Spaces:
Sleeping
Sleeping
Sean Carnahan
Incorporate external/BodybuildingPoseClassifier files directly, remove submodule
b39cc0b
import os | |
from tensorflow.keras.preprocessing.image import ImageDataGenerator | |
from models.model import build_model | |
train_dir = os.path.join('data', 'train') | |
validation_dir = os.path.join('data', 'validation') | |
train_datagen = ImageDataGenerator( | |
rescale=1./255, | |
rotation_range=40, | |
width_shift_range=0.2, | |
height_shift_range=0.2, | |
shear_range=0.2, | |
zoom_range=0.2, | |
horizontal_flip=True | |
) | |
validation_datagen = ImageDataGenerator(rescale=1./255) | |
train_generator = train_datagen.flow_from_directory( | |
train_dir, | |
target_size=(150, 150), | |
batch_size=20, | |
class_mode='categorical' | |
) | |
validation_generator = validation_datagen.flow_from_directory( | |
validation_dir, | |
target_size=(150, 150), | |
batch_size=20, | |
class_mode='categorical' | |
) | |
model = build_model() | |
history = model.fit( | |
train_generator, | |
steps_per_epoch=100, | |
epochs=30, | |
validation_data=validation_generator, | |
validation_steps=50 | |
) | |
model.save('bodybuilding_pose_classifier.h5') | |