg
inflating: flower_data/train/39/image_07030.jpg
inflating: flower_data/train/39/image_07024.jpg
inflating: flower_data/train/39/image_07019.jpg
inflating: flower_data/train/39/image_07025.jpg
inflating: flower_data/train/39/image_07031.jpg
inflating: flower_data/train/39/image_07042.jpg
inflating: flower_data/train/39/image_07041.jpg
inflating: flower_data/train/39/image_07040.jpg
inflating: flower_data/train/39/image_07044.jpg
inflating: flower_data/train/39/image_07045.jpg
creating: flower_data/train/99/
inflating: flower_data/train/99/image_07842.jpg
inflating: flower_data/train/99/image_07856.jpg
inflating: flower_data/train/99/image_07881.jpg
inflating: flower_data/train/99/image_07880.jpg
inflating: flower_data/train/99/image_07843.jpg
inflating: flower_data/train/99/image_07855.jpg
inflating: flower_data/train/99/image_07841.jpg
inflating: flower_data/train/99/image_07882.jpg
inflating: flower_data/train/99/image_07883.jpg
inflating: flower_data/train/99/image_07868.jpg
inflating: flower_data/train/99/image_07878.jpg
inflating: flower_data/train/99/image_07850.jpg
inflating: flower_data/train/99/image_07844.jpg
inflating: flower_data/train/99/image_07887.jpg
inflating: flower_data/train/99/image_07886.jpg
inflating: flower_data/train/99/image_07892.jpg
inflating: flower_data/train/99/image_07845.jpg
inflating: flower_data/train/99/image_07851.jpg
inflating: flower_data/train/99/image_07879.jpg
inflating: flower_data/train/99/image_07847.jpg
inflating: flower_data/train/99/image_07853.jpg
inflating: flower_data/train/99/image_07884.jpg
inflating: flower_data/train/99/image_07890.jpg
inflating: flower_data/train/99/image_07891.jpg
inflating: flower_data/train/99/image_07885.jpg
inflating: flower_data/train/99/image_07852.jpg
inflating: flower_data/train/99/image_07846.jpg
inflating: flower_data/train/99/image_07835.jpg
inflating: flower_data/train/99/image_07834.jpg
inflating: flower_data/train/99/image_07836.jpg
inflating: flower_data/train/99/image_07837.jpg
inflating: flower_data/train/99/image_08064.jpg
inflating: flower_data/train/99/image_08062.jpg
inflating: flower_data/train/99/image_07839.jpg
inflating: flower_data/train/99/image_07863.jpg
inflating: flower_data/train/99/image_07877.jpg
inflating: flower_data/train/99/image_07888.jpg
inflating: flower_data/train/99/image_07889.jpg
inflating: flower_data/train/99/image_07876.jpg
inflating: flower_data/train/99/image_07848.jpg
inflating: flower_data/train/99/image_07849.jpg
inflating: flower_data/train/99/image_07861.jpg
inflating: flower_data/train/99/image_07859.jpg
inflating: flower_data/train/99/image_07865.jpg
inflating: flower_data/train/99/image_07864.jpg
inflating: flower_data/train/99/image_07870.jpg
inflating: flower_data/train/99/image_07858.jpg
inflating: flower_data/train/99/image_07866.jpg
inflating: flower_data/train/99/image_07872.jpg
inflating: flower_data/train/99/image_07867.jpg
creating: flower_data/train/52/
inflating: flower_data/train/52/image_04224.jpg
inflating: flower_data/train/52/image_04230.jpg
inflating: flower_data/train/52/image_04218.jpg
inflating: flower_data/train/52/image_04185.jpg
inflating: flower_data/train/52/image_04184.jpg
inflating: flower_data/train/52/image_04190.jpg
inflating: flower_data/train/52/image_04219.jpg
inflating: flower_data/train/52/image_04231.jpg
inflating: flower_data/train/52/image_04233.jpg
inflating: flower_data/train/52/image_04227.jpg
inflating: flower_data/train/52/image_04186.jpg
inflating: flower_data/train/52/image_04192.jpg
inflating: flower_data/train/52/image_04179.jpg
inflating: flower_data/train/52/image_04178.jpg
inflating: flower_data/train/52/image_04193.jpg
inflating: flower_data/train/52/image_04187.jpg
inflating: flower_data/train/52/image_04226.jpg
inflating: flower_data/train/52/image_04232.jpg
inflating: flower_data/train/52/image_04236.jpg
inflating: flower_data/train/52/image_04222.jpg
inflating: flower_data/train/52/image_04183.jpg
inflating: flower_data/train/52/image_04197.jpg
inflating: flower_data/train/52/image_04196.jpg
inflating: flower_data/train/52/image_04223.jpg
inflating: flower_data/train/52/image_04237.jpg
inflating: flower_data/train/52/image_04209.jpg
inflating: flower_data/train/52/image_04194.jpg
inflating: flower_data/train/52/image_04180.jpg
inflating: flower_data/train/52/image_04195.jpg
inflating: flower_data/train/52/image_04234.jpg
inflating: flower_data/train/52/image_04220.jpg
inflating: flower_data/train/52/image_04208.jpg
inflating: flower_data/train/52/image_04241.jpg
inflating: flower_data/train/52/image_04242.jpg
inflating: flower_data/train/52/image_04243.jpg
inflating: flower_data/train/52/image_04205.jpg
inflating: flower_data/train/52/image_04211.jpg
inflating: flower_data/train/52/image_04239.jpg
inflating: flower_data/train/52/image_04198.jpg
inflating: flower_data/train/52/image_04166.jpg
inflating: flower_data/train/52/image_04199.jpg
inflating: flower_data/train/52/image_04210.jpg
inflating: flower_data/train/52/image_04204.jpg
inflating: flower_data/train/52/image_04212.jpg
inflating: flower_data/train/52/image_04206.jpg
inflating: flower_data/train/52/image_04164.jpg
inflating: flower_data/train/52/image_04170.jpg
inflating: flower_data/train/52/image_04159.jpg
inflating: flower_data/train/52/image_04171.jpg
inflating: flower_data/train/52/image_04165.jpg
inflating: flower_data/train/52/image_04213.jpg
inflating: flower_data/train/52/image_04217.jpg
inflating: flower_data/train/52/image_04203.jpg
inflating: flower_data/train/52/image_04161.jpg
inflating: flower_data/train/52/image_04175.jpg
inflating: flower_data/train/52/image_04174.jpg
inflating: flower_data/train/52/image_04202.jpg
inflating: flower_data/train/52/image_04216.jpg
inflating: flower_data/train/52/image_04228.jpg
inflating: flower_data/train/52/image_04214.jpg
inflating: flower_data/train/52/image_04189.jpg
inflating: flower_data/train/52/image_04176.jpg
inflating: flower_data/train/52/image_04162.jpg
inflating: flower_data/train/52/image_04177.jpg
inflating: flower_data/train/52/image_04188.jpg
inflating: flower_data/train/52/image_04201.jpg
inflating: flower_data/train/52/image_04229.jpg
creating: flower_data/train/101/
inflating: flower_data/train/101/image_07955.jpg
inflating: flower_data/train/101/image_07969.jpg
inflating: flower_data/train/101/image_07996.jpg
inflating: flower_data/train/101/image_07982.jpg
inflating: flower_data/train/101/image_07997.jpg
inflating: flower_data/train/101/image_07968.jpg
inflating: flower_data/train/101/image_07954.jpg
inflating: flower_data/train/101/image_07942.jpg
inflating: flower_data/train/101/image_07956.jpg
inflating: flower_data/train/101/image_07981.jpg
inflating: flower_data/train/101/image_07995.jpg
inflating: flower_data/train/101/image_07994.jpg
inflating: flower_data/train/101/image_07980.jpg
inflating: flower_data/train/101/image_07957.jpg
inflating: flower_data/train/101/image_07943.jpg
inflating: flower_data/train/101/image_07947.jpg
inflating: flower_data/train/101/image_07953.jpg
inflating: flower_data/train/101/image_07984.jpg
inflating: flower_data/train/101/image_07990.jpg
inflating: flower_data/train/101/image_07991.jpg
inflating: flower_data/train/101/image_07946.jpg
inflating: flower_data/train/101/image_07978.jpg
inflating: flower_data/train/101/image_07950.jpg
inflating: flower_data/train/101/image_07944.jpg
inflating: flower_data/train/101/image_07993.jpg
inflating: flower_data/train/101/image_07987.jpg
inflating: flower_data/train/101/image_07986.jpg
inflating: flower_data/train/101/image_07992.jpg
inflating: flower_data/train/101/image_07945.jpg
inflating: flower_data/train/101/image_07979.jpg
inflating: flower_data/train/101/image_07974.jpg
inflating: flower_data/train/101/image_07960.jpg
inflating: flower_data/train/101/image_07948.jpg
inflating: flower_data/train/101/image_07961.jpg
inflating: flower_data/train/101/image_07975.jpg
inflating: flower_data/train/101/image_07977.jpg
inflating: flower_data/train/101/image_07989.jpg
inflating: flower_data/train/101/image_07976.jpg
inflating: flower_data/train/101/image_07966.jpg
inflating: flower_data/train/101/image_07972.jpg
inflating: flower_data/train/101/image_07999.jpg
inflating: flower_data/train/101/image_07998.jpg
inflating: flower_data/train/101/image_07973.jpg
inflating: flower_data/train/101/image_07967.jpg
inflating: flower_data/train/101/image_07959.jpg
inflating: flower_data/train/101/image_07971.jpg
inflating: flower_data/train/101/image_07965.jpg
inflating: flower_data/train/101/image_07964.jpg
inflating: flower_data/train/101/image_07958.jpg
creating: flower_data/train/55/
inflating: flower_data/train/55/image_04754.jpg
inflating: flower_data/train/55/image_04755.jpg
inflating: flower_data/train/55/image_04741.jpg
inflating: flower_data/train/55/image_04757.jpg
inflating: flower_data/train/55/image_04743.jpg
inflating: flower_data/train/55/image_04756.jpg
inflating: flower_data/train/55/image_04752.jpg
inflating: flower_data/train/55/image_04746.jpg
inflating: flower_data/train/55/image_04745.jpg
inflating: flower_data/train/55/image_04751.jpg
inflating: flower_data/train/55/image_04750.jpg
inflating: flower_data/train/55/image_04744.jpg
inflating: flower_data/train/55/image_04723.jpg
inflating: flower_data/train/55/image_04737.jpg
inflating: flower_data/train/55/image_04736.jpg
inflating: flower_data/train/55/image_04708.jpg
inflating: flower_data/train/55/image_04697.jpg
inflating: flower_data/train/55/image_04709.jpg
inflating: flower_data/train/55/image_04721.jpg
inflating: flower_data/train/55/image_04735.jpg
inflating: flower_data/train/55/image_04719.jpg
inflating: flower_data/train/55/image_04725.jpg
inflating: flower_data/train/55/image_04724.jpg
inflating: flower_data/train/55/image_04730.jpg
inflating: flower_data/train/55/image_04718.jpg
inflating: flower_data/train/55/image_04726.jpg
inflating: flower_data/train/55/image_04732.jpg
inflating: flower_data/train/55/image_04727.jpg
inflating: flower_data/train/55/image_04716.jpg
inflating: flower_data/train/55/image_04717.jpg
inflating: flower_data/train/55/image_04703.jpg
inflating: flower_data/train/55/image_04715.jpg
inflating: flower_data/train/55/image_04729.jpg
inflating: flower_data/train/55/image_04728.jpg
inflating: flower_data/train/55/image_04700.jpg
inflating: flower_data/train/55/image_04714.jpg
inflating: flower_data/train/55/image_04738.jpg
inflating: flower_data/train/55/image_04710.jpg
inflating: flower_data/train/55/image_04704.jpg
inflating: flower_data/train/55/image_04705.jpg
inflating: flower_data/train/55/image_04711.jpg
inflating: flower_data/train/55/image_04713.jpg
inflating: flower_data/train/55/image_04698.jpg
inflating: flower_data/train/55/image_04699.jpg
inflating: flower_data/train/55/image_04712.jpg
inflating: flower_data/train/55/image_04706.jpg
inflating: flower_data/train/55/image_04761.jpg
inflating: flower_data/train/55/image_04749.jpg
inflating: flower_data/train/55/image_04748.jpg
inflating: flower_data/train/55/image_04762.jpg
inflating: flower_data/train/55/image_04763.jpg
inflating: flower_data/train/55/image_04766.jpg
inflating: flower_data/train/55/image_04758.jpg
inflating: flower_data/train/55/image_04764.jpg
inflating: flower_data/train/55/image_04765.jpg
inflating: flower_data/train/55/image_04759.jpg
creating: flower_data/train/97/
inflating: flower_data/train/97/image_07711.jpg
inflating: flower_data/train/97/image_07705.jpg
inflating: flower_data/train/97/image_07704.jpg
inflating: flower_data/train/97/image_07710.jpg
inflating: flower_data/train/97/image_07738.jpg
inflating: flower_data/train/97/image_07706.jpg
inflating: flower_data/train/97/image_07712.jpg
inflating: flower_data/train/97/image_07698.jpg
inflating: flower_data/train/97/image_07713.jpg
inflating: flower_data/train/97/image_07707.jpg
inflating: flower_data/train/97/image_07703.jpg
inflating: flower_data/train/97/image_07717.jpg
inflating: flower_data/train/97/image_07688.jpg
inflating: flower_data/train/97/image_07689.jpg
inflating: flower_data/train/97/image_07716.jpg
inflating: flower_data/train/97/image_07702.jpg
inflating: flower_data/train/97/image_07714.jpg
inflating: flower_data/train/97/image_07700.jpg
inflating: flower_data/train/97/image_07728.jpg
inflating: flower_data/train/97/image_07729.jpg
inflating: flower_data/train/97/image_07701.jpg
inflating: flower_data/train/97/image_07715.jpg
inflating: flower_data/train/97/image_07748.jpg
inflating: flower_data/train/97/image_07749.jpg
inflating: flower_data/train/97/image_07747.jpg
inflating: flower_data/train/97/image_07746.jpg
inflating: flower_data/train/97/image_07744.jpg
inflating: flower_data/train/97/image_07750.jpg
inflating: flower_data/train/97/image_07741.jpg
inflating: flower_data/train/97/image_07740.jpg
inflating: flower_data/train/97/image_07742.jpg
inflating: flower_data/train/97/image_07743.jpg
inflating: flower_data/train/97/image_07730.jpg
inflating: flower_data/train/97/image_07724.jpg
inflating: flower_data/train/97/image_07687.jpg
inflating: flower_data/train/97/image_07693.jpg
inflating: flower_data/train/97/image_07692.jpg
inflating: flower_data/train/97/image_07686.jpg
inflating: flower_data/train/97/image_07725.jpg
inflating: flower_data/train/97/image_07731.jpg
inflating: flower_data/train/97/image_07733.jpg
inflating: flower_data/train/97/image_07690.jpg
inflating: flower_data/train/97/image_07685.jpg
inflating: flower_data/train/97/image_07691.jpg
inflating: flower_data/train/97/image_07732.jpg
inflating: flower_data/train/97/image_07726.jpg
inflating: flower_data/train/97/image_07722.jpg
inflating: flower_data/train/97/image_07736.jpg
inflating: flower_data/train/97/image_07695.jpg
inflating: flower_data/train/97/image_07694.jpg
inflating: flower_data/train/97/image_07735.jpg
inflating: flower_data/train/97/image_07721.jpg
inflating: flower_data/train/97/image_07720.jpg
inflating: flower_data/train/97/image_07734.jpg
creating: flower_data/train/63/
inflating: flower_data/train/63/image_05884.jpg
inflating: flower_data/train/63/image_05891.jpg
inflating: flower_data/train/63/image_05885.jpg
inflating: flower_data/train/63/image_05852.jpg
inflating: flower_data/train/63/image_05850.jpg
inflating: flower_data/train/63/image_05893.jpg
inflating: flower_data/train/63/image_05887.jpg
inflating: flower_data/train/63/image_05886.jpg
inflating: flower_data/train/63/image_05892.jpg
inflating: flower_data/train/63/image_05879.jpg
inflating: flower_data/train/63/image_05851.jpg
inflating: flower_data/train/63/image_05869.jpg
inflating: flower_data/train/63/image_05855.jpg
inflating: flower_data/train/63/image_05896.jpg
inflating: flower_data/train/63/image_05883.jpg
inflating: flower_data/train/63/image_05897.jpg
inflating: flower_data/train/63/image_05854.jpg
inflating: flower_data/train/63/image_05868.jpg
inflating: flower_data/train/63/image_05856.jpg
inflating: flower_data/train/63/image_05881.jpg
inflating: flower_data/train/63/image_05895.jpg
inflating: flower_data/train/63/image_05880.jpg
inflating: flower_data/train/63/image_05866.jpg
inflating: flower_data/train/63/image_05872.jpg
inflating: flower_data/train/63/image_05899.jpg
inflating: flower_data/train/63/image_05873.jpg
inflating: flower_data/train/63/image_05865.jpg
inflating: flower_data/train/63/image_05859.jpg
inflating: flower_data/train/63/image_05858.jpg
inflating: flower_data/train/63/image_05864.jpg
inflating: flower_data/train/63/image_05870.jpg
inflating: flower_data/train/63/image_05874.jpg
inflating: flower_data/train/63/image_05860.jpg
inflating: flower_data/train/63/image_05900.jpg
inflating: flower_data/train/63/image_05901.jpg
inflating: flower_data/train/63/image_05849.jpg
inflating: flower_data/train/63/image_05863.jpg
inflating: flower_data/train/63/image_05877.jpg
inflating: flower_data/train/63/image_05888.jpg
inflating: flower_data/train/63/image_05902.jpg
inflating: flower_data/train/63/image_05889.jpg
inflating: flower_data/train/63/image_05862.jpg
creating: flower_data/train/64/
inflating: flower_data/train/64/image_06143.jpg
inflating: flower_data/train/64/image_06142.jpg
inflating: flower_data/train/64/image_06140.jpg
inflating: flower_data/train/64/image_06145.jpg
inflating: flower_data/train/64/image_06144.jpg
inflating: flower_data/train/64/image_06146.jpg
inflating: flower_data/train/64/image_06147.jpg
inflating: flower_data/train/64/image_06120.jpg
inflating: flower_data/train/64/image_06108.jpg
inflating: flower_data/train/64/image_06097.jpg
inflating: flower_data/train/64/image_06109.jpg
inflating: flower_data/train/64/image_06121.jpg
inflating: flower_data/train/64/image_06135.jpg
inflating: flower_data/train/64/image_06137.jpg
inflating: flower_data/train/64/image_06136.jpg
inflating: flower_data/train/64/image_06122.jpg
inflating: flower_data/train/64/image_06132.jpg
inflating: flower_data/train/64/image_06133.jpg
inflating: flower_data/train/64/image_06127.jpg
inflating: flower_data/train/64/image_06119.jpg
inflating: flower_data/train/64/image_06131.jpg
inflating: flower_data/train/64/image_06125.jpg
inflating: flower_data/train/64/image_06124.jpg
inflating: flower_data/train/64/image_06118.jpg
inflating: flower_data/train/64/image_06115.jpg
inflating: flower_data/train/64/image_06101.jpg
inflating: flower_data/train/64/image_06128.jpg
inflating: flower_data/train/64/image_06100.jpg
inflating: flower_data/train/64/image_06114.jpg
inflating: flower_data/train/64/image_06102.jpg
inflating: flower_data/train/64/image_06116.jpg
inflating: flower_data/train/64/image_06117.jpg
inflating: flower_data/train/64/image_06103.jpg
inflating: flower_data/train/64/image_06107.jpg
inflating: flower_data/train/64/image_06113.jpg
inflating: flower_data/train/64/image_06112.jpg
inflating: flower_data/train/64/image_06106.jpg
inflating: flower_data/train/64/image_06110.jpg
inflating: flower_data/train/64/image_06105.jpg
inflating: flower_data/train/64/image_06111.jpg
inflating: flower_data/train/64/image_06139.jpg
inflating: flower_data/train/64/image_06148.jpg
creating: flower_data/train/90/
inflating: flower_data/train/90/image_04436.jpg
inflating: flower_data/train/90/image_04422.jpg
inflating: flower_data/train/90/image_04423.jpg
inflating: flower_data/train/90/image_04437.jpg
inflating: flower_data/train/90/image_07300.jpg
inflating: flower_data/train/90/image_04421.jpg
inflating: flower_data/train/90/image_04435.jpg
inflating: flower_data/train/90/image_04409.jpg
inflating: flower_data/train/90/image_04408.jpg
inflating: flower_data/train/90/image_04434.jpg
inflating: flower_data/train/90/image_04418.jpg
inflating: flower_data/train/90/image_04424.jpg
inflating: flower_data/train/90/image_04425.jpg
inflating: flower_data/train/90/image_04419.jpg
inflating: flower_data/train/90/image_07299.jpg
inflating: flower_data/train/90/image_04433.jpg
inflating: flower_data/train/90/image_04427.jpg
inflating: flower_data/train/90/image_04455.jpg
inflating: flower_data/train/90/image_04441.jpg
inflating: flower_data/train/90/image_04440.jpg
inflating: flower_data/train/90/image_04454.jpg
inflating: flower_data/train/90/image_04442.jpg
inflating: flower_data/train/90/image_04456.jpg
inflating: flower_data/train/90/image_04457.jpg
inflating: flower_data/train/90/image_04443.jpg
inflating: flower_data/train/90/image_04480.jpg
inflating: flower_data/train/90/image_04447.jpg
inflating: flower_data/train/90/image_04453.jpg
inflating: flower_data/train/90/image_04452.jpg
inflating: flower_data/train/90/image_04446.jpg
inflating: flower_data/train/90/image_04478.jpg
inflating: flower_data/train/90/image_04450.jpg
inflating: flower_data/train/90/image_04444.jpg
inflating: flower_data/train/90/image_04445.jpg
inflating: flower_data/train/90/image_04451.jpg
inflating: flower_data/train/90/image_04479.jpg
inflating: flower_data/train/90/image_04474.jpg
inflating: flower_data/train/90/image_04460.jpg
inflating: flower_data/train/90/image_04448.jpg
inflating: flower_data/train/90/image_04449.jpg
inflating: flower_data/train/90/image_04461.jpg
inflating: flower_data/train/90/image_04475.jpg
inflating: flower_data/train/90/image_04463.jpg
inflating: flower_data/train/90/image_04477.jpg
inflating: flower_data/train/90/image_04476.jpg
inflating: flower_data/train/90/image_04462.jpg
inflating: flower_data/train/90/image_04466.jpg
inflating: flower_data/train/90/image_04472.jpg
inflating: flower_data/train/90/image_04467.jpg
inflating: flower_data/train/90/image_04471.jpg
inflating: flower_data/train/90/image_04465.jpg
inflating: flower_data/train/90/image_04464.jpg
inflating: flower_data/train/90/image_04470.jpg
inflating: flower_data/train/90/image_04416.jpg
inflating: flower_data/train/90/image_04414.jpg
inflating: flower_data/train/90/image_04429.jpg
inflating: flower_data/train/90/image_04415.jpg
inflating: flower_data/train/90/image_04401.jpg
inflating: flower_data/train/90/image_04439.jpg
inflating: flower_data/train/90/image_04411.jpg
inflating: flower_data/train/90/image_04410.jpg
inflating: flower_data/train/90/image_04404.jpg
inflating: flower_data/train/90/image_04438.jpg
inflating: flower_data/train/90/image_04412.jpg
inflating: flower_data/train/90/image_04406.jpg
inflating: flower_data/train/90/image_04413.jpg
creating: flower_data/train/46/
inflating: flower_data/train/46/image_01016.jpg
inflating: flower_data/train/46/image_01002.jpg
inflating: flower_data/train/46/image_01017.jpg
inflating: flower_data/train/46/image_01001.jpg
inflating: flower_data/train/46/image_01015.jpg
inflating: flower_data/train/46/image_01014.jpg
inflating: flower_data/train/46/image_01000.jpg
inflating: flower_data/train/46/image_01028.jpg
inflating: flower_data/train/46/image_01004.jpg
inflating: flower_data/train/46/image_01010.jpg
inflating: flower_data/train/46/image_01039.jpg
inflating: flower_data/train/46/image_01011.jpg
inflating: flower_data/train/46/image_01005.jpg
inflating: flower_data/train/46/image_01013.jpg
inflating: flower_data/train/46/image_01007.jpg
inflating: flower_data/train/46/image_01006.jpg
inflating: flower_data/train/46/image_01012.jpg
inflating: flower_data/train/46/image_00948.jpg
inflating: flower_data/train/46/image_00960.jpg
inflating: flower_data/train/46/image_00974.jpg
inflating: flower_data/train/46/image_01101.jpg
inflating: flower_data/train/46/image_01049.jpg
inflating: flower_data/train/46/image_01075.jpg
inflating: flower_data/train/46/image_01060.jpg
inflating: flower_data/train/46/image_01074.jpg
inflating: flower_data/train/46/image_01048.jpg
