# pip install numpy==1.20 -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn
# Keras 2.3.1 TensorFlow2.4.1 numpy>=1.20 protobuf==3.20.1 python3.8
import tensorflow as tf
# pip install numpy==1.20 -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn
# Keras 2.3.1 TensorFlow2.4.1 numpy>=1.20 protobuf==3.20.1 python3.8
from tensorflow import keras
from tensorflow.keras import layers,models
import pathlib
import keras
import matplotlib.pyplot as plt
import numpy as np
import os
import PIL
print(keras.__version__)
print(tf.__version__)
data_dir = "flower_photos"
data_dir = pathlib.Path(data_dir)
image_count = len(list(data_dir.glob('*/*.jpg')))
print("图片总数为:",image_count)
roses = list(data_dir.glob('roses/*'))
im=PIL.Image.open(str(roses[0]))
im.sho