inflating: flower_data/train/46/image_01114.jpg
inflating: flower_data/train/46/image_01128.jpg
inflating: flower_data/train/46/image_00975.jpg
inflating: flower_data/train/46/image_00963.jpg
inflating: flower_data/train/46/image_00988.jpg
inflating: flower_data/train/46/image_01116.jpg
inflating: flower_data/train/46/image_01102.jpg
inflating: flower_data/train/46/image_01089.jpg
inflating: flower_data/train/46/image_01062.jpg
inflating: flower_data/train/46/image_01063.jpg
inflating: flower_data/train/46/image_01088.jpg
inflating: flower_data/train/46/image_01103.jpg
inflating: flower_data/train/46/image_01117.jpg
inflating: flower_data/train/46/image_00989.jpg
inflating: flower_data/train/46/image_00962.jpg
inflating: flower_data/train/46/image_00972.jpg
inflating: flower_data/train/46/image_00966.jpg
inflating: flower_data/train/46/image_01113.jpg
inflating: flower_data/train/46/image_01107.jpg
inflating: flower_data/train/46/image_01098.jpg
inflating: flower_data/train/46/image_01067.jpg
inflating: flower_data/train/46/image_01073.jpg
inflating: flower_data/train/46/image_01072.jpg
inflating: flower_data/train/46/image_01066.jpg
inflating: flower_data/train/46/image_01099.jpg
inflating: flower_data/train/46/image_01106.jpg
inflating: flower_data/train/46/image_01112.jpg
inflating: flower_data/train/46/image_00998.jpg
inflating: flower_data/train/46/image_00967.jpg
inflating: flower_data/train/46/image_00973.jpg
inflating: flower_data/train/46/image_00965.jpg
inflating: flower_data/train/46/image_00971.jpg
inflating: flower_data/train/46/image_00959.jpg
inflating: flower_data/train/46/image_01104.jpg
inflating: flower_data/train/46/image_01110.jpg
inflating: flower_data/train/46/image_01070.jpg
inflating: flower_data/train/46/image_01064.jpg
inflating: flower_data/train/46/image_01058.jpg
inflating: flower_data/train/46/image_01059.jpg
inflating: flower_data/train/46/image_01139.jpg
inflating: flower_data/train/46/image_01111.jpg
inflating: flower_data/train/46/image_01105.jpg
inflating: flower_data/train/46/image_00964.jpg
inflating: flower_data/train/46/image_00955.jpg
inflating: flower_data/train/46/image_00982.jpg
inflating: flower_data/train/46/image_01108.jpg
inflating: flower_data/train/46/image_01120.jpg
inflating: flower_data/train/46/image_01134.jpg
inflating: flower_data/train/46/image_01097.jpg
inflating: flower_data/train/46/image_01083.jpg
inflating: flower_data/train/46/image_01068.jpg
inflating: flower_data/train/46/image_01054.jpg
inflating: flower_data/train/46/image_01041.jpg
inflating: flower_data/train/46/image_01055.jpg
inflating: flower_data/train/46/image_01069.jpg
inflating: flower_data/train/46/image_01082.jpg
inflating: flower_data/train/46/image_01096.jpg
inflating: flower_data/train/46/image_01135.jpg
inflating: flower_data/train/46/image_01121.jpg
inflating: flower_data/train/46/image_00997.jpg
inflating: flower_data/train/46/image_00954.jpg
inflating: flower_data/train/46/image_00968.jpg
inflating: flower_data/train/46/image_00956.jpg
inflating: flower_data/train/46/image_00995.jpg
inflating: flower_data/train/46/image_00981.jpg
inflating: flower_data/train/46/image_01137.jpg
inflating: flower_data/train/46/image_01123.jpg
inflating: flower_data/train/46/image_01080.jpg
inflating: flower_data/train/46/image_01094.jpg
inflating: flower_data/train/46/image_01043.jpg
inflating: flower_data/train/46/image_01057.jpg
inflating: flower_data/train/46/image_01056.jpg
inflating: flower_data/train/46/image_01042.jpg
inflating: flower_data/train/46/image_01081.jpg
inflating: flower_data/train/46/image_01122.jpg
inflating: flower_data/train/46/image_01136.jpg
inflating: flower_data/train/46/image_00980.jpg
inflating: flower_data/train/46/image_00994.jpg
inflating: flower_data/train/46/image_00957.jpg
inflating: flower_data/train/46/image_00953.jpg
inflating: flower_data/train/46/image_00947.jpg
inflating: flower_data/train/46/image_00984.jpg
inflating: flower_data/train/46/image_01126.jpg
inflating: flower_data/train/46/image_01085.jpg
inflating: flower_data/train/46/image_01091.jpg
inflating: flower_data/train/46/image_01046.jpg
inflating: flower_data/train/46/image_01052.jpg
inflating: flower_data/train/46/image_01053.jpg
inflating: flower_data/train/46/image_01084.jpg
inflating: flower_data/train/46/image_01127.jpg
inflating: flower_data/train/46/image_01133.jpg
inflating: flower_data/train/46/image_00985.jpg
inflating: flower_data/train/46/image_00991.jpg
inflating: flower_data/train/46/image_00952.jpg
inflating: flower_data/train/46/image_00950.jpg
inflating: flower_data/train/46/image_00978.jpg
inflating: flower_data/train/46/image_00987.jpg
inflating: flower_data/train/46/image_00993.jpg
inflating: flower_data/train/46/image_01131.jpg
inflating: flower_data/train/46/image_01051.jpg
inflating: flower_data/train/46/image_01045.jpg
inflating: flower_data/train/46/image_01079.jpg
inflating: flower_data/train/46/image_01044.jpg
inflating: flower_data/train/46/image_01087.jpg
inflating: flower_data/train/46/image_01093.jpg
inflating: flower_data/train/46/image_01118.jpg
inflating: flower_data/train/46/image_01130.jpg
inflating: flower_data/train/46/image_01124.jpg
inflating: flower_data/train/46/image_00992.jpg
inflating: flower_data/train/46/image_00986.jpg
inflating: flower_data/train/46/image_00979.jpg
inflating: flower_data/train/46/image_00951.jpg
inflating: flower_data/train/46/image_01037.jpg
inflating: flower_data/train/46/image_01023.jpg
inflating: flower_data/train/46/image_01022.jpg
inflating: flower_data/train/46/image_01036.jpg
inflating: flower_data/train/46/image_01140.jpg
inflating: flower_data/train/46/image_01008.jpg
inflating: flower_data/train/46/image_01020.jpg
inflating: flower_data/train/46/image_01035.jpg
inflating: flower_data/train/46/image_01021.jpg
inflating: flower_data/train/46/image_01009.jpg
inflating: flower_data/train/46/image_01141.jpg
inflating: flower_data/train/46/image_01025.jpg
inflating: flower_data/train/46/image_01031.jpg
inflating: flower_data/train/46/image_01019.jpg
inflating: flower_data/train/46/image_01018.jpg
inflating: flower_data/train/46/image_01024.jpg
inflating: flower_data/train/46/image_01032.jpg
inflating: flower_data/train/46/image_01027.jpg
inflating: flower_data/train/46/image_01033.jpg
creating: flower_data/train/79/
inflating: flower_data/train/79/image_06732.jpg
inflating: flower_data/train/79/image_06733.jpg
inflating: flower_data/train/79/image_06727.jpg
inflating: flower_data/train/79/image_06731.jpg
inflating: flower_data/train/79/image_06725.jpg
inflating: flower_data/train/79/image_06719.jpg
inflating: flower_data/train/79/image_06724.jpg
inflating: flower_data/train/79/image_06730.jpg
inflating: flower_data/train/79/image_06693.jpg
inflating: flower_data/train/79/image_06697.jpg
inflating: flower_data/train/79/image_06721.jpg
inflating: flower_data/train/79/image_06709.jpg
inflating: flower_data/train/79/image_06696.jpg
inflating: flower_data/train/79/image_06694.jpg
inflating: flower_data/train/79/image_06723.jpg
inflating: flower_data/train/79/image_06722.jpg
inflating: flower_data/train/79/image_06698.jpg
inflating: flower_data/train/79/image_06713.jpg
inflating: flower_data/train/79/image_06712.jpg
inflating: flower_data/train/79/image_06706.jpg
inflating: flower_data/train/79/image_06699.jpg
inflating: flower_data/train/79/image_06710.jpg
inflating: flower_data/train/79/image_06704.jpg
inflating: flower_data/train/79/image_06705.jpg
inflating: flower_data/train/79/image_06711.jpg
inflating: flower_data/train/79/image_06729.jpg
inflating: flower_data/train/79/image_06715.jpg
inflating: flower_data/train/79/image_06701.jpg
inflating: flower_data/train/79/image_06700.jpg
inflating: flower_data/train/79/image_06714.jpg
inflating: flower_data/train/79/image_06702.jpg
inflating: flower_data/train/79/image_06716.jpg
inflating: flower_data/train/79/image_06717.jpg
inflating: flower_data/train/79/image_06703.jpg
creating: flower_data/train/41/
inflating: flower_data/train/41/image_02286.jpg
inflating: flower_data/train/41/image_02292.jpg
inflating: flower_data/train/41/image_02279.jpg
inflating: flower_data/train/41/image_02250.jpg
inflating: flower_data/train/41/image_02244.jpg
inflating: flower_data/train/41/image_02293.jpg
inflating: flower_data/train/41/image_02287.jpg
inflating: flower_data/train/41/image_02291.jpg
inflating: flower_data/train/41/image_02285.jpg
inflating: flower_data/train/41/image_02252.jpg
inflating: flower_data/train/41/image_02246.jpg
inflating: flower_data/train/41/image_02253.jpg
inflating: flower_data/train/41/image_02284.jpg
inflating: flower_data/train/41/image_02290.jpg
inflating: flower_data/train/41/image_02294.jpg
inflating: flower_data/train/41/image_02280.jpg
inflating: flower_data/train/41/image_02243.jpg
inflating: flower_data/train/41/image_02242.jpg
inflating: flower_data/train/41/image_02256.jpg
inflating: flower_data/train/41/image_02281.jpg
inflating: flower_data/train/41/image_02295.jpg
inflating: flower_data/train/41/image_02308.jpg
inflating: flower_data/train/41/image_02283.jpg
inflating: flower_data/train/41/image_02240.jpg
inflating: flower_data/train/41/image_02254.jpg
inflating: flower_data/train/41/image_02255.jpg
inflating: flower_data/train/41/image_02241.jpg
inflating: flower_data/train/41/image_02269.jpg
inflating: flower_data/train/41/image_02296.jpg
inflating: flower_data/train/41/image_02282.jpg
inflating: flower_data/train/41/image_02309.jpg
inflating: flower_data/train/41/image_02226.jpg
inflating: flower_data/train/41/image_02233.jpg
inflating: flower_data/train/41/image_02227.jpg
inflating: flower_data/train/41/image_02192.jpg
inflating: flower_data/train/41/image_02190.jpg
inflating: flower_data/train/41/image_02225.jpg
inflating: flower_data/train/41/image_02218.jpg
inflating: flower_data/train/41/image_02224.jpg
inflating: flower_data/train/41/image_02230.jpg
inflating: flower_data/train/41/image_02191.jpg
inflating: flower_data/train/41/image_02195.jpg
inflating: flower_data/train/41/image_02208.jpg
inflating: flower_data/train/41/image_02234.jpg
inflating: flower_data/train/41/image_02220.jpg
inflating: flower_data/train/41/image_02221.jpg
inflating: flower_data/train/41/image_02235.jpg
inflating: flower_data/train/41/image_02209.jpg
inflating: flower_data/train/41/image_02194.jpg
inflating: flower_data/train/41/image_02196.jpg
inflating: flower_data/train/41/image_02223.jpg
inflating: flower_data/train/41/image_02236.jpg
inflating: flower_data/train/41/image_02197.jpg
inflating: flower_data/train/41/image_02207.jpg
inflating: flower_data/train/41/image_02213.jpg
inflating: flower_data/train/41/image_02212.jpg
inflating: flower_data/train/41/image_02206.jpg
inflating: flower_data/train/41/image_02210.jpg
inflating: flower_data/train/41/image_02204.jpg
inflating: flower_data/train/41/image_02238.jpg
inflating: flower_data/train/41/image_02239.jpg
inflating: flower_data/train/41/image_02211.jpg
inflating: flower_data/train/41/image_02229.jpg
inflating: flower_data/train/41/image_02215.jpg
inflating: flower_data/train/41/image_02214.jpg
inflating: flower_data/train/41/image_02228.jpg
inflating: flower_data/train/41/image_02189.jpg
inflating: flower_data/train/41/image_02202.jpg
inflating: flower_data/train/41/image_02216.jpg
inflating: flower_data/train/41/image_02217.jpg
inflating: flower_data/train/41/image_02203.jpg
inflating: flower_data/train/41/image_02310.jpg
inflating: flower_data/train/41/image_02304.jpg
inflating: flower_data/train/41/image_02264.jpg
inflating: flower_data/train/41/image_02271.jpg
inflating: flower_data/train/41/image_02265.jpg
inflating: flower_data/train/41/image_02311.jpg
inflating: flower_data/train/41/image_02307.jpg
inflating: flower_data/train/41/image_02313.jpg
inflating: flower_data/train/41/image_02298.jpg
inflating: flower_data/train/41/image_02273.jpg
inflating: flower_data/train/41/image_02267.jpg
inflating: flower_data/train/41/image_02272.jpg
inflating: flower_data/train/41/image_02299.jpg
inflating: flower_data/train/41/image_02312.jpg
inflating: flower_data/train/41/image_02289.jpg
inflating: flower_data/train/41/image_02262.jpg
inflating: flower_data/train/41/image_02277.jpg
inflating: flower_data/train/41/image_02288.jpg
inflating: flower_data/train/41/image_02303.jpg
inflating: flower_data/train/41/image_02315.jpg
inflating: flower_data/train/41/image_02301.jpg
inflating: flower_data/train/41/image_02249.jpg
inflating: flower_data/train/41/image_02275.jpg
inflating: flower_data/train/41/image_02274.jpg
inflating: flower_data/train/41/image_02300.jpg
inflating: flower_data/train/41/image_02314.jpg
creating: flower_data/train/83/
inflating: flower_data/train/83/image_01823.jpg
inflating: flower_data/train/83/image_01758.jpg
inflating: flower_data/train/83/image_01764.jpg
inflating: flower_data/train/83/image_01771.jpg
inflating: flower_data/train/83/image_01822.jpg
inflating: flower_data/train/83/image_01820.jpg
inflating: flower_data/train/83/image_01808.jpg
inflating: flower_data/train/83/image_01798.jpg
inflating: flower_data/train/83/image_01767.jpg
inflating: flower_data/train/83/image_01773.jpg
inflating: flower_data/train/83/image_01772.jpg
inflating: flower_data/train/83/image_01799.jpg
inflating: flower_data/train/83/image_01821.jpg
inflating: flower_data/train/83/image_01819.jpg
inflating: flower_data/train/83/image_01825.jpg
inflating: flower_data/train/83/image_01762.jpg
inflating: flower_data/train/83/image_01776.jpg
inflating: flower_data/train/83/image_01763.jpg
inflating: flower_data/train/83/image_01788.jpg
inflating: flower_data/train/83/image_01824.jpg
inflating: flower_data/train/83/image_01826.jpg
inflating: flower_data/train/83/image_01775.jpg
inflating: flower_data/train/83/image_01761.jpg
inflating: flower_data/train/83/image_01749.jpg
inflating: flower_data/train/83/image_01760.jpg
inflating: flower_data/train/83/image_01698.jpg
inflating: flower_data/train/83/image_01713.jpg
inflating: flower_data/train/83/image_01707.jpg
inflating: flower_data/train/83/image_01706.jpg
inflating: flower_data/train/83/image_01699.jpg
inflating: flower_data/train/83/image_01738.jpg
inflating: flower_data/train/83/image_01704.jpg
inflating: flower_data/train/83/image_01710.jpg
inflating: flower_data/train/83/image_01711.jpg
inflating: flower_data/train/83/image_01705.jpg
inflating: flower_data/train/83/image_01715.jpg
inflating: flower_data/train/83/image_01729.jpg
inflating: flower_data/train/83/image_01728.jpg
inflating: flower_data/train/83/image_01714.jpg
inflating: flower_data/train/83/image_01700.jpg
inflating: flower_data/train/83/image_01716.jpg
inflating: flower_data/train/83/image_01702.jpg
inflating: flower_data/train/83/image_01717.jpg
inflating: flower_data/train/83/image_01732.jpg
inflating: flower_data/train/83/image_01726.jpg
inflating: flower_data/train/83/image_01727.jpg
inflating: flower_data/train/83/image_01733.jpg
inflating: flower_data/train/83/image_01719.jpg
inflating: flower_data/train/83/image_01725.jpg
inflating: flower_data/train/83/image_01731.jpg
inflating: flower_data/train/83/image_01730.jpg
inflating: flower_data/train/83/image_01724.jpg
inflating: flower_data/train/83/image_01718.jpg
inflating: flower_data/train/83/image_01720.jpg
inflating: flower_data/train/83/image_01734.jpg
inflating: flower_data/train/83/image_01708.jpg
inflating: flower_data/train/83/image_01709.jpg
inflating: flower_data/train/83/image_01721.jpg
inflating: flower_data/train/83/image_01696.jpg
inflating: flower_data/train/83/image_01723.jpg
inflating: flower_data/train/83/image_01722.jpg
inflating: flower_data/train/83/image_01736.jpg
inflating: flower_data/train/83/image_01802.jpg
inflating: flower_data/train/83/image_01816.jpg
inflating: flower_data/train/83/image_01792.jpg
inflating: flower_data/train/83/image_01786.jpg
inflating: flower_data/train/83/image_01779.jpg
inflating: flower_data/train/83/image_01751.jpg
inflating: flower_data/train/83/image_01745.jpg
inflating: flower_data/train/83/image_01744.jpg
inflating: flower_data/train/83/image_01750.jpg
inflating: flower_data/train/83/image_01778.jpg
inflating: flower_data/train/83/image_01793.jpg
inflating: flower_data/train/83/image_01803.jpg
inflating: flower_data/train/83/image_01815.jpg
inflating: flower_data/train/83/image_01801.jpg
inflating: flower_data/train/83/image_01785.jpg
inflating: flower_data/train/83/image_01791.jpg
inflating: flower_data/train/83/image_01746.jpg
inflating: flower_data/train/83/image_01752.jpg
inflating: flower_data/train/83/image_01753.jpg
inflating: flower_data/train/83/image_01790.jpg
inflating: flower_data/train/83/image_01784.jpg
inflating: flower_data/train/83/image_01800.jpg
inflating: flower_data/train/83/image_01814.jpg
inflating: flower_data/train/83/image_01804.jpg
inflating: flower_data/train/83/image_01794.jpg
inflating: flower_data/train/83/image_01743.jpg
inflating: flower_data/train/83/image_01757.jpg
inflating: flower_data/train/83/image_01756.jpg
inflating: flower_data/train/83/image_01795.jpg
inflating: flower_data/train/83/image_01781.jpg
inflating: flower_data/train/83/image_01807.jpg
inflating: flower_data/train/83/image_01813.jpg
inflating: flower_data/train/83/image_01797.jpg
inflating: flower_data/train/83/image_01783.jpg
inflating: flower_data/train/83/image_01754.jpg
inflating: flower_data/train/83/image_01740.jpg
inflating: flower_data/train/83/image_01768.jpg
inflating: flower_data/train/83/image_01741.jpg
inflating: flower_data/train/83/image_01782.jpg
inflating: flower_data/train/83/image_01796.jpg
inflating: flower_data/train/83/image_01812.jpg
inflating: flower_data/train/83/image_01806.jpg
creating: flower_data/train/77/
inflating: flower_data/train/77/image_00095.jpg
inflating: flower_data/train/77/image_00042.jpg
inflating: flower_data/train/77/image_00056.jpg
inflating: flower_data/train/77/image_00240.jpg
inflating: flower_data/train/77/image_00136.jpg
inflating: flower_data/train/77/image_00122.jpg
inflating: flower_data/train/77/image_00123.jpg
inflating: flower_data/train/77/image_00241.jpg
inflating: flower_data/train/77/image_00057.jpg
inflating: flower_data/train/77/image_00043.jpg
inflating: flower_data/train/77/image_00094.jpg
inflating: flower_data/train/77/image_00080.jpg
inflating: flower_data/train/77/image_00096.jpg
inflating: flower_data/train/77/image_00082.jpg
inflating: flower_data/train/77/image_00055.jpg
inflating: flower_data/train/77/image_00041.jpg
inflating: flower_data/train/77/image_00069.jpg
inflating: flower_data/train/77/image_00243.jpg
inflating: flower_data/train/77/image_00121.jpg
inflating: flower_data/train/77/image_00135.jpg
inflating: flower_data/train/77/image_00109.jpg
inflating: flower_data/train/77/image_00108.jpg
inflating: flower_data/train/77/image_00134.jpg
inflating: flower_data/train/77/image_00120.jpg
inflating: flower_data/train/77/image_00242.jpg
inflating: flower_data/train/77/image_00068.jpg
inflating: flower_data/train/77/image_00040.jpg
inflating: flower_data/train/77/image_00054.jpg
inflating: flower_data/train/77/image_00083.jpg
inflating: flower_data/train/77/image_00097.jpg
inflating: flower_data/train/77/image_00093.jpg
inflating: flower_data/train/77/image_00087.jpg
inflating: flower_data/train/77/image_00044.jpg
inflating: flower_data/train/77/image_00118.jpg
inflating: flower_data/train/77/image_00124.jpg
inflating: flower_data/train/77/image_00130.jpg
inflating: flower_data/train/77/image_00131.jpg
inflating: flower_data/train/77/image_00125.jpg
inflating: flower_data/train/77/image_00119.jpg
inflating: flower_data/train/77/image_00247.jpg
inflating: flower_data/train/77/image_00045.jpg
inflating: flower_data/train/77/image_00051.jpg
inflating: flower_data/train/77/image_00079.jpg
inflating: flower_data/train/77/image_00086.jpg
inflating: flower_data/train/77/image_00084.jpg
inflating: flower_data/train/77/image_00090.jpg
inflating: flower_data/train/77/image_00047.jpg
inflating: flower_data/train/77/image_00053.jpg
inflating: flower_data/train/77/image_00133.jpg
inflating: flower_data/train/77/image_00127.jpg
inflating: flower_data/train/77/image_00126.jpg
inflating: flower_data/train/77/image_00250.jpg
inflating: flower_data/train/77/image_00244.jpg
inflating: flower_data/train/77/image_00052.jpg
inflating: flower_data/train/77/image_00046.jpg
inflating: flower_data/train/77/image_00091.jpg
inflating: flower_data/train/77/image_00085.jpg
inflating: flower_data/train/77/image_00021.jpg
inflating: flower_data/train/77/image_00035.jpg
inflating: flower_data/train/77/image_00009.jpg
inflating: flower_data/train/77/image_00223.jpg
inflating: flower_data/train/77/image_00237.jpg
inflating: flower_data/train/77/image_00196.jpg
inflating: flower_data/train/77/image_00182.jpg
inflating: flower_data/train/77/image_00155.jpg
inflating: flower_data/train/77/image_00141.jpg
inflating: flower_data/train/77/image_00169.jpg
inflating: flower_data/train/77/image_00168.jpg
inflating: flower_data/train/77/image_00140.jpg
inflating: flower_data/train/77/image_00154.jpg
inflating: flower_data/train/77/image_00183.jpg
inflating: flower_data/train/77/image_00197.jpg
inflating: flower_data/train/77/image_00236.jpg
inflating: flower_data/train/77/image_00008.jpg
inflating: flower_data/train/77/image_00034.jpg
inflating: flower_data/train/77/image_00020.jpg
inflating: flower_data/train/77/image_00036.jpg
inflating: flower_data/train/77/image_00022.jpg
inflating: flower_data/train/77/image_00234.jpg
inflating: flower_data/train/77/image_00220.jpg
inflating: flower_data/train/77/image_00208.jpg
inflating: flower_data/train/77/image_00181.jpg
inflating: flower_data/train/77/image_00195.jpg
inflating: flower_data/train/77/image_00142.jpg
inflating: flower_data/train/77/image_00156.jpg
inflating: flower_data/train/77/image_00157.jpg
inflating: flower_data/train/77/image_00194.jpg
inflating: flower_data/train/77/image_00180.jpg
inflating: flower_data/train/77/image_00209.jpg
inflating: flower_data/train/77/image_00221.jpg
inflating: flower_data/train/77/image_00235.jpg
inflating: flower_data/train/77/image_00023.jpg
inflating: flower_data/train/77/image_00037.jpg
inflating: flower_data/train/77/image_00033.jpg
inflating: flower_data/train/77/image_00027.jpg
inflating: flower_data/train/77/image_00219.jpg
inflating: flower_data/train/77/image_00225.jpg
inflating: flower_data/train/77/image_00184.jpg
inflating: flower_data/train/77/image_00190.jpg
inflating: flower_data/train/77/image_00147.jpg
inflating: flower_data/train/77/image_00153.jpg
inflating: flower_data/train/77/image_00152.jpg
inflating: flower_data/train/77/image_00146.jpg
inflating: flower_data/train/77/image_00185.jpg
inflating: flower_data/train/77/image_00224.jpg
inflating: flower_data/train/77/image_00230.jpg
inflating: flower_data/train/77/image_00026.jpg
inflating: flower_data/train/77/image_00032.jpg
inflating: flower_data/train/77/image_00018.jpg
inflating: flower_data/train/77/image_00030.jpg
inflating: flower_data/train/77/image_00226.jpg
inflating: flower_data/train/77/image_00232.jpg
inflating: flower_data/train/77/image_00193.jpg
inflating: flower_data/train/77/image_00150.jpg
inflating: flower_data/train/77/image_00144.jpg
inflating: flower_data/train/77/image_00145.jpg
inflating: flower_data/train/77/image_00151.jpg
inflating: flower_data/train/77/image_00179.jpg
inflating: flower_data/train/77/image_00186.jpg
inflating: flower_data/train/77/image_00192.jpg
inflating: flower_data/train/77/image_00233.jpg
inflating: flower_data/train/77/image_00227.jpg
inflating: flower_data/train/77/image_00031.jpg
inflating: flower_data/train/77/image_00019.jpg
inflating: flower_data/train/77/image_00014.jpg
inflating: flower_data/train/77/image_00216.jpg
inflating: flower_data/train/77/image_00148.jpg
inflating: flower_data/train/77/image_00149.jpg
inflating: flower_data/train/77/image_00161.jpg
inflating: flower_data/train/77/image_00175.jpg
inflating: flower_data/train/77/image_00217.jpg
inflating: flower_data/train/77/image_00015.jpg
inflating: flower_data/train/77/image_00001.jpg
inflating: flower_data/train/77/image_00017.jpg
inflating: flower_data/train/77/image_00003.jpg
inflating: flower_data/train/77/image_00215.jpg
inflating: flower_data/train/77/image_00201.jpg
inflating: flower_data/train/77/image_00229.jpg
inflating: flower_data/train/77/image_00163.jpg
inflating: flower_data/train/77/image_00162.jpg
inflating: flower_data/train/77/image_00189.jpg
inflating: flower_data/train/77/image_00228.jpg
inflating: flower_data/train/77/image_00214.jpg
inflating: flower_data/train/77/image_00002.jpg
inflating: flower_data/train/77/image_00016.jpg
inflating: flower_data/train/77/image_00012.jpg
inflating: flower_data/train/77/image_00238.jpg
inflating: flower_data/train/77/image_00210.jpg
inflating: flower_data/train/77/image_00199.jpg
inflating: flower_data/train/77/image_00166.jpg
inflating: flower_data/train/77/image_00172.jpg
inflating: flower_data/train/77/image_00173.jpg
inflating: flower_data/train/77/image_00167.jpg
inflating: flower_data/train/77/image_00198.jpg
inflating: flower_data/train/77/image_00205.jpg
inflating: flower_data/train/77/image_00211.jpg
inflating: flower_data/train/77/image_00007.jpg
inflating: flower_data/train/77/image_00013.jpg
inflating: flower_data/train/77/image_00039.jpg
inflating: flower_data/train/77/image_00011.jpg
inflating: flower_data/train/77/image_00207.jpg
inflating: flower_data/train/77/image_00213.jpg
inflating: flower_data/train/77/image_00159.jpg
inflating: flower_data/train/77/image_00171.jpg
inflating: flower_data/train/77/image_00165.jpg
inflating: flower_data/train/77/image_00164.jpg
inflating: flower_data/train/77/image_00170.jpg
inflating: flower_data/train/77/image_00158.jpg
inflating: flower_data/train/77/image_00206.jpg
inflating: flower_data/train/77/image_00010.jpg
inflating: flower_data/train/77/image_00004.jpg
inflating: flower_data/train/77/image_00038.jpg
inflating: flower_data/train/77/image_00088.jpg
inflating: flower_data/train/77/image_00077.jpg
inflating: flower_data/train/77/image_00249.jpg
inflating: flower_data/train/77/image_00117.jpg
inflating: flower_data/train/77/image_00103.jpg
inflating: flower_data/train/77/image_00102.jpg
inflating: flower_data/train/77/image_00076.jpg
inflating: flower_data/train/77/image_00062.jpg
inflating: flower_data/train/77/image_00089.jpg
inflating: flower_data/train/77/image_00074.jpg
inflating: flower_data/train/77/image_00048.jpg
inflating: flower_data/train/77/image_00100.jpg
inflating: flower_data/train/77/image_00128.jpg
inflating: flower_data/train/77/image_00129.jpg
inflating: flower_data/train/77/image_00115.jpg
inflating: flower_data/train/77/image_00101.jpg
inflating: flower_data/train/77/image_00049.jpg
inflating: flower_data/train/77/image_00075.jpg
inflating: flower_data/train/77/image_00139.jpg
inflating: flower_data/train/77/image_00105.jpg
inflating: flower_data/train/77/image_00111.jpg
inflating: flower_data/train/77/image_00110.jpg
inflating: flower_data/train/77/image_00138.jpg
inflating: flower_data/train/77/image_00064.jpg
inflating: flower_data/train/77/image_00070.jpg
inflating: flower_data/train/77/image_00058.jpg
inflating: flower_data/train/77/image_00066.jpg
inflating: flower_data/train/77/image_00106.jpg
inflating: flower_data/train/77/image_00107.jpg
inflating: flower_data/train/77/image_00113.jpg
inflating: flower_data/train/77/image_00073.jpg
inflating: flower_data/train/77/image_00067.jpg
inflating: flower_data/train/77/image_00098.jpg
creating: flower_data/train/48/
inflating: flower_data/train/48/image_04634.jpg
inflating: flower_data/train/48/image_04635.jpg
inflating: flower_data/train/48/image_04637.jpg
inflating: flower_data/train/48/image_04636.jpg
inflating: flower_data/train/48/image_04626.jpg
inflating: flower_data/train/48/image_04632.jpg
inflating: flower_data/train/48/image_04633.jpg
inflating: flower_data/train/48/image_04631.jpg
inflating: flower_data/train/48/image_04625.jpg
inflating: flower_data/train/48/image_04630.jpg
inflating: flower_data/train/48/image_04694.jpg
inflating: flower_data/train/48/image_04680.jpg
inflating: flower_data/train/48/image_04657.jpg
inflating: flower_data/train/48/image_04643.jpg
inflating: flower_data/train/48/image_04642.jpg
inflating: flower_data/train/48/image_04656.jpg
inflating: flower_data/train/48/image_04681.jpg
inflating: flower_data/train/48/image_04695.jpg
inflating: flower_data/train/48/image_04683.jpg
inflating: flower_data/train/48/image_04640.jpg
inflating: flower_data/train/48/image_04654.jpg
inflating: flower_data/train/48/image_04668.jpg
inflating: flower_data/train/48/image_04669.jpg
inflating: flower_data/train/48/image_04655.jpg
inflating: flower_data/train/48/image_04682.jpg
inflating: flower_data/train/48/image_04686.jpg
inflating: flower_data/train/48/image_04692.jpg
inflating: flower_data/train/48/image_04679.jpg
inflating: flower_data/train/48/image_04645.jpg
inflating: flower_data/train/48/image_04651.jpg
inflating: flower_data/train/48/image_04650.jpg
inflating: flower_data/train/48/image_04644.jpg
inflating: flower_data/train/48/image_04685.jpg
inflating: flower_data/train/48/image_04646.jpg
inflating: flower_data/train/48/image_04647.jpg
inflating: flower_data/train/48/image_04653.jpg
inflating: flower_data/train/48/image_04689.jpg
inflating: flower_data/train/48/image_04676.jpg
inflating: flower_data/train/48/image_04662.jpg
inflating: flower_data/train/48/image_04677.jpg
inflating: flower_data/train/48/image_04661.jpg
inflating: flower_data/train/48/image_04675.jpg
inflating: flower_data/train/48/image_04649.jpg
inflating: flower_data/train/48/image_04648.jpg
inflating: flower_data/train/48/image_04674.jpg
inflating: flower_data/train/48/image_04660.jpg
inflating: flower_data/train/48/image_04658.jpg
inflating: flower_data/train/48/image_04664.jpg
inflating: flower_data/train/48/image_04670.jpg
inflating: flower_data/train/48/image_04659.jpg
inflating: flower_data/train/48/image_04673.jpg
inflating: flower_data/train/48/image_04666.jpg
inflating: flower_data/train/48/image_04672.jpg
inflating: flower_data/train/48/image_04629.jpg
inflating: flower_data/train/48/image_04628.jpg
inflating: flower_data/train/48/image_04638.jpg
inflating: flower_data/train/48/image_04639.jpg
creating: flower_data/train/70/
inflating: flower_data/train/70/image_05338.jpg
inflating: flower_data/train/70/image_05304.jpg
inflating: flower_data/train/70/image_05310.jpg
inflating: flower_data/train/70/image_05311.jpg
inflating: flower_data/train/70/image_05305.jpg
inflating: flower_data/train/70/image_05339.jpg
inflating: flower_data/train/70/image_05313.jpg
inflating: flower_data/train/70/image_05307.jpg
inflating: flower_data/train/70/image_05298.jpg
inflating: flower_data/train/70/image_05299.jpg
inflating: flower_data/train/70/image_05306.jpg
inflating: flower_data/train/70/image_05312.jpg
inflating: flower_data/train/70/image_05316.jpg
inflating: flower_data/train/70/image_05302.jpg
inflating: flower_data/train/70/image_05288.jpg
inflating: flower_data/train/70/image_05317.jpg
inflating: flower_data/train/70/image_05301.jpg
inflating: flower_data/train/70/image_05315.jpg
inflating: flower_data/train/70/image_05329.jpg
inflating: flower_data/train/70/image_05328.jpg
inflating: flower_data/train/70/image_05314.jpg
inflating: flower_data/train/70/image_05300.jpg
inflating: flower_data/train/70/image_05319.jpg
inflating: flower_data/train/70/image_05325.jpg
inflating: flower_data/train/70/image_05292.jpg
inflating: flower_data/train/70/image_05286.jpg
inflating: flower_data/train/70/image_05279.jpg
inflating: flower_data/train/70/image_05278.jpg
inflating: flower_data/train/70/image_05287.jpg
inflating: flower_data/train/70/image_05293.jpg
inflating: flower_data/train/70/image_05318.jpg
inflating: flower_data/train/70/image_05332.jpg
inflating: flower_data/train/70/image_05285.jpg
inflating: flower_data/train/70/image_05291.jpg
inflating: flower_data/train/70/image_05290.jpg
inflating: flower_data/train/70/image_05327.jpg
inflating: flower_data/train/70/image_05333.jpg
inflating: flower_data/train/70/image_05337.jpg
inflating: flower_data/train/70/image_05323.jpg
inflating: flower_data/train/70/image_05294.jpg
inflating: flower_data/train/70/image_05295.jpg
inflating: flower_data/train/70/image_05281.jpg
inflating: flower_data/train/70/image_05322.jpg
inflating: flower_data/train/70/image_05336.jpg
inflating: flower_data/train/70/image_05320.jpg
inflating: flower_data/train/70/image_05334.jpg
inflating: flower_data/train/70/image_05297.jpg
inflating: flower_data/train/70/image_05283.jpg
inflating: flower_data/train/70/image_05282.jpg
inflating: flower_data/train/70/image_05309.jpg
inflating: flower_data/train/70/image_05335.jpg
creating: flower_data/train/84/
inflating: flower_data/train/84/image_02636.jpg
inflating: flower_data/train/84/image_02622.jpg
inflating: flower_data/train/84/image_02597.jpg
inflating: flower_data/train/84/image_02554.jpg
inflating: flower_data/train/84/image_02569.jpg
inflating: flower_data/train/84/image_02555.jpg
inflating: flower_data/train/84/image_02596.jpg
inflating: flower_data/train/84/image_02623.jpg
inflating: flower_data/train/84/image_02609.jpg
inflating: flower_data/train/84/image_02594.jpg
inflating: flower_data/train/84/image_02580.jpg
inflating: flower_data/train/84/image_02556.jpg
inflating: flower_data/train/84/image_02595.jpg
inflating: flower_data/train/84/image_02608.jpg
inflating: flower_data/train/84/image_02634.jpg
inflating: flower_data/train/84/image_02620.jpg
inflating: flower_data/train/84/image_02618.jpg
inflating: flower_data/train/84/image_02624.jpg
inflating: flower_data/train/84/image_02630.jpg
inflating: flower_data/train/84/image_02585.jpg
inflating: flower_data/train/84/image_02553.jpg
inflating: flower_data/train/84/image_02584.jpg
inflating: flower_data/train/84/image_02590.jpg
inflating: flower_data/train/84/image_02631.jpg
inflating: flower_data/train/84/image_02625.jpg
inflating: flower_data/train/84/image_02619.jpg
inflating: flower_data/train/84/image_02633.jpg
inflating: flower_data/train/84/image_02627.jpg
inflating: flower_data/train/84/image_02592.jpg
inflating: flower_data/train/84/image_02579.jpg
inflating: flower_data/train/84/image_02578.jpg
inflating: flower_data/train/84/image_02593.jpg
inflating: flower_data/train/84/image_02587.jpg
inflating: flower_data/train/84/image_02626.jpg
inflating: flower_data/train/84/image_02632.jpg
inflating: flower_data/train/84/image_02617.jpg
inflating: flower_data/train/84/image_02603.jpg
inflating: flower_data/train/84/image_02561.jpg
inflating: flower_data/train/84/image_02575.jpg
inflating: flower_data/train/84/image_02560.jpg
inflating: flower_data/train/84/image_02602.jpg
inflating: flower_data/train/84/image_02616.jpg
inflating: flower_data/train/84/image_02600.jpg
inflating: flower_data/train/84/image_02614.jpg
inflating: flower_data/train/84/image_02628.jpg
inflating: flower_data/train/84/image_02589.jpg
inflating: flower_data/train/84/image_02562.jpg
inflating: flower_data/train/84/image_02577.jpg
inflating: flower_data/train/84/image_02588.jpg
inflating: flower_data/train/84/image_02629.jpg
inflating: flower_data/train/84/image_02601.jpg
inflating: flower_data/train/84/image_02605.jpg
inflating: flower_data/train/84/image_02611.jpg
inflating: flower_data/train/84/image_02573.jpg
inflating: flower_data/train/84/image_02566.jpg
inflating: flower_data/train/84/image_02599.jpg
inflating: flower_data/train/84/image_02638.jpg
inflating: flower_data/train/84/image_02612.jpg
inflating: flower_data/train/84/image_02606.jpg
inflating: flower_data/train/84/image_02558.jpg
inflating: flower_data/train/84/image_02564.jpg
inflating: flower_data/train/84/image_02570.jpg
inflating: flower_data/train/84/image_02571.jpg
inflating: flower_data/train/84/image_02565.jpg
inflating: flower_data/train/84/image_02559.jpg
inflating: flower_data/train/84/image_02607.jpg
creating: flower_data/train/24/
inflating: flower_data/train/24/image_06816.jpg
inflating: flower_data/train/24/image_06817.jpg
inflating: flower_data/train/24/image_06829.jpg
inflating: flower_data/train/24/image_06828.jpg
inflating: flower_data/train/24/image_06838.jpg
inflating: flower_data/train/24/image_06839.jpg
inflating: flower_data/train/24/image_08051.jpg
inflating: flower_data/train/24/image_08050.jpg
inflating: flower_data/train/24/image_06848.jpg
inflating: flower_data/train/24/image_08052.jpg
inflating: flower_data/train/24/image_08053.jpg
inflating: flower_data/train/24/image_06840.jpg
inflating: flower_data/train/24/image_06841.jpg
inflating: flower_data/train/24/image_06843.jpg
inflating: flower_data/train/24/image_06842.jpg
inflating: flower_data/train/24/image_06846.jpg
inflating: flower_data/train/24/image_06845.jpg
inflating: flower_data/train/24/image_08049.jpg
inflating: flower_data/train/24/image_08048.jpg
inflating: flower_data/train/24/image_06844.jpg
inflating: flower_data/train/24/image_06837.jpg
inflating: flower_data/train/24/image_06823.jpg
inflating: flower_data/train/24/image_06822.jpg
inflating: flower_data/train/24/image_06820.jpg
inflating: flower_data/train/24/image_06834.jpg
inflating: flower_data/train/24/image_06835.jpg
inflating: flower_data/train/24/image_06821.jpg
inflating: flower_data/train/24/image_06825.jpg
inflating: flower_data/train/24/image_06831.jpg
inflating: flower_data/train/24/image_06830.jpg
inflating: flower_data/train/24/image_06824.jpg
inflating: flower_data/train/24/image_06832.jpg
inflating: flower_data/train/24/image_06826.jpg
inflating: flower_data/train/24/image_06827.jpg
inflating: flower_data/train/24/image_06833.jpg
creating: flower_data/train/23/
inflating: flower_data/train/23/image_03403.jpg
inflating: flower_data/train/23/image_03417.jpg
inflating: flower_data/train/23/image_03370.jpg
inflating: flower_data/train/23/image_03402.jpg
inflating: flower_data/train/23/image_03399.jpg
inflating: flower_data/train/23/image_03428.jpg
inflating: flower_data/train/23/image_03372.jpg
inflating: flower_data/train/23/image_03401.jpg
inflating: flower_data/train/23/image_03373.jpg
inflating: flower_data/train/23/image_03415.jpg
inflating: flower_data/train/23/image_03429.jpg
inflating: flower_data/train/23/image_03388.jpg
inflating: flower_data/train/23/image_03411.jpg
inflating: flower_data/train/23/image_03377.jpg
inflating: flower_data/train/23/image_03405.jpg
inflating: flower_data/train/23/image_03439.jpg
inflating: flower_data/train/23/image_03438.jpg
inflating: flower_data/train/23/image_03404.jpg
inflating: flower_data/train/23/image_03410.jpg
inflating: flower_data/train/23/image_03376.jpg
inflating: flower_data/train/23/image_03389.jpg
inflating: flower_data/train/23/image_03406.jpg
inflating: flower_data/train/23/image_03374.jpg
inflating: flower_data/train/23/image_03375.jpg
inflating: flower_data/train/23/image_03413.jpg
inflating: flower_data/train/23/image_03407.jpg
inflating: flower_data/train/23/image_03448.jpg
inflating: flower_data/train/23/image_03449.jpg
inflating: flower_data/train/23/image_03459.jpg
inflating: flower_data/train/23/image_03458.jpg
inflating: flower_data/train/23/image_03441.jpg
inflating: flower_data/train/23/image_03455.jpg
inflating: flower_data/train/23/image_03456.jpg
inflating: flower_data/train/23/image_03443.jpg
inflating: flower_data/train/23/image_03457.jpg
inflating: flower_data/train/23/image_03453.jpg
inflating: flower_data/train/23/image_03447.jpg
inflating: flower_data/train/23/image_03446.jpg
inflating: flower_data/train/23/image_03452.jpg
inflating: flower_data/train/23/image_03450.jpg
inflating: flower_data/train/23/image_03451.jpg
inflating: flower_data/train/23/image_03445.jpg
inflating: flower_data/train/23/image_03387.jpg
inflating: flower_data/train/23/image_03393.jpg
inflating: flower_data/train/23/image_03378.jpg
inflating: flower_data/train/23/image_03422.jpg
inflating: flower_data/train/23/image_03423.jpg
inflating: flower_data/train/23/image_03379.jpg
inflating: flower_data/train/23/image_03392.jpg
inflating: flower_data/train/23/image_03384.jpg
inflating: flower_data/train/23/image_03435.jpg
inflating: flower_data/train/23/image_03421.jpg
inflating: flower_data/train/23/image_03434.jpg
inflating: flower_data/train/23/image_03408.jpg
inflating: flower_data/train/23/image_03385.jpg
inflating: flower_data/train/23/image_03391.jpg
inflating: flower_data/train/23/image_03395.jpg
inflating: flower_data/train/23/image_03381.jpg
inflating: flower_data/train/23/image_03430.jpg
inflating: flower_data/train/23/image_03424.jpg
inflating: flower_data/train/23/image_03418.jpg
inflating: flower_data/train/23/image_03419.jpg
inflating: flower_data/train/23/image_03431.jpg
inflating: flower_data/train/23/image_03380.jpg
inflating: flower_data/train/23/image_03394.jpg
inflating: flower_data/train/23/image_03396.jpg
inflating: flower_data/train/23/image_03427.jpg
inflating: flower_data/train/23/image_03433.jpg
inflating: flower_data/train/23/image_03369.jpg
inflating: flower_data/train/23/image_03432.jpg
inflating: flower_data/train/23/image_03426.jpg
inflating: flower_data/train/23/image_03397.jpg
creating: flower_data/train/4/
inflating: flower_data/train/4/image_05648.jpg
inflating: flower_data/train/4/image_05674.jpg
inflating: flower_data/train/4/image_05675.jpg
inflating: flower_data/train/4/image_05661.jpg
inflating: flower_data/train/4/image_05649.jpg
inflating: flower_data/train/4/image_05663.jpg
inflating: flower_data/train/4/image_05662.jpg
inflating: flower_data/train/4/image_05676.jpg
inflating: flower_data/train/4/image_05672.jpg
inflating: flower_data/train/4/image_05666.jpg
inflating: flower_data/train/4/image_05667.jpg
inflating: flower_data/train/4/image_05673.jpg
inflating: flower_data/train/4/image_05665.jpg
inflating: flower_data/train/4/image_05671.jpg
inflating: flower_data/train/4/image_05659.jpg
inflating: flower_data/train/4/image_05670.jpg
inflating: flower_data/train/4/image_05664.jpg
inflating: flower_data/train/4/image_05629.jpg
inflating: flower_data/train/4/image_05639.jpg
inflating: flower_data/train/4/image_05635.jpg
inflating: flower_data/train/4/image_05634.jpg
inflating: flower_data/train/4/image_05630.jpg
inflating: flower_data/train/4/image_05631.jpg
inflating: flower_data/train/4/image_05633.jpg
inflating: flower_data/train/4/image_05632.jpg
inflating: flower_data/train/4/image_05682.jpg
inflating: flower_data/train/4/image_05669.jpg
inflating: flower_data/train/4/image_05641.jpg
inflating: flower_data/train/4/image_05655.jpg
inflating: flower_data/train/4/image_05654.jpg
inflating: flower_data/train/4/image_05668.jpg
inflating: flower_data/train/4/image_05683.jpg
inflating: flower_data/train/4/image_05656.jpg
inflating: flower_data/train/4/image_05642.jpg
inflating: flower_data/train/4/image_05643.jpg
inflating: flower_data/train/4/image_05684.jpg
inflating: flower_data/train/4/image_05647.jpg
inflating: flower_data/train/4/image_05646.jpg
inflating: flower_data/train/4/image_05652.jpg
inflating: flower_data/train/4/image_05644.jpg
inflating: flower_data/train/4/image_05650.jpg
inflating: flower_data/train/4/image_05679.jpg
inflating: flower_data/train/4/image_05651.jpg
inflating: flower_data/train/4/image_05645.jpg
creating: flower_data/train/15/
inflating: flower_data/train/15/image_06382.jpg
inflating: flower_data/train/15/image_06355.jpg
inflating: flower_data/train/15/image_06368.jpg
inflating: flower_data/train/15/image_06383.jpg
inflating: flower_data/train/15/image_06381.jpg
inflating: flower_data/train/15/image_06356.jpg
inflating: flower_data/train/15/image_06357.jpg
inflating: flower_data/train/15/image_06394.jpg
inflating: flower_data/train/15/image_06380.jpg
inflating: flower_data/train/15/image_06384.jpg
inflating: flower_data/train/15/image_06390.jpg
inflating: flower_data/train/15/image_06347.jpg
inflating: flower_data/train/15/image_06352.jpg
inflating: flower_data/train/15/image_06391.jpg
inflating: flower_data/train/15/image_06393.jpg
inflating: flower_data/train/15/image_06387.jpg
inflating: flower_data/train/15/image_06378.jpg
inflating: flower_data/train/15/image_06350.jpg
inflating: flower_data/train/15/image_06379.jpg
inflating: flower_data/train/15/image_06392.jpg
inflating: flower_data/train/15/image_06348.jpg
inflating: flower_data/train/15/image_06349.jpg
inflating: flower_data/train/15/image_06361.jpg
inflating: flower_data/train/15/image_06375.jpg
inflating: flower_data/train/15/image_06388.jpg
inflating: flower_data/train/15/image_06363.jpg
inflating: flower_data/train/15/image_06377.jpg
inflating: flower_data/train/15/image_06376.jpg
inflating: flower_data/train/15/image_06362.jpg
inflating: flower_data/train/15/image_06366.jpg
inflating: flower_data/train/15/image_06372.jpg
inflating: flower_data/train/15/image_06373.jpg
inflating: flower_data/train/15/image_06367.jpg
inflating: flower_data/train/15/image_06359.jpg
inflating: flower_data/train/15/image_06371.jpg
inflating: flower_data/train/15/image_06365.jpg
inflating: flower_data/train/15/image_06364.jpg
inflating: flower_data/train/15/image_06370.jpg
creating: flower_data/train/3/
inflating: flower_data/train/3/image_06625.jpg
inflating: flower_data/train/3/image_06619.jpg
inflating: flower_data/train/3/image_06618.jpg
inflating: flower_data/train/3/image_06624.jpg
inflating: flower_data/train/3/image_06630.jpg
inflating: flower_data/train/3/image_06626.jpg
inflating: flower_data/train/3/image_06632.jpg
inflating: flower_data/train/3/image_06633.jpg
inflating: flower_data/train/3/image_06627.jpg
inflating: flower_data/train/3/image_06623.jpg
inflating: flower_data/train/3/image_06637.jpg
inflating: flower_data/train/3/image_06636.jpg
inflating: flower_data/train/3/image_06622.jpg
inflating: flower_data/train/3/image_06620.jpg
inflating: flower_data/train/3/image_06635.jpg
inflating: flower_data/train/3/image_06646.jpg
inflating: flower_data/train/3/image_06647.jpg
inflating: flower_data/train/3/image_06645.jpg
inflating: flower_data/train/3/image_06651.jpg
inflating: flower_data/train/3/image_06650.jpg
inflating: flower_data/train/3/image_06644.jpg
inflating: flower_data/train/3/image_06640.jpg
inflating: flower_data/train/3/image_06643.jpg
inflating: flower_data/train/3/image_06642.jpg
inflating: flower_data/train/3/image_06649.jpg
inflating: flower_data/train/3/image_06648.jpg
inflating: flower_data/train/3/image_06638.jpg
inflating: flower_data/train/3/image_06639.jpg
inflating: flower_data/train/3/image_06613.jpg
inflating: flower_data/train/3/image_06612.jpg
inflating: flower_data/train/3/image_06616.jpg
inflating: flower_data/train/3/image_06617.jpg
inflating: flower_data/train/3/image_06629.jpg
inflating: flower_data/train/3/image_06615.jpg
inflating: flower_data/train/3/image_06614.jpg
inflating: flower_data/train/3/image_06628.jpg
creating: flower_data/train/12/
inflating: flower_data/train/12/image_04026.jpg
inflating: flower_data/train/12/image_04032.jpg
inflating: flower_data/train/12/image_04033.jpg
inflating: flower_data/train/12/image_04027.jpg
inflating: flower_data/train/12/image_04031.jpg
inflating: flower_data/train/12/image_04025.jpg
inflating: flower_data/train/12/image_04019.jpg
inflating: flower_data/train/12/image_04018.jpg
inflating: flower_data/train/12/image_04024.jpg
inflating: flower_data/train/12/image_04030.jpg
inflating: flower_data/train/12/image_04008.jpg
inflating: flower_data/train/12/image_04034.jpg
inflating: flower_data/train/12/image_04020.jpg
inflating: flower_data/train/12/image_04021.jpg
inflating: flower_data/train/12/image_04035.jpg
inflating: flower_data/train/12/image_04009.jpg
inflating: flower_data/train/12/image_04037.jpg
inflating: flower_data/train/12/image_04036.jpg
inflating: flower_data/train/12/image_03995.jpg
inflating: flower_data/train/12/image_04022.jpg
inflating: flower_data/train/12/image_04045.jpg
inflating: flower_data/train/12/image_04051.jpg
inflating: flower_data/train/12/image_04079.jpg
inflating: flower_data/train/12/image_04078.jpg
inflating: flower_data/train/12/image_04050.jpg
inflating: flower_data/train/12/image_04044.jpg
inflating: flower_data/train/12/image_04046.jpg
inflating: flower_data/train/12/image_04047.jpg
inflating: flower_data/train/12/image_04053.jpg
inflating: flower_data/train/12/image_04057.jpg
inflating: flower_data/train/12/image_04043.jpg
inflating: flower_data/train/12/image_04042.jpg
inflating: flower_data/train/12/image_04056.jpg
inflating: flower_data/train/12/image_04068.jpg
inflating: flower_data/train/12/image_04040.jpg
inflating: flower_data/train/12/image_04054.jpg
inflating: flower_data/train/12/image_04055.jpg
inflating: flower_data/train/12/image_04041.jpg
inflating: flower_data/train/12/image_04069.jpg
inflating: flower_data/train/12/image_04064.jpg
inflating: flower_data/train/12/image_04070.jpg
inflating: flower_data/train/12/image_04058.jpg
inflating: flower_data/train/12/image_04071.jpg
inflating: flower_data/train/12/image_04065.jpg
inflating: flower_data/train/12/image_04073.jpg
inflating: flower_data/train/12/image_04067.jpg
inflating: flower_data/train/12/image_04066.jpg
inflating: flower_data/train/12/image_04076.jpg
inflating: flower_data/train/12/image_04062.jpg
inflating: flower_data/train/12/image_04063.jpg
inflating: flower_data/train/12/image_04049.jpg
inflating: flower_data/train/12/image_04061.jpg
inflating: flower_data/train/12/image_04075.jpg
inflating: flower_data/train/12/image_04074.jpg
inflating: flower_data/train/12/image_04060.jpg
inflating: flower_data/train/12/image_04048.jpg
inflating: flower_data/train/12/image_04007.jpg
inflating: flower_data/train/12/image_03999.jpg
inflating: flower_data/train/12/image_04006.jpg
inflating: flower_data/train/12/image_04010.jpg
inflating: flower_data/train/12/image_04004.jpg
inflating: flower_data/train/12/image_04038.jpg
inflating: flower_data/train/12/image_04039.jpg
inflating: flower_data/train/12/image_04005.jpg
inflating: flower_data/train/12/image_04011.jpg
inflating: flower_data/train/12/image_04029.jpg
inflating: flower_data/train/12/image_04015.jpg
inflating: flower_data/train/12/image_04001.jpg
inflating: flower_data/train/12/image_04000.jpg
inflating: flower_data/train/12/image_04028.jpg
inflating: flower_data/train/12/image_04002.jpg
inflating: flower_data/train/12/image_04017.jpg
inflating: flower_data/train/12/image_04003.jpg
creating: flower_data/train/85/
inflating: flower_data/train/85/image_04783.jpg
inflating: flower_data/train/85/image_04768.jpg
inflating: flower_data/train/85/image_04813.jpg
inflating: flower_data/train/85/image_04807.jpg
inflating: flower_data/train/85/image_07301.jpg
inflating: flower_data/train/85/image_04812.jpg
inflating: flower_data/train/85/image_04769.jpg
inflating: flower_data/train/85/image_04796.jpg
inflating: flower_data/train/85/image_04782.jpg
inflating: flower_data/train/85/image_04794.jpg
inflating: flower_data/train/85/image_04780.jpg
inflating: flower_data/train/85/image_04811.jpg
inflating: flower_data/train/85/image_04781.jpg
inflating: flower_data/train/85/image_04795.jpg
inflating: flower_data/train/85/image_04791.jpg
inflating: flower_data/train/85/image_04785.jpg
inflating: flower_data/train/85/image_04815.jpg
inflating: flower_data/train/85/image_04828.jpg
inflating: flower_data/train/85/image_04800.jpg
inflating: flower_data/train/85/image_04784.jpg
inflating: flower_data/train/85/image_04790.jpg
inflating: flower_data/train/85/image_04792.jpg
inflating: flower_data/train/85/image_04779.jpg
inflating: flower_data/train/85/image_04816.jpg
inflating: flower_data/train/85/image_04802.jpg
inflating: flower_data/train/85/image_04803.jpg
inflating: flower_data/train/85/image_04778.jpg
inflating: flower_data/train/85/image_04793.jpg
inflating: flower_data/train/85/image_04787.jpg
inflating: flower_data/train/85/image_04775.jpg
inflating: flower_data/train/85/image_04826.jpg
inflating: flower_data/train/85/image_04827.jpg
inflating: flower_data/train/85/image_04774.jpg
inflating: flower_data/train/85/image_04789.jpg
inflating: flower_data/train/85/image_04776.jpg
inflating: flower_data/train/85/image_04824.jpg
inflating: flower_data/train/85/image_04777.jpg
inflating: flower_data/train/85/image_04788.jpg
inflating: flower_data/train/85/image_04798.jpg
inflating: flower_data/train/85/image_04773.jpg
inflating: flower_data/train/85/image_04767.jpg
inflating: flower_data/train/85/image_04820.jpg
inflating: flower_data/train/85/image_04821.jpg
inflating: flower_data/train/85/image_04772.jpg
inflating: flower_data/train/85/image_04770.jpg
inflating: flower_data/train/85/image_04823.jpg
inflating: flower_data/train/85/image_04822.jpg
inflating: flower_data/train/85/image_04771.jpg
creating: flower_data/train/71/
inflating: flower_data/train/71/image_04542.jpg
inflating: flower_data/train/71/image_04556.jpg
inflating: flower_data/train/71/image_04543.jpg
inflating: flower_data/train/71/image_04541.jpg
inflating: flower_data/train/71/image_04540.jpg
inflating: flower_data/train/71/image_04550.jpg
inflating: flower_data/train/71/image_04544.jpg
inflating: flower_data/train/71/image_04545.jpg
inflating: flower_data/train/71/image_04551.jpg
inflating: flower_data/train/71/image_04547.jpg
inflating: flower_data/train/71/image_04553.jpg
inflating: flower_data/train/71/image_04552.jpg
inflating: flower_data/train/71/image_04546.jpg
inflating: flower_data/train/71/image_04521.jpg
inflating: flower_data/train/71/image_04535.jpg
inflating: flower_data/train/71/image_04509.jpg
inflating: flower_data/train/71/image_04496.jpg
inflating: flower_data/train/71/image_04483.jpg
inflating: flower_data/train/71/image_04497.jpg
inflating: flower_data/train/71/image_04508.jpg
inflating: flower_data/train/71/image_04534.jpg
inflating: flower_data/train/71/image_04520.jpg
inflating: flower_data/train/71/image_04536.jpg
inflating: flower_data/train/71/image_04522.jpg
inflating: flower_data/train/71/image_04481.jpg
inflating: flower_data/train/71/image_04495.jpg
inflating: flower_data/train/71/image_04494.jpg
inflating: flower_data/train/71/image_04523.jpg
inflating: flower_data/train/71/image_04537.jpg
inflating: flower_data/train/71/image_04533.jpg
inflating: flower_data/train/71/image_04527.jpg
inflating: flower_data/train/71/image_04484.jpg
inflating: flower_data/train/71/image_04490.jpg
inflating: flower_data/train/71/image_04491.jpg
inflating: flower_data/train/71/image_04485.jpg
inflating: flower_data/train/71/image_04526.jpg
inflating: flower_data/train/71/image_04532.jpg
inflating: flower_data/train/71/image_04518.jpg
inflating: flower_data/train/71/image_04530.jpg
inflating: flower_data/train/71/image_04493.jpg
inflating: flower_data/train/71/image_04487.jpg
inflating: flower_data/train/71/image_04486.jpg
inflating: flower_data/train/71/image_04492.jpg
inflating: flower_data/train/71/image_04531.jpg
inflating: flower_data/train/71/image_04525.jpg
inflating: flower_data/train/71/image_04500.jpg
inflating: flower_data/train/71/image_04528.jpg
inflating: flower_data/train/71/image_04529.jpg
inflating: flower_data/train/71/image_04501.jpg
inflating: flower_data/train/71/image_04503.jpg
inflating: flower_data/train/71/image_04489.jpg
inflating: flower_data/train/71/image_04516.jpg
inflating: flower_data/train/71/image_04506.jpg
inflating: flower_data/train/71/image_08089.jpg
inflating: flower_data/train/71/image_04499.jpg
inflating: flower_data/train/71/image_04498.jpg
inflating: flower_data/train/71/image_04507.jpg
inflating: flower_data/train/71/image_04505.jpg
inflating: flower_data/train/71/image_04511.jpg
inflating: flower_data/train/71/image_04510.jpg
inflating: flower_data/train/71/image_04504.jpg
inflating: flower_data/train/71/image_04538.jpg
inflating: flower_data/train/71/image_04548.jpg
inflating: flower_data/train/71/image_04549.jpg
creating: flower_data/train/76/
inflating: flower_data/train/76/image_02480.jpg
inflating: flower_data/train/76/image_02536.jpg
inflating: flower_data/train/76/image_02522.jpg
inflating: flower_data/train/76/image_02495.jpg
inflating: flower_data/train/76/image_02483.jpg
inflating: flower_data/train/76/image_02497.jpg
inflating: flower_data/train/76/image_02454.jpg
inflating: flower_data/train/76/image_02468.jpg
inflating: flower_data/train/76/image_02534.jpg
inflating: flower_data/train/76/image_02520.jpg
inflating: flower_data/train/76/image_02508.jpg
inflating: flower_data/train/76/image_02509.jpg
inflating: flower_data/train/76/image_02521.jpg
inflating: flower_data/train/76/image_02535.jpg
inflating: flower_data/train/76/image_02469.jpg
inflating: flower_data/train/76/image_02455.jpg
inflating: flower_data/train/76/image_02482.jpg
inflating: flower_data/train/76/image_02486.jpg
inflating: flower_data/train/76/image_02492.jpg
inflating: flower_data/train/76/image_02451.jpg
inflating: flower_data/train/76/image_02519.jpg
inflating: flower_data/train/76/image_02531.jpg
inflating: flower_data/train/76/image_02524.jpg
inflating: flower_data/train/76/image_02518.jpg
inflating: flower_data/train/76/image_02450.jpg
inflating: flower_data/train/76/image_02478.jpg
inflating: flower_data/train/76/image_02493.jpg
inflating: flower_data/train/76/image_02487.jpg
inflating: flower_data/train/76/image_02491.jpg
inflating: flower_data/train/76/image_02452.jpg
inflating: flower_data/train/76/image_02526.jpg
inflating: flower_data/train/76/image_02532.jpg
inflating: flower_data/train/76/image_02533.jpg
inflating: flower_data/train/76/image_02527.jpg
inflating: flower_data/train/76/image_02447.jpg
inflating: flower_data/train/76/image_02453.jpg
inflating: flower_data/train/76/image_02490.jpg
inflating: flower_data/train/76/image_02540.jpg
inflating: flower_data/train/76/image_02541.jpg
inflating: flower_data/train/76/image_02543.jpg
inflating: flower_data/train/76/image_02542.jpg
inflating: flower_data/train/76/image_02552.jpg
inflating: flower_data/train/76/image_02546.jpg
inflating: flower_data/train/76/image_02547.jpg
inflating: flower_data/train/76/image_02545.jpg
inflating: flower_data/train/76/image_02551.jpg
inflating: flower_data/train/76/image_02544.jpg
inflating: flower_data/train/76/image_02549.jpg
inflating: flower_data/train/76/image_02548.jpg
inflating: flower_data/train/76/image_02489.jpg
inflating: flower_data/train/76/image_02476.jpg
inflating: flower_data/train/76/image_02462.jpg
inflating: flower_data/train/76/image_02502.jpg
inflating: flower_data/train/76/image_02516.jpg
inflating: flower_data/train/76/image_02517.jpg
inflating: flower_data/train/76/image_02503.jpg
inflating: flower_data/train/76/image_02463.jpg
inflating: flower_data/train/76/image_02477.jpg
inflating: flower_data/train/76/image_02488.jpg
inflating: flower_data/train/76/image_02461.jpg
inflating: flower_data/train/76/image_02449.jpg
inflating: flower_data/train/76/image_02515.jpg
inflating: flower_data/train/76/image_02528.jpg
inflating: flower_data/train/76/image_02500.jpg
inflating: flower_data/train/76/image_02448.jpg
inflating: flower_data/train/76/image_02474.jpg
inflating: flower_data/train/76/image_02460.jpg
inflating: flower_data/train/76/image_02464.jpg
inflating: flower_data/train/76/image_02470.jpg
inflating: flower_data/train/76/image_02538.jpg
inflating: flower_data/train/76/image_02510.jpg
inflating: flower_data/train/76/image_02505.jpg
inflating: flower_data/train/76/image_02511.jpg
inflating: flower_data/train/76/image_02539.jpg
inflating: flower_data/train/76/image_02471.jpg
inflating: flower_data/train/76/image_02465.jpg
inflating: flower_data/train/76/image_02459.jpg
inflating: flower_data/train/76/image_02498.jpg
inflating: flower_data/train/76/image_02473.jpg
inflating: flower_data/train/76/image_02507.jpg
inflating: flower_data/train/76/image_02506.jpg
inflating: flower_data/train/76/image_02466.jpg
inflating: flower_data/train/76/image_02499.jpg
creating: flower_data/train/82/
inflating: flower_data/train/82/image_01638.jpg
inflating: flower_data/train/82/image_01604.jpg
inflating: flower_data/train/82/image_01611.jpg
inflating: flower_data/train/82/image_01605.jpg
inflating: flower_data/train/82/image_01639.jpg
inflating: flower_data/train/82/image_01613.jpg
inflating: flower_data/train/82/image_01607.jpg
inflating: flower_data/train/82/image_01606.jpg
inflating: flower_data/train/82/image_01612.jpg
inflating: flower_data/train/82/image_01616.jpg
inflating: flower_data/train/82/image_01602.jpg
inflating: flower_data/train/82/image_01617.jpg
inflating: flower_data/train/82/image_01601.jpg
inflating: flower_data/train/82/image_01615.jpg
inflating: flower_data/train/82/image_01629.jpg
inflating: flower_data/train/82/image_01588.jpg
inflating: flower_data/train/82/image_01589.jpg
inflating: flower_data/train/82/image_01628.jpg
inflating: flower_data/train/82/image_01600.jpg
inflating: flower_data/train/82/image_01667.jpg
inflating: flower_data/train/82/image_01673.jpg
inflating: flower_data/train/82/image_01670.jpg
inflating: flower_data/train/82/image_01664.jpg
inflating: flower_data/train/82/image_01665.jpg
inflating: flower_data/train/82/image_01675.jpg
inflating: flower_data/train/82/image_01648.jpg
inflating: flower_data/train/82/image_01660.jpg
inflating: flower_data/train/82/image_01674.jpg
inflating: flower_data/train/82/image_01689.jpg
inflating: flower_data/train/82/image_01676.jpg
inflating: flower_data/train/82/image_01677.jpg
inflating: flower_data/train/82/image_01663.jpg
inflating: flower_data/train/82/image_01688.jpg
inflating: flower_data/train/82/image_01646.jpg
inflating: flower_data/train/82/image_01652.jpg
inflating: flower_data/train/82/image_01647.jpg
inflating: flower_data/train/82/image_01684.jpg
inflating: flower_data/train/82/image_01692.jpg
inflating: flower_data/train/82/image_01651.jpg
inflating: flower_data/train/82/image_01645.jpg
inflating: flower_data/train/82/image_01644.jpg
inflating: flower_data/train/82/image_01678.jpg
inflating: flower_data/train/82/image_01687.jpg
inflating: flower_data/train/82/image_01654.jpg
inflating: flower_data/train/82/image_01668.jpg
inflating: flower_data/train/82/image_01669.jpg
inflating: flower_data/train/82/image_01641.jpg
inflating: flower_data/train/82/image_01655.jpg
inflating: flower_data/train/82/image_01682.jpg
inflating: flower_data/train/82/image_01680.jpg
inflating: flower_data/train/82/image_01694.jpg
inflating: flower_data/train/82/image_01657.jpg
inflating: flower_data/train/82/image_01656.jpg
inflating: flower_data/train/82/image_01642.jpg
inflating: flower_data/train/82/image_01695.jpg
inflating: flower_data/train/82/image_01681.jpg
inflating: flower_data/train/82/image_01619.jpg
inflating: flower_data/train/82/image_01631.jpg
inflating: flower_data/train/82/image_01590.jpg
inflating: flower_data/train/82/image_01584.jpg
inflating: flower_data/train/82/image_01585.jpg
inflating: flower_data/train/82/image_01591.jpg
inflating: flower_data/train/82/image_01630.jpg
inflating: flower_data/train/82/image_01624.jpg
inflating: flower_data/train/82/image_01632.jpg
inflating: flower_data/train/82/image_01626.jpg
inflating: flower_data/train/82/image_01587.jpg
inflating: flower_data/train/82/image_01593.jpg
inflating: flower_data/train/82/image_01586.jpg
inflating: flower_data/train/82/image_01627.jpg
inflating: flower_data/train/82/image_01633.jpg
inflating: flower_data/train/82/image_01637.jpg
inflating: flower_data/train/82/image_01623.jpg
inflating: flower_data/train/82/image_01597.jpg
inflating: flower_data/train/82/image_01622.jpg
inflating: flower_data/train/82/image_01636.jpg
inflating: flower_data/train/82/image_01620.jpg
inflating: flower_data/train/82/image_01634.jpg
inflating: flower_data/train/82/image_01608.jpg
inflating: flower_data/train/82/image_01595.jpg
inflating: flower_data/train/82/image_01635.jpg
inflating: flower_data/train/82/image_01621.jpg
creating: flower_data/train/49/
inflating: flower_data/train/49/image_06221.jpg
inflating: flower_data/train/49/image_06208.jpg
inflating: flower_data/train/49/image_06234.jpg
inflating: flower_data/train/49/image_06220.jpg
inflating: flower_data/train/49/image_06236.jpg
inflating: flower_data/train/49/image_06223.jpg
inflating: flower_data/train/49/image_06237.jpg
inflating: flower_data/train/49/image_06233.jpg
inflating: flower_data/train/49/image_06227.jpg
inflating: flower_data/train/49/image_06226.jpg
inflating: flower_data/train/49/image_06232.jpg
inflating: flower_data/train/49/image_06218.jpg
inflating: flower_data/train/49/image_06224.jpg
inflating: flower_data/train/49/image_06231.jpg
inflating: flower_data/train/49/image_06225.jpg
inflating: flower_data/train/49/image_06219.jpg
inflating: flower_data/train/49/image_06242.jpg
inflating: flower_data/train/49/image_06243.jpg
inflating: flower_data/train/49/image_06241.jpg
inflating: flower_data/train/49/image_06244.jpg
inflating: flower_data/train/49/image_06245.jpg
inflating: flower_data/train/49/image_06246.jpg
inflating: flower_data/train/49/image_06200.jpg
inflating: flower_data/train/49/image_06214.jpg
inflating: flower_data/train/49/image_06229.jpg
inflating: flower_data/train/49/image_06201.jpg
inflating: flower_data/train/49/image_06217.jpg
inflating: flower_data/train/49/image_06203.jpg
inflating: flower_data/train/49/image_06212.jpg
inflating: flower_data/train/49/image_06206.jpg
inflating: flower_data/train/49/image_06207.jpg
inflating: flower_data/train/49/image_06198.jpg
inflating: flower_data/train/49/image_06239.jpg
inflating: flower_data/train/49/image_06205.jpg
inflating: flower_data/train/49/image_06211.jpg
inflating: flower_data/train/49/image_06204.jpg
inflating: flower_data/train/49/image_06238.jpg
inflating: flower_data/train/49/image_06199.jpg
creating: flower_data/train/40/
inflating: flower_data/train/40/image_04581.jpg
inflating: flower_data/train/40/image_04595.jpg
inflating: flower_data/train/40/image_04620.jpg
inflating: flower_data/train/40/image_04621.jpg
inflating: flower_data/train/40/image_04594.jpg
inflating: flower_data/train/40/image_04580.jpg
inflating: flower_data/train/40/image_04569.jpg
inflating: flower_data/train/40/image_04623.jpg
inflating: flower_data/train/40/image_04622.jpg
inflating: flower_data/train/40/image_04583.jpg
inflating: flower_data/train/40/image_04597.jpg
inflating: flower_data/train/40/image_04593.jpg
inflating: flower_data/train/40/image_04592.jpg
inflating: flower_data/train/40/image_04590.jpg
inflating: flower_data/train/40/image_04619.jpg
inflating: flower_data/train/40/image_04624.jpg
inflating: flower_data/train/40/image_04618.jpg
inflating: flower_data/train/40/image_04591.jpg
inflating: flower_data/train/40/image_04585.jpg
inflating: flower_data/train/40/image_04577.jpg
inflating: flower_data/train/40/image_04615.jpg
inflating: flower_data/train/40/image_04601.jpg
inflating: flower_data/train/40/image_04600.jpg
inflating: flower_data/train/40/image_04614.jpg
inflating: flower_data/train/40/image_04576.jpg
inflating: flower_data/train/40/image_04562.jpg
inflating: flower_data/train/40/image_04589.jpg
inflating: flower_data/train/40/image_04574.jpg
inflating: flower_data/train/40/image_04560.jpg
inflating: flower_data/train/40/image_04602.jpg
inflating: flower_data/train/40/image_04616.jpg
inflating: flower_data/train/40/image_04617.jpg
inflating: flower_data/train/40/image_04603.jpg
inflating: flower_data/train/40/image_04561.jpg
inflating: flower_data/train/40/image_04575.jpg
inflating: flower_data/train/40/image_04559.jpg
inflating: flower_data/train/40/image_04571.jpg
inflating: flower_data/train/40/image_04565.jpg
inflating: flower_data/train/40/image_04607.jpg
inflating: flower_data/train/40/image_04613.jpg
inflating: flower_data/train/40/image_04612.jpg
inflating: flower_data/train/40/image_04606.jpg
inflating: flower_data/train/40/image_04564.jpg
inflating: flower_data/train/40/image_04570.jpg
inflating: flower_data/train/40/image_04558.jpg
inflating: flower_data/train/40/image_04599.jpg
inflating: flower_data/train/40/image_04566.jpg
inflating: flower_data/train/40/image_04572.jpg
inflating: flower_data/train/40/image_04610.jpg
inflating: flower_data/train/40/image_04604.jpg
inflating: flower_data/train/40/image_04605.jpg
inflating: flower_data/train/40/image_04611.jpg
inflating: flower_data/train/40/image_04567.jpg
inflating: flower_data/train/40/image_04598.jpg
creating: flower_data/train/47/
inflating: flower_data/train/47/image_04967.jpg
inflating: flower_data/train/47/image_04973.jpg
inflating: flower_data/train/47/image_04998.jpg
inflating: flower_data/train/47/image_04999.jpg
inflating: flower_data/train/47/image_04972.jpg
inflating: flower_data/train/47/image_04958.jpg
inflating: flower_data/train/47/image_04970.jpg
inflating: flower_data/train/47/image_04964.jpg
inflating: flower_data/train/47/image_04965.jpg
inflating: flower_data/train/47/image_04971.jpg
inflating: flower_data/train/47/image_04959.jpg
inflating: flower_data/train/47/image_04975.jpg
inflating: flower_data/train/47/image_04961.jpg
inflating: flower_data/train/47/image_04960.jpg
inflating: flower_data/train/47/image_04974.jpg
inflating: flower_data/train/47/image_04962.jpg
inflating: flower_data/train/47/image_04976.jpg
inflating: flower_data/train/47/image_04988.jpg
inflating: flower_data/train/47/image_04977.jpg
inflating: flower_data/train/47/image_04963.jpg
inflating: flower_data/train/47/image_05011.jpg
inflating: flower_data/train/47/image_05005.jpg
inflating: flower_data/train/47/image_05004.jpg
inflating: flower_data/train/47/image_05010.jpg
inflating: flower_data/train/47/image_05006.jpg
inflating: flower_data/train/47/image_05012.jpg
inflating: flower_data/train/47/image_05003.jpg
inflating: flower_data/train/47/image_05017.jpg
inflating: flower_data/train/47/image_05016.jpg
inflating: flower_data/train/47/image_05002.jpg
inflating: flower_data/train/47/image_05014.jpg
inflating: flower_data/train/47/image_05000.jpg
inflating: flower_data/train/47/image_05001.jpg
inflating: flower_data/train/47/image_05015.jpg
inflating: flower_data/train/47/image_05018.jpg
inflating: flower_data/train/47/image_05019.jpg
inflating: flower_data/train/47/image_05009.jpg
inflating: flower_data/train/47/image_05008.jpg
inflating: flower_data/train/47/image_04985.jpg
inflating: flower_data/train/47/image_04991.jpg
inflating: flower_data/train/47/image_04990.jpg
inflating: flower_data/train/47/image_04984.jpg
inflating: flower_data/train/47/image_04953.jpg
inflating: flower_data/train/47/image_04979.jpg
inflating: flower_data/train/47/image_04992.jpg
inflating: flower_data/train/47/image_04986.jpg
inflating: flower_data/train/47/image_04987.jpg
inflating: flower_data/train/47/image_04978.jpg
inflating: flower_data/train/47/image_04954.jpg
inflating: flower_data/train/47/image_04968.jpg
inflating: flower_data/train/47/image_04997.jpg
inflating: flower_data/train/47/image_04983.jpg
inflating: flower_data/train/47/image_04982.jpg
inflating: flower_data/train/47/image_04996.jpg
inflating: flower_data/train/47/image_04969.jpg
inflating: flower_data/train/47/image_04955.jpg
inflating: flower_data/train/47/image_04980.jpg
inflating: flower_data/train/47/image_04994.jpg
inflating: flower_data/train/47/image_04995.jpg
inflating: flower_data/train/47/image_04981.jpg
inflating: flower_data/train/47/image_04956.jpg
creating: flower_data/train/78/
inflating: flower_data/train/78/image_01837.jpg
inflating: flower_data/train/78/image_01957.jpg
inflating: flower_data/train/78/image_01943.jpg
inflating: flower_data/train/78/image_01942.jpg
inflating: flower_data/train/78/image_01956.jpg
inflating: flower_data/train/78/image_01836.jpg
inflating: flower_data/train/78/image_01834.jpg
inflating: flower_data/train/78/image_01940.jpg
inflating: flower_data/train/78/image_01954.jpg
inflating: flower_data/train/78/image_01955.jpg
inflating: flower_data/train/78/image_01941.jpg
inflating: flower_data/train/78/image_01835.jpg
inflating: flower_data/train/78/image_01831.jpg
inflating: flower_data/train/78/image_01945.jpg
inflating: flower_data/train/78/image_01951.jpg
inflating: flower_data/train/78/image_01950.jpg
inflating: flower_data/train/78/image_01832.jpg
inflating: flower_data/train/78/image_01952.jpg
inflating: flower_data/train/78/image_01946.jpg
inflating: flower_data/train/78/image_01947.jpg
inflating: flower_data/train/78/image_01833.jpg
inflating: flower_data/train/78/image_01827.jpg
inflating: flower_data/train/78/image_01840.jpg
inflating: flower_data/train/78/image_01854.jpg
inflating: flower_data/train/78/image_01868.jpg
inflating: flower_data/train/78/image_01883.jpg
inflating: flower_data/train/78/image_01897.jpg
inflating: flower_data/train/78/image_01934.jpg
inflating: flower_data/train/78/image_01920.jpg
inflating: flower_data/train/78/image_01908.jpg
inflating: flower_data/train/78/image_01909.jpg
inflating: flower_data/train/78/image_01921.jpg
inflating: flower_data/train/78/image_01935.jpg
inflating: flower_data/train/78/image_01896.jpg
inflating: flower_data/train/78/image_01882.jpg
inflating: flower_data/train/78/image_01869.jpg
inflating: flower_data/train/78/image_01841.jpg
inflating: flower_data/train/78/image_01857.jpg
inflating: flower_data/train/78/image_01880.jpg
inflating: flower_data/train/78/image_01923.jpg
inflating: flower_data/train/78/image_01936.jpg
inflating: flower_data/train/78/image_01881.jpg
inflating: flower_data/train/78/image_01895.jpg
inflating: flower_data/train/78/image_01842.jpg
inflating: flower_data/train/78/image_01852.jpg
inflating: flower_data/train/78/image_01846.jpg
inflating: flower_data/train/78/image_01891.jpg
inflating: flower_data/train/78/image_01885.jpg
inflating: flower_data/train/78/image_01926.jpg
inflating: flower_data/train/78/image_01932.jpg
inflating: flower_data/train/78/image_01933.jpg
inflating: flower_data/train/78/image_01927.jpg
inflating: flower_data/train/78/image_01884.jpg
inflating: flower_data/train/78/image_01890.jpg
inflating: flower_data/train/78/image_01847.jpg
inflating: flower_data/train/78/image_01853.jpg
inflating: flower_data/train/78/image_01879.jpg
inflating: flower_data/train/78/image_01845.jpg
inflating: flower_data/train/78/image_01851.jpg
inflating: flower_data/train/78/image_01886.jpg
inflating: flower_data/train/78/image_01892.jpg
inflating: flower_data/train/78/image_01925.jpg
inflating: flower_data/train/78/image_01924.jpg
inflating: flower_data/train/78/image_01930.jpg
inflating: flower_data/train/78/image_01918.jpg
inflating: flower_data/train/78/image_01887.jpg
inflating: flower_data/train/78/image_01850.jpg
inflating: flower_data/train/78/image_01878.jpg
inflating: flower_data/train/78/image_01861.jpg
inflating: flower_data/train/78/image_01875.jpg
inflating: flower_data/train/78/image_01849.jpg
inflating: flower_data/train/78/image_01915.jpg
inflating: flower_data/train/78/image_01901.jpg
inflating: flower_data/train/78/image_01900.jpg
inflating: flower_data/train/78/image_01860.jpg
inflating: flower_data/train/78/image_01876.jpg
inflating: flower_data/train/78/image_01889.jpg
inflating: flower_data/train/78/image_01902.jpg
inflating: flower_data/train/78/image_01916.jpg
inflating: flower_data/train/78/image_01917.jpg
inflating: flower_data/train/78/image_01863.jpg
inflating: flower_data/train/78/image_01877.jpg
inflating: flower_data/train/78/image_01873.jpg
inflating: flower_data/train/78/image_01867.jpg
inflating: flower_data/train/78/image_01898.jpg
inflating: flower_data/train/78/image_01907.jpg
inflating: flower_data/train/78/image_01913.jpg
inflating: flower_data/train/78/image_01912.jpg
inflating: flower_data/train/78/image_01906.jpg
inflating: flower_data/train/78/image_01899.jpg
inflating: flower_data/train/78/image_01866.jpg
inflating: flower_data/train/78/image_01872.jpg
inflating: flower_data/train/78/image_01858.jpg
inflating: flower_data/train/78/image_01864.jpg
inflating: flower_data/train/78/image_01870.jpg
inflating: flower_data/train/78/image_01904.jpg
inflating: flower_data/train/78/image_01905.jpg
inflating: flower_data/train/78/image_01911.jpg
inflating: flower_data/train/78/image_01939.jpg
inflating: flower_data/train/78/image_01871.jpg
inflating: flower_data/train/78/image_01865.jpg
inflating: flower_data/train/78/image_01859.jpg
inflating: flower_data/train/78/image_01963.jpg
inflating: flower_data/train/78/image_01829.jpg
inflating: flower_data/train/78/image_01961.jpg
inflating: flower_data/train/78/image_01948.jpg
inflating: flower_data/train/78/image_01960.jpg
inflating: flower_data/train/78/image_01828.jpg
inflating: flower_data/train/78/image_01838.jpg
inflating: flower_data/train/78/image_01958.jpg
inflating: flower_data/train/78/image_01959.jpg
inflating: flower_data/train/78/image_01839.jpg
creating: flower_data/train/2/
inflating: flower_data/train/2/image_05106.jpg
inflating: flower_data/train/2/image_05112.jpg
inflating: flower_data/train/2/image_05099.jpg
inflating: flower_data/train/2/image_05098.jpg
inflating: flower_data/train/2/image_05113.jpg
inflating: flower_data/train/2/image_05139.jpg
inflating: flower_data/train/2/image_05111.jpg
inflating: flower_data/train/2/image_05105.jpg
inflating: flower_data/train/2/image_05104.jpg
inflating: flower_data/train/2/image_05110.jpg
inflating: flower_data/train/2/image_05138.jpg
inflating: flower_data/train/2/image_05114.jpg
inflating: flower_data/train/2/image_05128.jpg
inflating: flower_data/train/2/image_05129.jpg
inflating: flower_data/train/2/image_05115.jpg
inflating: flower_data/train/2/image_05103.jpg
inflating: flower_data/train/2/image_05117.jpg
inflating: flower_data/train/2/image_05088.jpg
inflating: flower_data/train/2/image_05089.jpg
inflating: flower_data/train/2/image_05116.jpg
inflating: flower_data/train/2/image_05102.jpg
inflating: flower_data/train/2/image_05144.jpg
inflating: flower_data/train/2/image_05145.jpg
inflating: flower_data/train/2/image_05146.jpg
inflating: flower_data/train/2/image_05143.jpg
inflating: flower_data/train/2/image_05141.jpg
inflating: flower_data/train/2/image_05140.jpg
inflating: flower_data/train/2/image_05127.jpg
inflating: flower_data/train/2/image_05090.jpg
inflating: flower_data/train/2/image_05091.jpg
inflating: flower_data/train/2/image_05132.jpg
inflating: flower_data/train/2/image_05126.jpg
inflating: flower_data/train/2/image_05118.jpg
inflating: flower_data/train/2/image_05130.jpg
inflating: flower_data/train/2/image_05087.jpg
inflating: flower_data/train/2/image_05093.jpg
inflating: flower_data/train/2/image_05092.jpg
inflating: flower_data/train/2/image_05131.jpg
inflating: flower_data/train/2/image_05119.jpg
inflating: flower_data/train/2/image_05135.jpg
inflating: flower_data/train/2/image_05121.jpg
inflating: flower_data/train/2/image_05096.jpg
inflating: flower_data/train/2/image_05097.jpg
inflating: flower_data/train/2/image_05108.jpg
inflating: flower_data/train/2/image_05120.jpg
inflating: flower_data/train/2/image_05134.jpg
inflating: flower_data/train/2/image_05122.jpg
inflating: flower_data/train/2/image_05095.jpg
inflating: flower_data/train/2/image_05123.jpg
creating: flower_data/train/13/
inflating: flower_data/train/13/image_05788.jpg
inflating: flower_data/train/13/image_05777.jpg
inflating: flower_data/train/13/image_05762.jpg
inflating: flower_data/train/13/image_05776.jpg
inflating: flower_data/train/13/image_05789.jpg
inflating: flower_data/train/13/image_05748.jpg
inflating: flower_data/train/13/image_05760.jpg
inflating: flower_data/train/13/image_05774.jpg
inflating: flower_data/train/13/image_05765.jpg
inflating: flower_data/train/13/image_05771.jpg
inflating: flower_data/train/13/image_05758.jpg
inflating: flower_data/train/13/image_05770.jpg
inflating: flower_data/train/13/image_05764.jpg
inflating: flower_data/train/13/image_05766.jpg
inflating: flower_data/train/13/image_05773.jpg
inflating: flower_data/train/13/image_05781.jpg
inflating: flower_data/train/13/image_05756.jpg
inflating: flower_data/train/13/image_05757.jpg
inflating: flower_data/train/13/image_05780.jpg
inflating: flower_data/train/13/image_05782.jpg
inflating: flower_data/train/13/image_05755.jpg
inflating: flower_data/train/13/image_05754.jpg
inflating: flower_data/train/13/image_05768.jpg
inflating: flower_data/train/13/image_05744.jpg
inflating: flower_data/train/13/image_05750.jpg
inflating: flower_data/train/13/image_05778.jpg
inflating: flower_data/train/13/image_05779.jpg
inflating: flower_data/train/13/image_05751.jpg
inflating: flower_data/train/13/image_05792.jpg
inflating: flower_data/train/13/image_05786.jpg
inflating: flower_data/train/13/image_05790.jpg
inflating: flower_data/train/13/image_05784.jpg
inflating: flower_data/train/13/image_05753.jpg
inflating: flower_data/train/13/image_05747.jpg
inflating: flower_data/train/13/image_05746.jpg
inflating: flower_data/train/13/image_05752.jpg
inflating: flower_data/train/13/image_05785.jpg
inflating: flower_data/train/13/image_05791.jpg
creating: flower_data/train/5/
inflating: flower_data/train/5/image_05165.jpg
inflating: flower_data/train/5/image_05171.jpg
inflating: flower_data/train/5/image_05207.jpg
inflating: flower_data/train/5/image_05206.jpg
inflating: flower_data/train/5/image_05170.jpg
inflating: flower_data/train/5/image_05158.jpg
inflating: flower_data/train/5/image_05172.jpg
inflating: flower_data/train/5/image_05204.jpg
inflating: flower_data/train/5/image_05210.jpg
inflating: flower_data/train/5/image_05211.jpg
inflating: flower_data/train/5/image_05205.jpg
inflating: flower_data/train/5/image_05167.jpg
inflating: flower_data/train/5/image_05173.jpg
inflating: flower_data/train/5/image_05198.jpg
inflating: flower_data/train/5/image_05177.jpg
inflating: flower_data/train/5/image_05163.jpg
inflating: flower_data/train/5/image_05201.jpg
inflating: flower_data/train/5/image_05200.jpg
inflating: flower_data/train/5/image_05162.jpg
inflating: flower_data/train/5/image_05176.jpg
inflating: flower_data/train/5/image_05189.jpg
inflating: flower_data/train/5/image_05160.jpg
inflating: flower_data/train/5/image_05174.jpg
inflating: flower_data/train/5/image_05148.jpg
inflating: flower_data/train/5/image_05202.jpg
inflating: flower_data/train/5/image_05203.jpg
inflating: flower_data/train/5/image_05149.jpg
inflating: flower_data/train/5/image_05175.jpg
inflating: flower_data/train/5/image_05161.jpg
inflating: flower_data/train/5/image_05187.jpg
inflating: flower_data/train/5/image_05193.jpg
inflating: flower_data/train/5/image_05178.jpg
inflating: flower_data/train/5/image_05150.jpg
inflating: flower_data/train/5/image_05151.jpg
inflating: flower_data/train/5/image_05179.jpg
inflating: flower_data/train/5/image_05190.jpg
inflating: flower_data/train/5/image_05184.jpg
inflating: flower_data/train/5/image_05153.jpg
inflating: flower_data/train/5/image_05147.jpg
inflating: flower_data/train/5/image_05152.jpg
inflating: flower_data/train/5/image_05185.jpg
inflating: flower_data/train/5/image_05191.jpg
inflating: flower_data/train/5/image_05195.jpg
inflating: flower_data/train/5/image_05181.jpg
inflating: flower_data/train/5/image_05156.jpg
inflating: flower_data/train/5/image_05208.jpg
inflating: flower_data/train/5/image_05157.jpg
inflating: flower_data/train/5/image_05180.jpg
inflating: flower_data/train/5/image_05194.jpg
inflating: flower_data/train/5/image_05182.jpg
inflating: flower_data/train/5/image_05155.jpg
inflating: flower_data/train/5/image_05154.jpg
inflating: flower_data/train/5/image_05197.jpg
inflating: flower_data/train/5/image_05183.jpg
creating: flower_data/train/14/
inflating: flower_data/train/14/image_06054.jpg
inflating: flower_data/train/14/image_06068.jpg
inflating: flower_data/train/14/image_06069.jpg
inflating: flower_data/train/14/image_06055.jpg
inflating: flower_data/train/14/image_06096.jpg
inflating: flower_data/train/14/image_06094.jpg
inflating: flower_data/train/14/image_06080.jpg
inflating: flower_data/train/14/image_06057.jpg
inflating: flower_data/train/14/image_06056.jpg
inflating: flower_data/train/14/image_06081.jpg
inflating: flower_data/train/14/image_06095.jpg
inflating: flower_data/train/14/image_06085.jpg
inflating: flower_data/train/14/image_06053.jpg
inflating: flower_data/train/14/image_06084.jpg
inflating: flower_data/train/14/image_06090.jpg
inflating: flower_data/train/14/image_06086.jpg
inflating: flower_data/train/14/image_06092.jpg
inflating: flower_data/train/14/image_06079.jpg
inflating: flower_data/train/14/image_06051.jpg
inflating: flower_data/train/14/image_06050.jpg
inflating: flower_data/train/14/image_06078.jpg
inflating: flower_data/train/14/image_06093.jpg
inflating: flower_data/train/14/image_06087.jpg
inflating: flower_data/train/14/image_06061.jpg
inflating: flower_data/train/14/image_06075.jpg
inflating: flower_data/train/14/image_06049.jpg
inflating: flower_data/train/14/image_06074.jpg
inflating: flower_data/train/14/image_06060.jpg
inflating: flower_data/train/14/image_06089.jpg
inflating: flower_data/train/14/image_06076.jpg
inflating: flower_data/train/14/image_06062.jpg
inflating: flower_data/train/14/image_06063.jpg
inflating: flower_data/train/14/image_06077.jpg
inflating: flower_data/train/14/image_06088.jpg
inflating: flower_data/train/14/image_06073.jpg
inflating: flower_data/train/14/image_06067.jpg
inflating: flower_data/train/14/image_06066.jpg
inflating: flower_data/train/14/image_06072.jpg
inflating: flower_data/train/14/image_06058.jpg
inflating: flower_data/train/14/image_06064.jpg
inflating: flower_data/train/14/image_06070.jpg
inflating: flower_data/train/14/image_06071.jpg
inflating: flower_data/train/14/image_06065.jpg
inflating: flower_data/train/14/image_06059.jpg
creating: flower_data/train/22/
inflating: flower_data/train/22/image_05367.jpg
inflating: flower_data/train/22/image_05373.jpg
inflating: flower_data/train/22/image_05372.jpg
inflating: flower_data/train/22/image_05358.jpg
inflating: flower_data/train/22/image_05370.jpg
inflating: flower_data/train/22/image_05365.jpg
inflating: flower_data/train/22/image_05371.jpg
inflating: flower_data/train/22/image_05359.jpg
inflating: flower_data/train/22/image_05375.jpg
inflating: flower_data/train/22/image_05349.jpg
inflating: flower_data/train/22/image_05348.jpg
inflating: flower_data/train/22/image_05374.jpg
inflating: flower_data/train/22/image_05389.jpg
inflating: flower_data/train/22/image_05377.jpg
inflating: flower_data/train/22/image_05363.jpg
inflating: flower_data/train/22/image_05385.jpg
inflating: flower_data/train/22/image_05346.jpg
inflating: flower_data/train/22/image_05353.jpg
inflating: flower_data/train/22/image_05347.jpg
inflating: flower_data/train/22/image_05390.jpg
inflating: flower_data/train/22/image_05384.jpg
inflating: flower_data/train/22/image_05392.jpg
inflating: flower_data/train/22/image_05386.jpg
inflating: flower_data/train/22/image_05379.jpg
inflating: flower_data/train/22/image_05351.jpg
inflating: flower_data/train/22/image_05345.jpg
inflating: flower_data/train/22/image_05344.jpg
inflating: flower_data/train/22/image_05350.jpg
inflating: flower_data/train/22/image_05378.jpg
inflating: flower_data/train/22/image_05387.jpg
inflating: flower_data/train/22/image_05393.jpg
inflating: flower_data/train/22/image_05397.jpg
inflating: flower_data/train/22/image_05383.jpg
inflating: flower_data/train/22/image_05354.jpg
inflating: flower_data/train/22/image_05340.jpg
inflating: flower_data/train/22/image_05369.jpg
inflating: flower_data/train/22/image_05341.jpg
inflating: flower_data/train/22/image_05355.jpg
inflating: flower_data/train/22/image_05382.jpg
inflating: flower_data/train/22/image_05396.jpg
inflating: flower_data/train/22/image_05380.jpg
inflating: flower_data/train/22/image_05394.jpg
inflating: flower_data/train/22/image_05343.jpg
inflating: flower_data/train/22/image_05357.jpg
inflating: flower_data/train/22/image_05356.jpg
inflating: flower_data/train/22/image_05342.jpg
inflating: flower_data/train/22/image_05395.jpg
creating: flower_data/train/25/
inflating: flower_data/train/25/image_06590.jpg
inflating: flower_data/train/25/image_06591.jpg
inflating: flower_data/train/25/image_06585.jpg
inflating: flower_data/train/25/image_06587.jpg
inflating: flower_data/train/25/image_06578.jpg
inflating: flower_data/train/25/image_06579.jpg
inflating: flower_data/train/25/image_06586.jpg
inflating: flower_data/train/25/image_06592.jpg
inflating: flower_data/train/25/image_06596.jpg
inflating: flower_data/train/25/image_06597.jpg
inflating: flower_data/train/25/image_06608.jpg
inflating: flower_data/train/25/image_06581.jpg
inflating: flower_data/train/25/image_06595.jpg
inflating: flower_data/train/25/image_06594.jpg
inflating: flower_data/train/25/image_06609.jpg
inflating: flower_data/train/25/image_06610.jpg
inflating: flower_data/train/25/image_06604.jpg
inflating: flower_data/train/25/image_06599.jpg
inflating: flower_data/train/25/image_06573.jpg
inflating: flower_data/train/25/image_06598.jpg
inflating: flower_data/train/25/image_06605.jpg
inflating: flower_data/train/25/image_06607.jpg
inflating: flower_data/train/25/image_06571.jpg
inflating: flower_data/train/25/image_06606.jpg
inflating: flower_data/train/25/image_06602.jpg
inflating: flower_data/train/25/image_06574.jpg
inflating: flower_data/train/25/image_06575.jpg
inflating: flower_data/train/25/image_06603.jpg
inflating: flower_data/train/25/image_06601.jpg
inflating: flower_data/train/25/image_06588.jpg
inflating: flower_data/train/25/image_06577.jpg
inflating: flower_data/train/25/image_06576.jpg
inflating: flower_data/train/25/image_06589.jpg
inflating: flower_data/train/25/image_06600.jpg
| MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Import the test environment | !git clone https://github.com/GabrielePicco/deep-learning-flower-identifier
!pip install requests
!pip install airtable
import sys
sys.path.insert(0, 'deep-learning-flower-identifier')
from test_model_pytorch_facebook_challenge import publish_evaluated_model, calc_accuracy | Cloning into 'deep-learning-flower-identifier'...
remote: Enumerating objects: 31, done.[K
remote: Counting objects: 100% (31/31), done.[K
remote: Compressing objects: 100% (27/27), done.[K
remote: Total 31 (delta 13), reused 18 (delta 2), pack-reused 0[K
Unpacking objects: 100% (31/31), done.
Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (2.18.4)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests) (2018.11.29)
Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests) (2.6)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests) (3.0.4)
Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests) (1.22)
Collecting airtable
Downloading https://files.pythonhosted.org/packages/a8/ef/8b2bee11988bb1b4df41454a999f855bd568a74b8b58fd92279bfb50fb56/airtable-0.3.1.tar.gz
Requirement already satisfied: requests>=2.5.3 in /usr/local/lib/python3.6/dist-packages (from airtable) (2.18.4)
Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.5.3->airtable) (2.6)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.5.3->airtable) (2018.11.29)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.5.3->airtable) (3.0.4)
Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.5.3->airtable) (1.22)
Building wheels for collected packages: airtable
Running setup.py bdist_wheel for airtable ... [?25l- done
[?25h Stored in directory: /root/.cache/pip/wheels/9b/ba/63/364c02fabcd50ef6e2f101a57feb727bd7a693697765a9df17
Successfully built airtable
Installing collected packages: airtable
Successfully installed airtable-0.3.1
| MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Import | !pip install --no-cache-dir -I pillow
# Imports here
%matplotlib inline
import time
import os
import json
import copy
import matplotlib.pyplot as plt
import seaborn as sns
import numpy as np
from PIL import Image
from collections import OrderedDict
import torch
from torch import nn, optim
from torch.optim import lr_scheduler
from torch.autograd import Variable
from torchvision import datasets, models, transforms
from google.colab import files | Collecting pillow
[?25l Downloading https://files.pythonhosted.org/packages/62/94/5430ebaa83f91cc7a9f687ff5238e26164a779cca2ef9903232268b0a318/Pillow-5.3.0-cp36-cp36m-manylinux1_x86_64.whl (2.0MB)
[K 100% |████████████████████████████████| 2.0MB 4.1MB/s
[?25hInstalling collected packages: pillow
Successfully installed pillow-5.3.0
| MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Load the dataHere you'll use `torchvision` to load the data ([documentation](http://pytorch.org/docs/0.3.0/torchvision/index.html)). You can [download the data here](https://s3.amazonaws.com/content.udacity-data.com/courses/nd188/flower_data.zip). The dataset is split into two parts, training and validation. For the training, you'll want to apply transformations such as random scaling, cropping, and flipping. This will help the network generalize leading to better performance. If you use a pre-trained network, you'll also need to make sure the input data is resized to 224x224 pixels as required by the networks.The validation set is used to measure the model's performance on data it hasn't seen yet. For this you don't want any scaling or rotation transformations, but you'll need to resize then crop the images to the appropriate size.The pre-trained networks available from `torchvision` were trained on the ImageNet dataset where each color channel was normalized separately. For both sets you'll need to normalize the means and standard deviations of the images to what the network expects. For the means, it's `[0.485, 0.456, 0.406]` and for the standard deviations `[0.229, 0.224, 0.225]`, calculated from the ImageNet images. These values will shift each color channel to be centered at 0 and range from -1 to 1. | data_dir = './flower_data'
train_dir = os.path.join(data_dir, 'train')
valid_dir = os.path.join(data_dir, 'valid')
dirs = {'train': train_dir,
'valid': valid_dir}
size = 224
data_transforms = data_transforms = {
'train': transforms.Compose([
transforms.RandomRotation(45),
transforms.RandomResizedCrop(size),
transforms.RandomHorizontalFlip(),
transforms.ToTensor(),
transforms.Normalize([0.485, 0.456, 0.406],
[0.229, 0.224, 0.225])
]),
'valid': transforms.Compose([
transforms.Resize(size + 32),
transforms.CenterCrop(size),
transforms.ToTensor(),
transforms.Normalize([0.485, 0.456, 0.406],
[0.229, 0.224, 0.225])
]),
}
image_datasets = {x: datasets.ImageFolder(dirs[x], transform=data_transforms[x]) for x in ['train', 'valid']}
dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=32, shuffle=True) for x in ['train', 'valid']}
dataset_sizes = {x: len(image_datasets[x])
for x in ['train', 'valid']}
class_names = image_datasets['train'].classes | _____no_output_____ | MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Label mappingYou'll also need to load in a mapping from category label to category name. You can find this in the file `cat_to_name.json`. It's a JSON object which you can read in with the [`json` module](https://docs.python.org/2/library/json.html). This will give you a dictionary mapping the integer encoded categories to the actual names of the flowers. | with open('cat_to_name.json', 'r') as f:
cat_to_name = json.load(f) | _____no_output_____ | MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Building and training the classifierNow that the data is ready, it's time to build and train the classifier. As usual, you should use one of the pretrained models from `torchvision.models` to get the image features. Build and train a new feed-forward classifier using those features.We're going to leave this part up to you. If you want to talk through it with someone, chat with your fellow students! You can also ask questions on the forums or join the instructors in office hours.Refer to [the rubric](https://review.udacity.com/!/rubrics/1663/view) for guidance on successfully completing this section. Things you'll need to do:* Load a [pre-trained network](http://pytorch.org/docs/master/torchvision/models.html) (If you need a starting point, the VGG networks work great and are straightforward to use)* Define a new, untrained feed-forward network as a classifier, using ReLU activations and dropout* Train the classifier layers using backpropagation using the pre-trained network to get the features* Track the loss and accuracy on the validation set to determine the best hyperparametersWe've left a cell open for you below, but use as many as you need. Our advice is to break the problem up into smaller parts you can run separately. Check that each part is doing what you expect, then move on to the next. You'll likely find that as you work through each part, you'll need to go back and modify your previous code. This is totally normal!When training make sure you're updating only the weights of the feed-forward network. You should be able to get the validation accuracy above 70% if you build everything right. Make sure to try different hyperparameters (learning rate, units in the classifier, epochs, etc) to find the best model. Save those hyperparameters to use as default values in the next part of the project. | model = models.vgg19(pretrained=True)
# freeze all pretrained model parameters
for param in model.parameters():
param.requires_grad_(False)
print(model)
classifier = nn.Sequential(OrderedDict([
('fc1', nn.Linear(25088, 4096)),
('relu', nn.ReLU()),
('fc2', nn.Linear(4096, 102)),
('output', nn.LogSoftmax(dim=1))
]))
model.classifier = classifier
def train_model(model, criteria, optimizer, scheduler, num_epochs=25, device='cuda'):
model.to(device)
since = time.time()
best_model_wts = copy.deepcopy(model.state_dict())
best_acc = 0.0
for epoch in range(num_epochs):
print('Epoch {}/{}'.format(epoch, num_epochs - 1))
print('-' * 10)
# Each epoch has a training and validation phase
for phase in ['train', 'valid']:
if phase == 'train':
scheduler.step()
model.train() # Set model to training mode
else:
model.eval() # Set model to evaluate mode
running_loss = 0.0
running_corrects = 0
# Iterate over data.
for inputs, labels in dataloaders[phase]:
inputs = inputs.to(device)
labels = labels.to(device)
# zero the parameter gradients
optimizer.zero_grad()
# forward
# track history if only in train
with torch.set_grad_enabled(phase == 'train'):
outputs = model(inputs)
_, preds = torch.max(outputs, 1)
loss = criteria(outputs, labels)
# backward + optimize only if in training phase
if phase == 'train':
loss.backward()
optimizer.step()
# statistics
running_loss += loss.item() * inputs.size(0)
running_corrects += torch.sum(preds == labels.data)
epoch_loss = running_loss / dataset_sizes[phase]
epoch_acc = running_corrects.double() / dataset_sizes[phase]
print('{} Loss: {:.4f} Acc: {:.4f}'.format(
phase, epoch_loss, epoch_acc))
# deep copy the model
if phase == 'valid' and epoch_acc > best_acc:
best_acc = epoch_acc
best_model_wts = copy.deepcopy(model.state_dict())
print()
time_elapsed = time.time() - since
print('Training complete in {:.0f}m {:.0f}s'.format(
time_elapsed // 60, time_elapsed % 60))
print('Best val Acc: {:4f}'.format(best_acc))
# load best model weights
model.load_state_dict(best_model_wts)
return model
# Criteria NLLLoss which is recommended with Softmax final layer
criteria = nn.NLLLoss()
# Observe that all parameters are being optimized
optimizer = optim.Adam(model.classifier.parameters(), lr=0.001)
# Decay LR by a factor of 0.1 every 4 epochs
sched = lr_scheduler.StepLR(optimizer, step_size=4, gamma=0.1)
# Number of epochs
eps=5
device = "cuda" if torch.cuda.is_available() else "cpu"
model_ft = train_model(model, criteria, optimizer, sched, eps, device) | Epoch 0/4
----------
train Loss: 2.4615 Acc: 0.4750
valid Loss: 0.9368 Acc: 0.7445
Epoch 1/4
----------
train Loss: 1.1086 Acc: 0.6958
valid Loss: 0.6747 Acc: 0.8093
Epoch 2/4
----------
train Loss: 0.9610 Acc: 0.7427
valid Loss: 0.6377 Acc: 0.8289
Epoch 3/4
----------
train Loss: 0.8783 Acc: 0.7592
valid Loss: 0.5280 Acc: 0.8460
Epoch 4/4
----------
train Loss: 0.6236 Acc: 0.8278
valid Loss: 0.4131 Acc: 0.8863
Training complete in 22m 36s
Best val Acc: 0.886308
| MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Save the checkpointNow that your network is trained, save the model so you can load it later for making predictions. You probably want to save other things such as the mapping of classes to indices which you get from one of the image datasets: `image_datasets['train'].class_to_idx`. You can attach this to the model as an attribute which makes inference easier later on.```model.class_to_idx = image_datasets['train'].class_to_idx```Remember that you'll want to completely rebuild the model later so you can use it for inference. Make sure to include any information you need in the checkpoint. If you want to load the model and keep training, you'll want to save the number of epochs as well as the optimizer state, `optimizer.state_dict`. You'll likely want to use this trained model in the next part of the project, so best to save it now. | model_file_name = 'classifier.pth'
model.class_to_idx = image_datasets['train'].class_to_idx
model.cpu()
torch.save({'arch': 'vgg19',
'state_dict': model.state_dict(),
'class_to_idx': model.class_to_idx},
model_file_name) | _____no_output_____ | MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Loading the checkpointAt this point it's good to write a function that can load a checkpoint and rebuild the model. That way you can come back to this project and keep working on it without having to retrain the network. | def load_model(checkpoint_path):
chpt = torch.load(checkpoint_path)
pretrained_model = getattr(models, chpt['arch'])
if callable(pretrained_model):
model = pretrained_model(pretrained=True)
for param in model.parameters():
param.requires_grad = False
else:
print("Sorry base architecture not recognized")
model.class_to_idx = chpt['class_to_idx']
# Create the classifier
classifier = nn.Sequential(OrderedDict([
('fc1', nn.Linear(25088, 4096)),
('relu', nn.ReLU()),
('fc2', nn.Linear(4096, 102)),
('output', nn.LogSoftmax(dim=1))
]))
# Put the classifier on the pretrained network
model.classifier = classifier
model.load_state_dict(chpt['state_dict'])
return model
model = load_model('classifier.pth')
calc_accuracy(model, input_image_size=224, testset_path=valid_dir) | Batch accuracy (Size 32): 0.8125
Batch accuracy (Size 32): 0.8125
Batch accuracy (Size 32): 0.78125
Batch accuracy (Size 32): 0.78125
Batch accuracy (Size 32): 0.875
Batch accuracy (Size 32): 0.9375
Batch accuracy (Size 32): 0.96875
Batch accuracy (Size 32): 0.9375
Batch accuracy (Size 32): 0.90625
Batch accuracy (Size 32): 0.875
Batch accuracy (Size 32): 0.84375
Batch accuracy (Size 32): 0.875
Batch accuracy (Size 32): 0.71875
Batch accuracy (Size 32): 0.9375
Batch accuracy (Size 32): 0.90625
Batch accuracy (Size 32): 0.9375
Batch accuracy (Size 32): 0.875
Batch accuracy (Size 32): 0.90625
Batch accuracy (Size 32): 0.96875
Batch accuracy (Size 32): 0.90625
Batch accuracy (Size 32): 0.90625
Batch accuracy (Size 32): 0.875
Batch accuracy (Size 32): 0.875
Batch accuracy (Size 32): 0.9375
Batch accuracy (Size 32): 0.78125
Batch accuracy (Size 32): 0.8888888955116272
Mean accuracy: 0.8779380321502686
| MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Inference for classificationNow you'll write a function to use a trained network for inference. That is, you'll pass an image into the network and predict the class of the flower in the image. Write a function called `predict` that takes an image and a model, then returns the top $K$ most likely classes along with the probabilities. It should look like ```pythonprobs, classes = predict(image_path, model)print(probs)print(classes)> [ 0.01558163 0.01541934 0.01452626 0.01443549 0.01407339]> ['70', '3', '45', '62', '55']```First you'll need to handle processing the input image such that it can be used in your network. Image PreprocessingYou'll want to use `PIL` to load the image ([documentation](https://pillow.readthedocs.io/en/latest/reference/Image.html)). It's best to write a function that preprocesses the image so it can be used as input for the model. This function should process the images in the same manner used for training. First, resize the images where the shortest side is 256 pixels, keeping the aspect ratio. This can be done with the [`thumbnail`](http://pillow.readthedocs.io/en/3.1.x/reference/Image.htmlPIL.Image.Image.thumbnail) or [`resize`](http://pillow.readthedocs.io/en/3.1.x/reference/Image.htmlPIL.Image.Image.thumbnail) methods. Then you'll need to crop out the center 224x224 portion of the image.Color channels of images are typically encoded as integers 0-255, but the model expected floats 0-1. You'll need to convert the values. It's easiest with a Numpy array, which you can get from a PIL image like so `np_image = np.array(pil_image)`.As before, the network expects the images to be normalized in a specific way. For the means, it's `[0.485, 0.456, 0.406]` and for the standard deviations `[0.229, 0.224, 0.225]`. You'll want to subtract the means from each color channel, then divide by the standard deviation. And finally, PyTorch expects the color channel to be the first dimension but it's the third dimension in the PIL image and Numpy array. You can reorder dimensions using [`ndarray.transpose`](https://docs.scipy.org/doc/numpy-1.13.0/reference/generated/numpy.ndarray.transpose.html). The color channel needs to be first and retain the order of the other two dimensions. | def process_image(image_path):
'''
Scales, crops, and normalizes a PIL image for a PyTorch
model, returns an Numpy array
'''
# Open the image
from PIL import Image
img = Image.open(image_path)
# Resize
if img.size[0] > img.size[1]:
img.thumbnail((10000, 256))
else:
img.thumbnail((256, 10000))
# Crop
left_margin = (img.width-224)/2
bottom_margin = (img.height-224)/2
right_margin = left_margin + 224
top_margin = bottom_margin + 224
img = img.crop((left_margin, bottom_margin, right_margin,
top_margin))
# Normalize
img = np.array(img)/255
mean = np.array([0.485, 0.456, 0.406]) #provided mean
std = np.array([0.229, 0.224, 0.225]) #provided std
img = (img - mean)/std
# Move color channels to first dimension as expected by PyTorch
img = img.transpose((2, 0, 1))
return img | _____no_output_____ | MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
To check your work, the function below converts a PyTorch tensor and displays it in the notebook. If your `process_image` function works, running the output through this function should return the original image (except for the cropped out portions). | def imshow(image, ax=None, title=None):
if ax is None:
fig, ax = plt.subplots()
if title:
plt.title(title)
# PyTorch tensors assume the color channel is first
# but matplotlib assumes is the third dimension
image = image.transpose((1, 2, 0))
# Undo preprocessing
mean = np.array([0.485, 0.456, 0.406])
std = np.array([0.229, 0.224, 0.225])
image = std * image + mean
# Image needs to be clipped between 0 and 1
image = np.clip(image, 0, 1)
ax.imshow(image)
return ax | _____no_output_____ | MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Class PredictionOnce you can get images in the correct format, it's time to write a function for making predictions with your model. A common practice is to predict the top 5 or so (usually called top-$K$) most probable classes. You'll want to calculate the class probabilities then find the $K$ largest values.To get the top $K$ largest values in a tensor use [`x.topk(k)`](http://pytorch.org/docs/master/torch.htmltorch.topk). This method returns both the highest `k` probabilities and the indices of those probabilities corresponding to the classes. You need to convert from these indices to the actual class labels using `class_to_idx` which hopefully you added to the model or from an `ImageFolder` you used to load the data ([see here](Save-the-checkpoint)). Make sure to invert the dictionary so you get a mapping from index to class as well.Again, this method should take a path to an image and a model checkpoint, then return the probabilities and classes.```pythonprobs, classes = predict(image_path, model)print(probs)print(classes)> [ 0.01558163 0.01541934 0.01452626 0.01443549 0.01407339]> ['70', '3', '45', '62', '55']``` | def predict(image_path, model, top_num=5):
# Process image
img = process_image(image_path)
# Numpy -> Tensor
image_tensor = torch.from_numpy(img).type(torch.FloatTensor)
# Add batch of size 1 to image
model_input = image_tensor.unsqueeze(0)
image_tensor.to('cpu')
model_input.to('cpu')
model.to('cpu')
# Probs
probs = torch.exp(model.forward(model_input))
# Top probs
top_probs, top_labs = probs.topk(top_num)
top_probs = top_probs.detach().numpy().tolist()[0]
top_labs = top_labs.detach().numpy().tolist()[0]
# Convert indices to classes
idx_to_class = {val: key for key, val in
model.class_to_idx.items()}
top_labels = [idx_to_class[lab] for lab in top_labs]
top_flowers = [cat_to_name[idx_to_class[lab]] for lab in top_labs]
return top_probs, top_labels, top_flowers | _____no_output_____ | MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Sanity CheckingNow that you can use a trained model for predictions, check to make sure it makes sense. Even if the validation accuracy is high, it's always good to check that there aren't obvious bugs. Use `matplotlib` to plot the probabilities for the top 5 classes as a bar graph, along with the input image. It should look like this:You can convert from the class integer encoding to actual flower names with the `cat_to_name.json` file (should have been loaded earlier in the notebook). To show a PyTorch tensor as an image, use the `imshow` function defined above. | def plot_solution(image_path, model):
# Set up plot
plt.figure(figsize = (6,10))
ax = plt.subplot(2,1,1)
# Set up title
flower_num = image_path.split('/')[3]
title_ = cat_to_name[flower_num]
# Plot flower
img = process_image(image_path)
imshow(img, ax, title = title_);
# Make prediction
probs, labs, flowers = predict(image_path, model)
# Plot bar chart
plt.subplot(2,1,2)
sns.barplot(x=probs, y=flowers, color=sns.color_palette()[0]);
plt.show()
image_path = os.path.join(valid_dir, '28/image_05265.jpg')
plot_solution(image_path, model) | /usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.
stat_data = remove_na(group_data)
| MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Download the model Alternatively, download the file from the google colaboratory explorer menu | #files.download('classifier.pth') | _____no_output_____ | MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Publish the result on the Airtable shared leaderboard | publish_evaluated_model(model, input_image_size=224, username="@Slack.Username", model_name="VGG19", optim="Adam", criteria="NLLLoss", scheduler="StepLR", epoch=5) | Downloading the dataset from: https://www.dropbox.com/s/3zmf1kq58o909rq/google_test_data.zip?dl=1
| MIT | Image_Classifier_Project.ipynb | Ayanlola2002/deep-learning-flower-identifier |
Some Rough | # Split the dataset by class values, returns a dictionary
def separate_by_class(dataset):
separated = dict()
for i in range(len(dataset)):
vector = dataset[i]
class_value = vector[-1]
if (class_value not in separated):
separated[class_value] = list()
separated[class_value].append(vector)
return separated
# Test separating data by class
dataset = [[3.393533211,2.331273381,0],
[3.110073483,1.781539638,0],
[1.343808831,3.368360954,0],
[3.582294042,4.67917911,0],
[2.280362439,2.866990263,0],
[7.423436942,4.696522875,1],
[5.745051997,3.533989803,1],
[9.172168622,2.511101045,1],
[7.792783481,3.424088941,1],
[7.939820817,0.791637231,1]]
separated = separate_by_class(dataset)
for label in separated:
print(label)
for row in separated[label]:
print(row)
x = data[['sepal length', 'sepal width']]
x.head()
# function to calculate average(mean)
def mean(data):
return sum(data)/ float(len(data))
from math import sqrt
# function to calculate the standard deviation
def stdev(data):
avg = mean(data)
variance = sum([(x-avg)**2 for x in data]) / float(len(data)-1)
return sqrt(variance)
t = [1,2,3,5, 6.7,8, 9.3]
a = stdev(t)
print(a)
# Calculate the mean, stdev and count for each column in a dataset
def summarize_dataset(dataset):
summaries = [(mean(column), stdev(column), len(column)) for column in zip(*dataset)]
del(summaries[-1])
return summaries
a = summarize_dataset(dataset)
a
# Split dataset by class then calculate statistics for each row
def summarize_by_class(dataset):
separated = separate_by_class(dataset)
summaries = dict()
for class_value, rows in separated.items():
summaries[class_value] = summarize_dataset(rows)
return summaries
summary = summarize_by_class(dataset)
for label in summary:
print(label)
for row in summary[label]:
print(row)
from math import pi
from math import exp
# Calculate the Gaussian probability distribution function for x
def calculate_probability(x, mean, stdev):
exponent = exp(-((x-mean)**2 / (2 * stdev**2 )))
return (1 / (sqrt(2 * pi) * stdev)) * exponent
# Test Gaussian PDF
print(calculate_probability(1.0, 1.0, 1.0))
print(calculate_probability(2.0, 1.0, 1.0))
print(calculate_probability(0.0, 1.0, 1.0))
# Calculate the probabilities of predicting each class for a given row
def calculate_class_probabilities(summaries, row):
total_rows = sum([summaries[label][0][2] for label in summaries])
probabilities = dict()
for class_value, class_summaries in summaries.items():
probabilities[class_value] = summaries[class_value][0][2]/float(total_rows)
for i in range(len(class_summaries)):
mean, stdev, _ = class_summaries[i]
probabilities[class_value] *= calculate_probability(row[i], mean, stdev)
return probabilities
summaries = summarize_by_class(dataset)
probabilities = calculate_class_probabilities(summaries, dataset[0])
print(probabilities)
def variance1(data, ddof=0):
n = len(data)
mean = sum(data) / n
return sum((x - mean) ** 2 for x in data) / (n - ddof) | _____no_output_____ | MIT | course work/Problem 3/.ipynb_checkpoints/Assignment_3-checkpoint.ipynb | taareek/machine_learning |
Iris | # Convert string column to float
def str_column_to_float(dataset, column):
for row in dataset:
row[column] = float(row[column].strip())
# Convert string column to integer
def str_column_to_int(dataset, column):
class_values = [row[column] for row in dataset]
unique = set(class_values)
lookup = dict()
for i, value in enumerate(unique):
lookup[value] = i
for row in dataset:
row[column] = lookup[row[column]]
return lookup
# Split a dataset into k folds
def cross_validation_split(dataset, n_folds):
dataset_split = list()
dataset_copy = list(dataset)
fold_size = int(len(dataset) / n_folds)
for _ in range(n_folds):
fold = list()
while len(fold) < fold_size:
index = randrange(len(dataset_copy))
fold.append(dataset_copy.pop(index))
dataset_split.append(fold)
return dataset_split
# Calculate accuracy percentage
def accuracy_metric(actual, predicted):
correct = 0
for i in range(len(actual)):
if actual[i] == predicted[i]:
correct += 1
return correct / float(len(actual)) * 100.0
# Evaluate an algorithm using a cross validation split
def evaluate_algorithm(dataset, algorithm, n_folds, *args):
folds = cross_validation_split(dataset, n_folds)
scores = list()
for fold in folds:
train_set = list(folds)
train_set.remove(fold)
train_set = sum(train_set, [])
test_set = list()
for row in fold:
row_copy = list(row)
test_set.append(row_copy)
row_copy[-1] = None
predicted = algorithm(train_set, test_set, *args)
actual = [row[-1] for row in fold]
accuracy = accuracy_metric(actual, predicted)
scores.append(accuracy)
return scores
# Split the dataset by class values, returns a dictionary
def separate_by_class(dataset):
separated = dict()
for i in range(len(dataset)):
vector = dataset[i]
class_value = vector[-1]
if (class_value not in separated):
separated[class_value] = list()
separated[class_value].append(vector)
return separated
# Calculate the mean of a list of numbers
def mean(numbers):
return sum(numbers)/float(len(numbers))
# Calculate the standard deviation of a list of numbers
def stdev(numbers):
avg = mean(numbers)
variance = sum([(x-avg)**2 for x in numbers]) / float(len(numbers)-1)
return sqrt(variance)
# Calculate the mean, stdev and count for each column in a dataset
def summarize_dataset(dataset):
summaries = [(mean(column), stdev(column), len(column)) for column in zip(*dataset)]
del(summaries[-1])
return summaries
# Split dataset by class then calculate statistics for each row
def summarize_by_class(dataset):
separated = separate_by_class(dataset)
summaries = dict()
for class_value, rows in separated.items():
summaries[class_value] = summarize_dataset(rows)
return summaries
# Calculate the Gaussian probability distribution function for x
def calculate_probability(x, mean, stdev):
exponent = exp(-((x-mean)**2 / (2 * stdev**2 )))
return (1 / (sqrt(2 * pi) * stdev)) * exponent
# Calculate the probabilities of predicting each class for a given row
def calculate_class_probabilities(summaries, row):
total_rows = sum([summaries[label][0][2] for label in summaries])
probabilities = dict()
for class_value, class_summaries in summaries.items():
probabilities[class_value] = summaries[class_value][0][2]/float(total_rows)
for i in range(len(class_summaries)):
mean, stdev, _ = class_summaries[i]
probabilities[class_value] *= calculate_probability(row[i], mean, stdev)
return probabilities
# Predict the class for a given row
def predict(summaries, row):
probabilities = calculate_class_probabilities(summaries, row)
best_label, best_prob = None, -1
for class_value, probability in probabilities.items():
if best_label is None or probability > best_prob:
best_prob = probability
best_label = class_value
return best_label
# Naive Bayes Algorithm
def naive_bayes(train, test):
summarize = summarize_by_class(train)
predictions = list()
for row in test:
output = predict(summarize, row)
predictions.append(output)
return(predictions)
# Load a CSV file
def load_csv(filename):
dataset = list()
with open(filename, 'r') as file:
csv_reader = reader(file)
for row in csv_reader:
if not row:
continue
dataset.append(row)
return dataset
from csv import reader
from random import seed
from random import randrange
seed(1)
filename = 'iris.data'
dataset = load_csv(filename)
for i in range(len(dataset[0])-1):
str_column_to_float(dataset, i)
# convert class column to integers
str_column_to_int(dataset, len(dataset[0])-1)
# evaluate algorithm
n_folds = 5
scores = evaluate_algorithm(dataset, naive_bayes, n_folds)
print('Scores: %s' % scores)
print('Mean Accuracy: %.3f%%' % (sum(scores)/float(len(scores))))
v = variance1(scores)
print('Variance of classifier: ', v) | Variance of classifier: 7.111111111111126
| MIT | course work/Problem 3/.ipynb_checkpoints/Assignment_3-checkpoint.ipynb | taareek/machine_learning |
The below derives fromhttps://github.com/yihui/knitr/blob/master/inst/examples/knitr-spin.RThis is a special R script which can be used to generate a report. You canwrite normal text in roxygen comments.First we set up some options (you do not have to do this): | library(knitr)
opts_chunk$set(fig.path = 'figure/silk-') | _____no_output_____ | MIT | tests/notebooks/mirror/script_to_ipynb/knitr-spin.ipynb | Skylion007/jupytext |
The report begins here. | # boring examples as usual
set.seed(123)
x = rnorm(5)
mean(x) | _____no_output_____ | MIT | tests/notebooks/mirror/script_to_ipynb/knitr-spin.ipynb | Skylion007/jupytext |
You can not use here the special syntax {{code}} to embed inline expressions, e.g. | {{mean(x) + 2}} | _____no_output_____ | MIT | tests/notebooks/mirror/script_to_ipynb/knitr-spin.ipynb | Skylion007/jupytext |
is the mean of x plus 2.The code itself may contain braces, but these are not checked. Thus,perfectly valid (though very strange) R code such as `{{2 + 3}} - {{4 - 5}}`can lead to errors because `2 + 3}} - {{4 - 5` will be treated as inline code.Now we continue writing the report. We can draw plots as well. | par(mar = c(4, 4, .1, .1)); plot(x) | _____no_output_____ | MIT | tests/notebooks/mirror/script_to_ipynb/knitr-spin.ipynb | Skylion007/jupytext |
Actually you do not have to write chunk options, in which case knitr will usedefault options. For example, the code below has no options attached: | var(x)
quantile(x) | _____no_output_____ | MIT | tests/notebooks/mirror/script_to_ipynb/knitr-spin.ipynb | Skylion007/jupytext |
And you can also write two chunks successively like this: | sum(x^2) # chi-square distribution with df 5
sum((x - mean(x))^2) # df is 4 now | _____no_output_____ | MIT | tests/notebooks/mirror/script_to_ipynb/knitr-spin.ipynb | Skylion007/jupytext |
Done. Call spin('knitr-spin.R') to make silk from sow's ear now and knit alovely purse. | # /* you can write comments between /* and */ like C comments (the preceding #
# is optional)
Sys.sleep(60)
# */
# /* there is no inline comment; you have to write block comments */ | _____no_output_____ | MIT | tests/notebooks/mirror/script_to_ipynb/knitr-spin.ipynb | Skylion007/jupytext |
Stochastic Variational GP Regression OverviewIn this notebook, we'll give an overview of how to use SVGP stochastic variational regression ((https://arxiv.org/pdf/1411.2005.pdf)) to rapidly train using minibatches on the `3droad` UCI dataset with hundreds of thousands of training examples. This is one of the more common use-cases of variational inference for GPs.If you are unfamiliar with variational inference, we recommend the following resources:- [Variational Inference: A Review for Statisticians](https://arxiv.org/abs/1601.00670) by David M. Blei, Alp Kucukelbir, Jon D. McAuliffe.- [Scalable Variational Gaussian Process Classification](https://arxiv.org/abs/1411.2005) by James Hensman, Alex Matthews, Zoubin Ghahramani. | import tqdm
import math
import torch
import gpytorch
from matplotlib import pyplot as plt
# Make plots inline
%matplotlib inline | _____no_output_____ | MIT | examples/04_Variational_and_Approximate_GPs/SVGP_Regression_CUDA.ipynb | lrast/gpytorch |
For this example notebook, we'll be using the `song` UCI dataset used in the paper. Running the next cell downloads a copy of the dataset that has already been scaled and normalized appropriately. For this notebook, we'll simply be splitting the data using the first 80% of the data as training and the last 20% as testing.**Note**: Running the next cell will attempt to download a **~136 MB** file to the current directory. | import urllib.request
import os
from scipy.io import loadmat
from math import floor
# this is for running the notebook in our testing framework
smoke_test = ('CI' in os.environ)
if not smoke_test and not os.path.isfile('../elevators.mat'):
print('Downloading \'elevators\' UCI dataset...')
urllib.request.urlretrieve('https://drive.google.com/uc?export=download&id=1jhWL3YUHvXIaftia4qeAyDwVxo6j1alk', '../elevators.mat')
if smoke_test: # this is for running the notebook in our testing framework
X, y = torch.randn(1000, 3), torch.randn(1000)
else:
data = torch.Tensor(loadmat('../elevators.mat')['data'])
X = data[:, :-1]
X = X - X.min(0)[0]
X = 2 * (X / X.max(0)[0]) - 1
y = data[:, -1]
train_n = int(floor(0.8 * len(X)))
train_x = X[:train_n, :].contiguous()
train_y = y[:train_n].contiguous()
test_x = X[train_n:, :].contiguous()
test_y = y[train_n:].contiguous()
if torch.cuda.is_available():
train_x, train_y, test_x, test_y = train_x.cuda(), train_y.cuda(), test_x.cuda(), test_y.cuda() | _____no_output_____ | MIT | examples/04_Variational_and_Approximate_GPs/SVGP_Regression_CUDA.ipynb | lrast/gpytorch |
Creating a DataLoaderThe next step is to create a torch `DataLoader` that will handle getting us random minibatches of data. This involves using the standard `TensorDataset` and `DataLoader` modules provided by PyTorch.In this notebook we'll be using a fairly large batch size of 1024 just to make optimization run faster, but you could of course change this as you so choose. | from torch.utils.data import TensorDataset, DataLoader
train_dataset = TensorDataset(train_x, train_y)
train_loader = DataLoader(train_dataset, batch_size=1024, shuffle=True)
test_dataset = TensorDataset(test_x, test_y)
test_loader = DataLoader(test_dataset, batch_size=1024, shuffle=False) | _____no_output_____ | MIT | examples/04_Variational_and_Approximate_GPs/SVGP_Regression_CUDA.ipynb | lrast/gpytorch |
Creating a SVGP ModelFor most variational/approximate GP models, you will need to construct the following GPyTorch objects:1. A **GP Model** (`gpytorch.models.ApproximateGP`) - This handles basic variational inference.1. A **Variational distribution** (`gpytorch.variational._VariationalDistribution`) - This tells us what form the variational distribution q(u) should take.1. A **Variational strategy** (`gpytorch.variational._VariationalStrategy`) - This tells us how to transform a distribution q(u) over the inducing point values to a distribution q(f) over the latent function values for some input x.Here, we use a `VariationalStrategy` with `learn_inducing_points=True`, and a `CholeskyVariationalDistribution`. These are the most straightforward and common options. The GP Model The `ApproximateGP` model is GPyTorch's simplest approximate inference model. It approximates the true posterior with a distribution specified by a `VariationalDistribution`, which is most commonly some form of MultivariateNormal distribution. The model defines all the variational parameters that are needed, and keeps all of this information under the hood.The components of a user built `ApproximateGP` model in GPyTorch are:1. An `__init__` method that constructs a mean module, a kernel module, a variational distribution object and a variational strategy object. This method should also be responsible for construting whatever other modules might be necessary.2. A `forward` method that takes in some $n \times d$ data `x` and returns a MultivariateNormal with the *prior* mean and covariance evaluated at `x`. In other words, we return the vector $\mu(x)$ and the $n \times n$ matrix $K_{xx}$ representing the prior mean and covariance matrix of the GP. | from gpytorch.models import ApproximateGP
from gpytorch.variational import CholeskyVariationalDistribution
from gpytorch.variational import VariationalStrategy
class GPModel(ApproximateGP):
def __init__(self, inducing_points):
variational_distribution = CholeskyVariationalDistribution(inducing_points.size(0))
variational_strategy = VariationalStrategy(self, inducing_points, variational_distribution, learn_inducing_locations=True)
super(GPModel, self).__init__(variational_strategy)
self.mean_module = gpytorch.means.ConstantMean()
self.covar_module = gpytorch.kernels.ScaleKernel(gpytorch.kernels.RBFKernel())
def forward(self, x):
mean_x = self.mean_module(x)
covar_x = self.covar_module(x)
return gpytorch.distributions.MultivariateNormal(mean_x, covar_x)
inducing_points = train_x[:500, :]
model = GPModel(inducing_points=inducing_points)
likelihood = gpytorch.likelihoods.GaussianLikelihood()
if torch.cuda.is_available():
model = model.cuda()
likelihood = likelihood.cuda() | _____no_output_____ | MIT | examples/04_Variational_and_Approximate_GPs/SVGP_Regression_CUDA.ipynb | lrast/gpytorch |
Training the ModelThe cell below trains the model above, learning both the hyperparameters of the Gaussian process **and** the parameters of the neural network in an end-to-end fashion using Type-II MLE.Unlike when using the exact GP marginal log likelihood, performing variational inference allows us to make use of stochastic optimization techniques. For this example, we'll do one epoch of training. Given the small size of the neural network relative to the size of the dataset, this should be sufficient to achieve comparable accuracy to what was observed in the DKL paper.The optimization loop differs from the one seen in our more simple tutorials in that it involves looping over both a number of training iterations (epochs) *and* minibatches of the data. However, the basic process is the same: for each minibatch, we forward through the model, compute the loss (the `VariationalELBO` or ELBO), call backwards, and do a step of optimization. | num_epochs = 1 if smoke_test else 4
model.train()
likelihood.train()
optimizer = torch.optim.Adam([
{'params': model.parameters()},
{'params': likelihood.parameters()},
], lr=0.01)
# Our loss object. We're using the VariationalELBO
mll = gpytorch.mlls.VariationalELBO(likelihood, model, num_data=train_y.size(0))
epochs_iter = tqdm.notebook.tqdm(range(num_epochs), desc="Epoch")
for i in epochs_iter:
# Within each iteration, we will go over each minibatch of data
minibatch_iter = tqdm.notebook.tqdm(train_loader, desc="Minibatch", leave=False)
for x_batch, y_batch in minibatch_iter:
optimizer.zero_grad()
output = model(x_batch)
loss = -mll(output, y_batch)
minibatch_iter.set_postfix(loss=loss.item())
loss.backward()
optimizer.step() | _____no_output_____ | MIT | examples/04_Variational_and_Approximate_GPs/SVGP_Regression_CUDA.ipynb | lrast/gpytorch |
Making PredictionsThe next cell gets the predictive covariance for the test set (and also technically gets the predictive mean, stored in `preds.mean()`). Because the test set is substantially smaller than the training set, we don't need to make predictions in mini batches here, although this can be done by passing in minibatches of `test_x` rather than the full tensor. | model.eval()
likelihood.eval()
means = torch.tensor([0.])
with torch.no_grad():
for x_batch, y_batch in test_loader:
preds = model(x_batch)
means = torch.cat([means, preds.mean.cpu()])
means = means[1:]
print('Test MAE: {}'.format(torch.mean(torch.abs(means - test_y.cpu())))) | Test MAE: 0.11148034781217575
| MIT | examples/04_Variational_and_Approximate_GPs/SVGP_Regression_CUDA.ipynb | lrast/gpytorch |
MRCA estimation -------You can access your data via the dataset number. For example, ``handle = open(get(42), 'r')``.To save data, write your data to a file, and then call ``put('filename.txt')``. The dataset will then be available in your galaxy history.Notebooks can be saved to Galaxy by clicking the large green button at the top right of the IPython interface.More help and informations can be found on the project [website](https://github.com/bgruening/galaxy-ipython). Inputs------This notebook expects two inputs from Galaxy history: 1. a comma separated list of accession numbers and corresponding collection dates 2. a phylogenetic tree (in newick format) in which OTU labels correspond to accession numbers from input 1 Here is an example of input 1:```Accession,Collection_DateMT049951,2020-01-17MT019531,2019-12-30MT019529,2019-12-23MN975262,2020-01-11MN996528,2019-12-30MT019532,2019-12-30MT019530,2019-12-30MN994468,2020-01-22``` | # Set history items for datasets containing accession/dates and a maximum likelihood tree:
# These numbers correspond to numbers of Galaxy datasets
acc_date = 1
tree = 116
!pip install --upgrade pip==20.0.2
!pip install --upgrade statsmodels==0.11.0
!pip install --upgrade pandas==0.24.2
from Bio import Phylo as phylo
from matplotlib import pyplot as plt
import pandas as pd
import datetime
import statsmodels.api as sm
import statsmodels.formula.api as smf
%matplotlib inline
# Get accessions and dates
acc_path = get(acc_date)
# Get ML tree
tree_path = get(tree)
!mv {acc_path} acc_date.csv
!mv {tree_path} tree.nwk
col_dates = pd.read_csv('acc_date.csv')
col_dates
tree = next( phylo.parse( 'tree.nwk', "newick" ) )
plt.rcParams['figure.figsize'] = [15, 50]
phylo.draw( tree )
def root_to_tip( tree, date_df ):
accum = []
def tree_walker( clade, total_branch_length ):
for child in clade.clades:
if child.is_terminal:
if child.name is not None:
date = date_df[date_df['Accession']==child.name]['Collection_Date'].to_string(index=False)
accum.append( ( child.name, date, total_branch_length + child.branch_length ) )
tree_walker( child, total_branch_length + child.branch_length )
tree_walker( tree.clade, 0 )
return pd.DataFrame( accum, columns=["name","date","distance_to_root"] )
for clade in list( tree.find_clades() ):
tree.root_with_outgroup( clade )
df = root_to_tip( tree, col_dates )
df['date'] = pd.to_datetime(df['date'])
df['date_as_numeric'] = [d.year + (d.dayofyear-1)/365 for d in df['date']]
plt.rcParams['figure.figsize'] = [15, 10]
df.plot( x="date", y="distance_to_root" )
df['date_as_numeric'] = [d.year + (d.dayofyear-1)/365 for d in df['date']] | _____no_output_____ | MIT | genomics/3-MRCA/MRCA_Estimation_Notebook.ipynb | bwlang/SARS-CoV-2 |
MRCA timing is ... | import datetime
def decimal_to_calendar (decimal):
years = int (decimal)
d = datetime.datetime (years, 1,1) + datetime.timedelta (days = int ((decimal-years)*365))
return d
model = smf.ols(formula='distance_to_root ~ date_as_numeric ', data=df)
results = model.fit()
print( results.summary() )
print ("Root predicted at {}".format(decimal_to_calendar(-results.params.Intercept/results.params.date_as_numeric))) | OLS Regression Results
==============================================================================
Dep. Variable: distance_to_root R-squared: 0.056
Model: OLS Adj. R-squared: 0.023
Method: Least Squares F-statistic: 1.671
Date: Thu, 13 Feb 2020 Prob (F-statistic): 0.207
Time: 19:40:50 Log-Likelihood: 246.10
No. Observations: 30 AIC: -488.2
Df Residuals: 28 BIC: -485.4
Df Model: 1
Covariance Type: nonrobust
===================================================================================
coef std err t P>|t| [0.025 0.975]
-----------------------------------------------------------------------------------
Intercept -0.9146 0.708 -1.293 0.207 -2.364 0.535
date_as_numeric 0.0005 0.000 1.293 0.207 -0.000 0.001
==============================================================================
Omnibus: 3.224 Durbin-Watson: 1.763
Prob(Omnibus): 0.199 Jarque-Bera (JB): 2.585
Skew: 0.716 Prob(JB): 0.275
Kurtosis: 2.868 Cond. No. 1.14e+08
==============================================================================
Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 1.14e+08. This might indicate that there are
strong multicollinearity or other numerical problems.
Root predicted at 2019-11-14 00:00:00
| MIT | genomics/3-MRCA/MRCA_Estimation_Notebook.ipynb | bwlang/SARS-CoV-2 |
**Notas para contenedor de docker:** Comando de docker para ejecución de la nota de forma local:nota: cambiar `` por la ruta de directorio que se desea mapear a `/datos` dentro del contenedor de docker.```docker run --rm -v :/datos --name jupyterlab_numerical -p 8888:8888 -d palmoreck/jupyterlab_numerical:1.1.0```password para jupyterlab: `qwerty`Detener el contenedor de docker:```docker stop jupyterlab_numerical``` Documentación de la imagen de docker `palmoreck/jupyterlab_numerical:1.1.0` en [liga](https://github.com/palmoreck/dockerfiles/tree/master/jupyterlab/numerical). --- Nota generada a partir de [liga1](https://drive.google.com/file/d/1zCIHNAxe5Shc36Qo0XjehHgwrafKSJ_t/view), [liga2](https://drive.google.com/file/d/1RMwUXEN_SOHKue-J9Cx3Ldvj9bejLjiM/view). | !pip3 install --user -q cvxpy
import os
cur_directory = os.getcwd()
dir_alg_python = '/algoritmos/Python'
os.chdir(cur_directory + dir_alg_python)
import math
import numpy as np
from utils_2nd_version import compute_error
from algorithms_for_cieco_2nd_version import path_following_method_infeasible_init_point_2nd_version, \
path_following_method_infeasible_init_point
| _____no_output_____ | Apache-2.0 | temas/IV.optimizacion_convexa_y_machine_learning/4.6.Metodo_de_BL_para_puntos_iniciales_no_factibles_Python_2nd_version.ipynb | Danahirmt/analisis-numerico-computo-cientifico |
Está lista la implementación para puntos iniciales no factibles en $Ax=b$ pero no para la parte de las desigualdades $f_i(x) <0 \quad \forall i=1,\dots,m$ Primer ejemplo $$ \min \quad x_1^2 + x_2^2 + x_3^2 + x_4^2 -2x_1-3x_4$$ $$\text{sujeto a: } $$ $$\begin{array}{c}2x_1 + x_2 + x_3 + 4x_4 = 7 \\x_1 + x_2 + 2x_3 + x_4 = 6\end{array}$$ $$x_1, x_2, x_3, x_4 \geq 0$$ Infeasible for Ax=b | from utils_2nd_version import constraint_inequalities_funcs_eval
fo = lambda x: x[0]**2 + x[1]**2 + x[2]**2 + x[3]**2-2*x[0]-3*x[3]
const = {0: lambda x: -x[0],
1: lambda x: -x[1],
2: lambda x: -x[2],
3: lambda x: -x[3]
}
A= np.array([[2,1,1,4],
[1,1,2,1]])
b=np.array([7,6])
x_ast=np.array([1.1232876712328763,0.6506849315068493,
1.8287671232876714,0.5684931506849317])
x_0 = np.array([-5,-5,-5,-5],dtype=float) #with -5,-5,-5,-5 return one entry of x negative
nu_0 = np.array([0,0], dtype=float)
p_ast=fo(x_ast)
p_ast
tol_outer_iter = 1e-6
tol=1e-8
tol_backtracking=1e-8
maxiter=30
mu=10
x = path_following_method_infeasible_init_point_2nd_version(fo, A, b,
const,
x_0, nu_0, tol,
tol_backtracking = tol_backtracking,
x_ast = x_ast,
p_ast=p_ast,
maxiter=maxiter,
mu=mu, tol_outer_iter = tol_outer_iter
)
x
A@x | _____no_output_____ | Apache-2.0 | temas/IV.optimizacion_convexa_y_machine_learning/4.6.Metodo_de_BL_para_puntos_iniciales_no_factibles_Python_2nd_version.ipynb | Danahirmt/analisis-numerico-computo-cientifico |
Comparación con [cvxpy](https://github.com/cvxgrp/cvxpy) | import cvxpy as cp
x1 = cp.Variable()
x2 = cp.Variable()
x3 = cp.Variable()
x4 = cp.Variable()
# Create two constraints.
constraints = [2*x1+x2+x3+4*x4-7 == 0,x1+x2+2*x3+x4-6 == 0,x1>=0,x2>=0,x3>=0,x4>=0]
# Form objective.
obj = cp.Minimize(x1**2+x2**2+x3**2+x4**2-2*x1-3*x4)
# Form and solve problem.
prob = cp.Problem(obj, constraints)
prob.solve() # Returns the optimal value.
print("status:", prob.status)
print("optimal value", prob.value)
print("optimal var", x1.value, x2.value, x3.value,x4.value) | status: optimal
optimal value 1.4006849315068515
optimal var 1.1232876712328763 0.6506849315068494 1.8287671232876717 0.5684931506849316
| Apache-2.0 | temas/IV.optimizacion_convexa_y_machine_learning/4.6.Metodo_de_BL_para_puntos_iniciales_no_factibles_Python_2nd_version.ipynb | Danahirmt/analisis-numerico-computo-cientifico |
Segundo ejemplo $$\min 2x_1 + 5x_2$$ $$\text{sujeto a: }$$ $$\begin{array}{c}6-x_1-x_2 \leq 0 \\-18 + x_1 +2x_2 \leq 0\\x_1, x_2 \geq 0\end{array}$$ | fo = lambda x: 2*x[0] + 5*x[1]
const = {0: lambda x: 6-x[0]-x[1],
1: lambda x: -18+x[0]+2*x[1],
2: lambda x: -x[0],
3: lambda x: -x[1]
}
A=np.array([0,0],dtype=float)
b = 0
x_ast = np.array([6,0], dtype=float)
#x_0 = np.array([-2,-2], dtype=float)
x_0 = np.array([5,0], dtype=float)
#x_0 = np.array([10,-1], dtype=float)
#x_0 = np.array([6.5,0], dtype=float)
p_ast=fo(x_ast)
p_ast
nu_0 = np.array([0,0], dtype=float)
tol_outer_iter = 1e-3
tol=1e-8
tol_backtracking=1e-4
maxiter=30
mu=10
fo(x_0)
x = path_following_method_infeasible_init_point_2nd_version(fo, A, b,
const,
x_0, nu_0, tol,
tol_backtracking, x_ast, p_ast, maxiter,
mu, tol_outer_iter = tol_outer_iter
)
from utils import constraint_inequalities_funcs_eval
constraint_inequalities_funcs_eval(x, const) | _____no_output_____ | Apache-2.0 | temas/IV.optimizacion_convexa_y_machine_learning/4.6.Metodo_de_BL_para_puntos_iniciales_no_factibles_Python_2nd_version.ipynb | Danahirmt/analisis-numerico-computo-cientifico |
Comparación con [cvxpy](https://github.com/cvxgrp/cvxpy) | x1 = cp.Variable()
x2 = cp.Variable()
# Create two constraints.
constraints = [6-x1-x2 <= 0,-18+x1+2*x2<=0,x1>=0,x2>=0]
# Form objective.
obj = cp.Minimize(2*x1+5*x2)
# Form and solve problem.
prob = cp.Problem(obj, constraints)
prob.solve() # Returns the optimal value.
print("status:", prob.status)
print("optimal value", prob.value)
print("optimal var", x1.value, x2.value) | status: optimal
optimal value 12.0000000016275
optimal var 6.000000000175689 2.552244387851183e-10
| Apache-2.0 | temas/IV.optimizacion_convexa_y_machine_learning/4.6.Metodo_de_BL_para_puntos_iniciales_no_factibles_Python_2nd_version.ipynb | Danahirmt/analisis-numerico-computo-cientifico |
Introduction to PandasUnidata Python Workshop Overview:* **Teaching:** 30 minutes* **Exercises:** 30 minutes Questions1. What is Pandas?1. What are the basic Pandas data structures?1. How can I read data into Pandas?1. What are some of the data operations available in Pandas? Objectives1. Data Series1. Data Frames1. Loading Data in Pandas1. Missing Data1. Manipulating Data Data SeriesData series are one of the fundamental data structures in Pandas. You can think of them like a dictionary; they have a key (index) and value (data/values) like a dictionary, but also have some handy functionality attached to them.To start out, let's create a series from scratch. We'll imagine these are temperature observations. | from pandas import Series
temperatures = Series([23, 20, 25, 18])
temperatures | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
The values on the left are the index (zero based integers by default) and on the right are the values. Notice that the data type is an integer. Any NumPy datatype is acceptable in a series.That's great, but it'd be more useful if the station were associated with those values. In fact you could say we want the values *indexed* by station name. | temperatures = Series([23, 20, 25, 18], index=['TOP', 'OUN', 'DAL', 'DEN'])
temperatures | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Now, very similar to a dictionary, we can use the index to access and modify elements. | temperatures['DAL']
temperatures[['DAL', 'OUN']] | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
We can also do basic filtering, math, etc. | temperatures[temperatures > 20]
temperatures + 2 | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Remember how I said that series are like dictionaries? We can create a series striaght from a dictionary. | dps = {'TOP': 14,
'OUN': 18,
'DEN': 9,
'PHX': 11,
'DAL': 23}
dewpoints = Series(dps)
dewpoints | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
It's also easy to check and see if an index exists in a given series: | 'PHX' in dewpoints
'PHX' in temperatures | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Series have a name attribute and their index has a name attribute. | temperatures.name = 'temperature'
temperatures.index.name = 'station'
temperatures | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
EXERCISE: Create a series of pressures for stations TOP, OUN, DEN, and DAL (assign any values you like). Set the series name and series index name. Print the pressures for all stations which have a dewpoint below 15. | # Your code goes here
| _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
View Solutionpressures = Series([1012.1, 1010.6, 1008.8, 1011.2], index=['TOP', 'OUN', 'DEN', 'DAL'])pressures.name = 'pressure'pressures.index.name = 'station'print(pressures[dewpoints < 15]) Top Data FramesSeries are great, but what about a bunch of related series? Something like a table or a spreadsheet? Enter the data frame. A data frame can be thought of as a dictionary of data series. They have indexes for their rows and their columns. Each data series can be of a different type , but they will all share a common index.The easiest way to create a data frame by hand is to use a dictionary. | from pandas import DataFrame
data = {'station': ['TOP', 'OUN', 'DEN', 'DAL'],
'temperature': [23, 20, 25, 18],
'dewpoint': [14, 18, 9, 23]}
df = DataFrame(data)
df | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
You can access columns (data series) using dictionary type notation or attribute type notation. | df['temperature']
df.dewpoint | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Notice the index is shared and that the name of the column is attached as the series name.You can also create a new column and assign values. If I only pass a scalar it is duplicated. | df['wspeed'] = 0.
df | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Let's set the index to be the station. | df.index = df.station
df | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Well, that's close, but we now have a redundant column, so let's get rid of it. | df.drop('station', 1, inplace=True)
df | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Now let's get a row from the dataframe instead of a column. | df.loc['DEN'] | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
We can even transpose the data easily if we needed that do make things easier to merge/munge later. | df.T | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Look at the `values` attribute to access the data as a 1D or 2D array for series and data frames recpectively. | df.values
df.temperature.values | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
EXERCISE: Add a series of rain observations to the existing data frame. Apply an instrument correction of -2 to the dewpoint observations. | # Your code goes here
| _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
View Solutiondf['rain'] = [0, 0.4, 0.2, 0]df.dewpoint = df.dewpoint - 2df Top Loading Data in PandasThe real power of pandas is in manupulating and summarizing large sets of tabular data. To do that, we'll need a large set of tabular data. We've included a file in this directory called `JAN17_CO_ASOS.txt` that has all of the ASOS observations for several stations in Colorado for January of 2017. It's a few hundred thousand rows of data in a tab delimited format. Let's load it into Pandas. | import pandas as pd
df = pd.read_table('Jan17_CO_ASOS.txt')
df.head()
df = pd.read_table('Jan17_CO_ASOS.txt', parse_dates=['valid'])
df.head()
df = pd.read_table('Jan17_CO_ASOS.txt', parse_dates=['valid'], na_values='M')
df.head() | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Let's look in detail at those column names. Turns out we need to do some cleaning of this file. Welcome to real world data analysis. | df.columns
df.columns = ['station', 'time', 'temperature', 'dewpoint', 'pressure']
df.head() | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
For other formats of data CSV, fixed width, etc. that are tools to read it as well. You can even read excel files straight into Pandas. Top Missing DataWe've already dealt with some missing data by turning the 'M' string into actual NaN's while reading the file in. We can do one better though and delete any rows that have all values missing. There are similar operations that could be performed for columns. You can even drop if any values are missing, all are missing, or just those you specify are missing. | len(df)
df.dropna(axis=0, how='all', subset=['temperature', 'dewpoint', 'pressure'], inplace=True)
len(df)
df.head() | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
EXERCISE: Create a new data frame called df2 that contains all data that only have temperature, dewpoint and pressure observations. | # Your code goes here
# df2 = | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
View Solutiondf2 = df.dropna(how='any')df2 Lastly, we still have the original index values. Let's reindex to a new zero-based index for only the rows that have valid data in them. | df.reset_index(drop=True, inplace=True)
df.head() | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Top Manipulating DataWe can now take our data and do some intersting things with it. Let's start with a simple min/max. | print('Min: {}\nMax: {}'.format(df.temperature.min(), df.temperature.max())) | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
You can also do some useful statistics on data with attached methods like corr for correlation coefficient. | df.temperature.corr(df.dewpoint) | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
We can also call a `groupby` on the data frame to start getting some summary information for each station. | df.groupby('station').mean() | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
EXERCISE: Calculate the min, max, and standard deviation of the temperature field grouped by each station. | # Calculate min
# Calculate max
# Calculate standard deviation
| _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
View Solutionprint(df.groupby('station').min())print(df.groupby('station').max())print(df.groupby('station').std()) Now, let me show you how to do all of that and more in a single call. | df.groupby('station').describe() | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Now let's suppose we're going to make a meteogram or similar and want to get all of the data for a single station. | df.groupby('station').get_group('0CO').head().reset_index(drop=True) | _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
EXERCISE: Round the temperature column to whole degrees. Group the observations by temperaturee and use the count method to see how many instances of the rounded temperatures there are in the dataset. | # Your code goes here
| _____no_output_____ | MIT | notebooks/Pandas/Pandas Introduction.ipynb | jthielen/unidata-python-workshop |
Generate test.txt, train.txt, validation.txt and class_weights to be used in training | %load_ext autoreload
%autoreload 2
import os
os.getcwd()
import sys, glob, shutil
os.chdir(os.path.dirname(os.getcwd()))
os.getcwd() | _____no_output_____ | MIT | notebooks/test_train_val-split with class_weights.ipynb | skyimager/charni |
Input params | import fnmatch
import numpy as np
import pickle
base = "data/English"
datasets = ["GoodImg","BadImg"]
config = {"GoodImg":{"train":0.8,
"validation":0.10,
"test":0.10},
"BadImg":{"train":0.8,
"validation":0.10,
"test":0.10}
}
phases = ["train", "test", "validation"]
for dataset in datasets:
if os.path.exists(os.path.join(base, dataset, "train.txt")):
os.remove(os.path.join(base, dataset, "train.txt"))
if os.path.exists(os.path.join(base, dataset, "validation.txt")):
os.remove(os.path.join(base, dataset, "validation.txt"))
if os.path.exists(os.path.join(base, dataset, "test.txt")):
os.remove(os.path.join(base, dataset, "test.txt"))
if os.path.exists(os.path.join(base, dataset, dataset+".pkl")):
os.remove(os.path.join(base, dataset, dataset+".pkl"))
files_per_klass = []
no_of_files_per_klass = []
class_weights = {}
for klass in os.listdir(os.path.join(base, dataset)):
if not klass.startswith("."):
dire = os.path.join(base, dataset, klass)
files = []
#glob recursive doesn't work below 3.5
for root, dirnames, filenames in os.walk(dire):
for filename in fnmatch.filter(filenames, '*.png'):
files.append(os.path.join(root, filename))
files_per_klass.append((klass, files))
no_of_files_per_klass.append(len(files))
maxo = max(no_of_files_per_klass)
train_per = config[dataset]["train"] #no of files in training per class
val_per = config[dataset]["validation"] #no of files in validation per class
for klass, files in files_per_klass:
images = {}
train_size = int(train_per*len(files))
val_size = int(val_per*len(files))
images["train"] = files[:train_size]
images["validation"] = files[train_size:(train_size+val_size)]
images["test"] = files[(train_size+val_size):]
label = int(klass[-2:]) - 1
class_weights[label] = maxo//len(files)
for phase in phases:
with open('{}/{}.txt'.format(os.path.join(base,dataset),phase), 'a') as f:
for image in images[phase]:
image = os.path.relpath(image, os.path.join(base,dataset))
f.write('{} {}\n'.format(image, label))
with open('{}/{}.pkl'.format(os.path.join(base,dataset),dataset), 'wb') as f:
pickle.dump(class_weights, f, pickle.HIGHEST_PROTOCOL)
for phase in phases:
content = []
with open('{}/{}.txt'.format(os.path.join(base,dataset),phase), 'r') as f:
content = f.readlines()
np.random.shuffle(content)
print(dataset, " ", phase, " ", len(content))
with open('{}/{}.txt'.format(os.path.join(base,dataset), phase), 'w') as f:
for line in content:
f.write(line)
print("file shuffling completed for {} \n".format(dataset)) | GoodImg train 6140
GoodImg test 824
GoodImg validation 741
file shuffling completed for GoodImg
BadImg train 3814
BadImg test 531
BadImg validation 453
file shuffling completed for BadImg
| MIT | notebooks/test_train_val-split with class_weights.ipynb | skyimager/charni |
Just for Checking the generated class_weights | f = open('data/English/GoodImg/GoodImg.pkl', 'rb')
class_weight = pickle.load(f)
class_weight[0] | _____no_output_____ | MIT | notebooks/test_train_val-split with class_weights.ipynb | skyimager/charni |
420-A52-SF - Algorithmes d'apprentissage supervisé - Hiver 2020 - Spécialisation technique en Intelligence ArtificielleMIT License - Copyright (c) 2020 Mikaël Swawola | %reload_ext autoreload
%autoreload 2
%matplotlib inline | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
0 - Import des bibliothèques | from datetime import datetime
from tqdm import tqdm
from collections import defaultdict
import numpy as np
import pandas as pd
from sklearn.model_selection import cross_val_score
from sklearn.metrics import roc_auc_score, log_loss, f1_score, roc_curve, confusion_matrix
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import train_test_split
from sklearn.utils import resample
from sklearn.utils.fixes import loguniform
from scipy.stats import randint
from sklearn.model_selection import RandomizedSearchCV
from sklearn.model_selection import GridSearchCV
from sklearn.dummy import DummyClassifier
from sklearn.linear_model import LogisticRegression
from sklearn.neighbors import KNeighborsClassifier
from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import BaggingClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import GradientBoostingClassifier
import xgboost as xgb
from helpers import convertDir2Deg, plot_confusion_matrix
import matplotlib.pyplot as plt
import seaborn as sns
# Configuration de la visualisation
sns.set(style="darkgrid")
sns.set_context("notebook", font_scale=1.5, rc={"lines.linewidth": 2.5, })
sns.set(rc={'figure.figsize':(11.7,8.27)}) | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
1 - Chargement et exploration sommaire des données | AUS = pd.read_csv('AUS_train.csv', index_col=['Date'], parse_dates=True)
AUS.head()
AUS = AUS.drop(columns=['Unnamed: 0'])
AUS.columns | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Date | AUS['Year'] = AUS.index.year
AUS['Month'] = AUS.index.month | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Location | AUS['Location'].unique()
AUS['Location'].value_counts().plot(kind='barh')
AUS = pd.get_dummies(AUS, columns = ['Location'], prefix="loc", drop_first=True)
AUS.columns | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Wind direction | AUS['WindGustDir'] = AUS['WindGustDir'].apply(lambda d : convertDir2Deg(d))
AUS['WindDir9am'] = AUS['WindDir9am'].apply(lambda d : convertDir2Deg(d))
AUS['WindDir3pm'] = AUS['WindDir3pm'].apply(lambda d : convertDir2Deg(d))
AUS['Wind1Cos'] = np.cos(AUS['WindGustDir']*2*np.pi/360)
AUS['Wind1Sin'] = np.sin(AUS['WindGustDir']*2*np.pi/360)
AUS['Wind2Cos'] = np.cos(AUS['WindDir9am']*2*np.pi/360)
AUS['Wind2Sin'] = np.sin(AUS['WindDir9am']*2*np.pi/360)
AUS['Wind3Cos'] = np.cos(AUS['WindDir3pm']*2*np.pi/360)
AUS['Wind3Sin'] = np.sin(AUS['WindDir3pm']*2*np.pi/360)
AUS = AUS.drop(columns=['WindGustDir','WindDir9am','WindDir3pm']) | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Vérification de la proportion des classes positives (Rain) et négatives (No rain) | AUS['RainTomorrow'].value_counts().plot(kind='bar')
AUS['RainTomorrow'] = (AUS['RainTomorrow'] == 'Yes').astype(int)
AUS['RainToday'] = (AUS['RainToday'] == 'Yes').astype(int)
y = AUS[['RainTomorrow']].values.ravel() # Le ravel sert à éviter un warning tanant ...
AUS = AUS.drop(columns=['RainTomorrow'])
X = AUS.values
m = len(y) | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
3 - Sous-échantillonnage du jeu de données Puisque le jeu de données est volumineux, nous allons commencer cette étude d'apprentissage supervisé avec seulement 20 % des données | X_sub, y_sub = resample(X, y, n_samples=0.2*m, stratify=y, random_state=2020) | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
4 - Modèle de référence | clf_dummy = DummyClassifier(strategy="most_frequent").fit(X_sub, y_sub)
dummy_score = log_loss(y_sub, clf_dummy.predict_proba(X_sub)[:,1])
history = {}
history['Baseline'] = dummy_score
history | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
5 - Régression logistique [class sklearn.linear_model.LogisticRegression(penalty='l2', dual=False, tol=0.0001, C=1.0, fit_intercept=True, intercept_scaling=1, class_weight=None, random_state=None, solver='lbfgs', max_iter=100, multi_class='auto', verbose=0, warm_start=False, n_jobs=None, l1_ratio=None)](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) | # Standardisation
scaler = StandardScaler().fit(X_sub)
X_sub_scale = scaler.transform(X_sub)
# Grille de recherche
parameters = {'C':[0.01, 0.1, 1],
'l1_ratio':[0, 0.1, 0.2, 0.3, 0.4],
'penalty': ['none', 'elasticnet']}
# Modèle
clf_logreg = LogisticRegression(max_iter=10000,
solver='saga',
random_state=2020)
# Recherche sur grille avec validation croisée
clf_logreg_grid = GridSearchCV(clf_logreg, parameters, cv=5, scoring="neg_log_loss", verbose=1, n_jobs=-1)
clf_logreg_grid.fit(X_sub_scale, y_sub)
print(f'Meilleurs paramètres: {clf_logreg_grid.best_params_}')
print(f'Meilleur score (mean CV): {clf_logreg_grid.best_score_}')
history['Logistic regression'] = -clf_logreg_grid.best_score_
history | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
6 - K plus proches voisins [class sklearn.neighbors.KNeighborsClassifier(n_neighbors=5, weights='uniform', algorithm='auto', leaf_size=30, p=2, metric='minkowski', metric_params=None, n_jobs=None, **kwargs)](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html) | # Grille de recherche
parameters = {'n_neighbors':[75, 100, 125, 150],
'p':[1, 2],
'weights':['uniform', 'distance']}
# Modèle
clf_knn = KNeighborsClassifier()
# Recherche sur grille avec validation croisée
clf_knn_grid = GridSearchCV(clf_knn, parameters, cv=5, scoring="neg_log_loss", verbose=1, n_jobs=-1)
clf_knn_grid.fit(X_sub, y_sub)
print(f'Meilleurs paramètres: {clf_knn_grid.best_params_}')
print(f'Meilleur score (mean CV): {clf_knn_grid.best_score_}')
history['KNN'] = -clf_knn_grid.best_score_
history | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
7 - Arbres de décision [class sklearn.tree.DecisionTreeClassifier(criterion='gini', splitter='best', max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=None, random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, class_weight=None, presort='deprecated', ccp_alpha=0.0)](https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html) | # Distributions des hyperparamètres
distributions = dict(
criterion=['gini', 'entropy'],
ccp_alpha=loguniform(1e-4, 1e3),
max_depth=randint(2, 128))
# Modèle
clf_tree = DecisionTreeClassifier(random_state=2020)
# Recherche aléatoire avec validation croisée
clf_tree_rnd = RandomizedSearchCV(clf_tree, distributions, n_iter=1000, cv=5, scoring="neg_log_loss", verbose=1, n_jobs=-1, random_state=2020)
clf_tree_rnd.fit(X_sub, y_sub)
print(f'Meilleurs paramètres: {clf_tree_rnd.best_params_}')
print(f'Meilleur score (mean CV): {clf_tree_rnd.best_score_}')
history['Decision Tree'] = -clf_tree_rnd.best_score_
history | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
8 - Bagging (arbres de décision) [class sklearn.ensemble.BaggingClassifier(base_estimator=None, n_estimators=10, max_samples=1.0, max_features=1.0, bootstrap=True, bootstrap_features=False, oob_score=False, warm_start=False, n_jobs=None, random_state=None, verbose=0)](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingClassifier.html) | clf_bag = BaggingClassifier(base_estimator=clf_tree_rnd.best_estimator_, n_estimators=1000, verbose=1, n_jobs=-1, random_state=2020)
clf_bag.fit(X_sub, y_sub)
# Score de validation croisée
cv_score = cross_val_score(clf_bag, X_sub, y_sub, cv=5, scoring="neg_log_loss", verbose=1, n_jobs=-1).mean()
print(f'Score (mean CV): {cv_score}')
history['Bagging'] = -cv_score
history | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
9 - Forêts aléatoires [class sklearn.ensemble.RandomForestClassifier(n_estimators=100, criterion='gini', max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features='auto', max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, bootstrap=True, oob_score=False, n_jobs=None, random_state=None, verbose=0, warm_start=False, class_weight=None, ccp_alpha=0.0, max_samples=None)](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html) | # Grille de recherche
parameters = {'ccp_alpha': [1e-3, 1e-2, 1e-1, 1],
'criterion':['gini','entropy'],
'max_features': [None, 'log2', 'sqrt']}
# Modèle
clf_rf = RandomForestClassifier(n_estimators=100, random_state=2020)
# Recherche sur grille avec validation croisée
clf_rf_grid = GridSearchCV(clf_rf, parameters, cv=5, scoring="neg_log_loss", verbose=1, n_jobs=-1)
clf_rf_grid.fit(X_sub, y_sub)
print(f'Meilleurs paramètres: {clf_rf_grid.best_params_}')
print(f'Meilleur score (mean CV): {clf_rf_grid.best_score_}')
history['Random Forests'] = -clf_rf_grid.best_score_
history | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
10 - Gradient Boosting | # Grille de recherche
parameters = {
'learning_rate': [0.01, 0.1, 1],
'max_features': ['sqrt', None],
'loss': ['deviance', 'exponential'],
'ccp_alpha': [1e-5, 1e-4, 1e-3]}
# Modèle
clf_gb = GradientBoostingClassifier(n_estimators=100, random_state=2020)
# Recherche sur grille avec validation croisée
clf_gb_grid = GridSearchCV(clf_gb, parameters, cv=5, scoring="neg_log_loss", verbose=1, n_jobs=-1)
clf_gb_grid.fit(X_sub, y_sub)
print(f'Meilleurs paramètres: {clf_gb_grid.best_params_}')
print(f'Meilleur score (mean CV): {clf_gb_grid.best_score_}')
history['Gradient Boosting'] = -clf_gb_grid.best_score_
history | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
11 - XGBoost | # Grille de recherche
parameters = {
'learning_rate': [0.001, 0.01, 0.1],
'reg_alpha': [1e-4, 1e-3, 1e-2],
'reg_lambda': [1e-4, 1e-3, 1e-2]}
# Modèle
clf_xgb = xgb.XGBClassifier(objective='binary:logistic',
colsample_bytree=0.3,
max_depth=30,
n_estimators=100,
random_state=2020)
# Recherche sur grille avec validation croisée
clf_xgb_grid = GridSearchCV(clf_xgb, parameters, cv=5, scoring="neg_log_loss", verbose=1, n_jobs=-1)
clf_xgb_grid.fit(X_sub, y_sub)
print(f'Meilleurs paramètres: {clf_xgb_grid.best_params_}')
print(f'Meilleur score (mean CV): {clf_xgb_grid.best_score_}')
history['XGBoost'] = -clf_xgb_grid.best_score_
history | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
12 - Courbes d'apprentissage pour le meilleur modèle XGBoost | lcurves = defaultdict(list)
for p in tqdm([0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7]):
X_, y_ = resample(X, y, n_samples=p*m, stratify=y, random_state=2020)
Xt, Xv, yt, yv = train_test_split(X_, y_, test_size=0.3, stratify=y_, random_state=2020)
clf_xgb_grid.best_estimator_.fit(Xt, yt)
lcurves['Train'].append(log_loss(yt, clf_xgb_grid.predict_proba(Xt)[:,1]))
lcurves['Val'].append(log_loss(yv, clf_xgb_grid.predict_proba(Xv)[:,1])) | 100%|██████████| 11/11 [00:56<00:00, 5.12s/it]
| MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Affichage des courbes d'apprentissage | plt.plot(lcurves['Train'], label="Train")
plt.plot(lcurves['Val'], label="Validation")
plt.legend() | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Gradient Boosting | lcurves = defaultdict(list)
for p in tqdm([0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5, 0.55, 0.6, 0.65, 0.7]):
X_, y_ = resample(X, y, n_samples=p*m, stratify=y, random_state=2020)
Xt, Xv, yt, yv = train_test_split(X_, y_, test_size=0.3, stratify=y_, random_state=2020)
clf_gb_grid.best_estimator_.fit(Xt, yt)
lcurves['Train'].append(log_loss(yt, clf_gb_grid.predict_proba(Xt)[:,1]))
lcurves['Val'].append(log_loss(yv, clf_gb_grid.predict_proba(Xv)[:,1]))
plt.plot(lcurves['Train'], label="Train")
plt.plot(lcurves['Val'], label="Validation")
plt.legend() | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
13 - Réentraînement du meilleur modèle en prenant en compte les meilleurs hyperparamètres | clf_best = GradientBoostingClassifier(
n_estimators=100,
ccp_alpha=0.0001,
learning_rate=0.1,
loss='exponential',
max_features= None,
random_state=2020)
clf_best.fit(X, y)
cv_score = cross_val_score(clf_best, X, y, cv=5, scoring="neg_log_loss", verbose=1, n_jobs=-1)
cv_score.mean() | [Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.
[Parallel(n_jobs=-1)]: Done 2 out of 5 | elapsed: 51.5s remaining: 1.3min
[Parallel(n_jobs=-1)]: Done 5 out of 5 | elapsed: 1.1min finished
| MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
14 - Métriques Prédictions | y_train_pred_proba_best = clf_best.predict_proba(X)[:,1] | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Aire sous la courbe | print(f'AUC = {roc_auc_score(y, y_train_pred_proba_best)}') | AUC = 0.8793425672328384
| MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Courbe ROC | fpr_rf, tpr_rf, thresholds = roc_curve(y, y_train_pred_proba_best)
fig = plt.figure(4, figsize=(6, 6))
plt.plot([0, 1], [0, 1], 'k--')
plt.plot(fpr_rf, tpr_rf, label='Meilleur modèle')
plt.xlabel('False positive rate')
plt.ylabel('True positive rate')
plt.title('ROC curve')
plt.show() | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Recherche du meilleur seuil | selected_threshold = thresholds[np.argmax(-fpr_rf + tpr_rf)]
selected_threshold | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
F1 score | f1_score(y, y_train_pred_proba_best > selected_threshold) | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Matrice de confusion | fig = plt.figure(3, figsize=(6, 6))
cnf_matrix = confusion_matrix(y, y_train_pred_proba_best > selected_threshold)
np.set_printoptions(precision=2)
plot_confusion_matrix(cnf_matrix, classes=['0','1'], title='Matrice de confusion')
# Accuracy
(61331+17755)/(61331+17755+15846+4604) | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
15 - Prédictions sur le jeu de test On applique les mêmes transformations que pour le jeu d'entraînement | AUS_test = pd.read_csv('AUS_test.csv', index_col=['Date'], parse_dates=True)
AUS_test = AUS_test.drop(columns=['Unnamed: 0'])
AUS_test['Year'] = AUS_test.index.year
AUS_test['Month'] = AUS_test.index.month
AUS_test = pd.get_dummies(AUS_test, columns = ['Location'], prefix="loc", drop_first=True)
AUS_test['WindGustDir'] = AUS_test['WindGustDir'].apply(lambda d : convertDir2Deg(d))
AUS_test['WindDir9am'] = AUS_test['WindDir9am'].apply(lambda d : convertDir2Deg(d))
AUS_test['WindDir3pm'] = AUS_test['WindDir3pm'].apply(lambda d : convertDir2Deg(d))
AUS_test['Wind1Cos'] = np.cos(AUS_test['WindGustDir']*2*np.pi/360)
AUS_test['Wind1Sin'] = np.sin(AUS_test['WindGustDir']*2*np.pi/360)
AUS_test['Wind2Cos'] = np.cos(AUS_test['WindDir9am']*2*np.pi/360)
AUS_test['Wind2Sin'] = np.sin(AUS_test['WindDir9am']*2*np.pi/360)
AUS_test['Wind3Cos'] = np.cos(AUS_test['WindDir3pm']*2*np.pi/360)
AUS_test['Wind3Sin'] = np.sin(AUS_test['WindDir3pm']*2*np.pi/360)
AUS_test = AUS_test.drop(columns=['WindGustDir','WindDir9am','WindDir3pm'])
AUS_test['RainToday'] = (AUS_test['RainToday'] == 'Yes').astype(int)
X_test = AUS_test.values | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Calcul des prédictions sur le jeu de test | y_test_pred_proba_best = clf_best.predict_proba(X_test)[:,1] | _____no_output_____ | MIT | projet2/projet2-solution.ipynb | tiombo/Projet-Final |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.