import numpy as np import os import ntpath import time from . import util from . import html from pdb import set_trace as st class Visualizer(): def __init__(self, opt): # self.opt = opt self.display_id = opt.display_id if self.display_id > 0: from . import display self.display = display else: from . import html self.web_dir = os.path.join(opt.checkpoints_dir, opt.name, 'web') self.img_dir = os.path.join(self.web_dir, 'images') self.name = opt.name self.win_size = opt.display_winsize print('create web directory %s...' % self.web_dir) util.mkdirs([self.web_dir, self.img_dir]) # |visuals|: dictionary of images to display or save def display_current_results(self, visuals, epoch): if self.display_id > 0: # show images in the browser idx = 0 for label, image_numpy in visuals: image_numpy = np.flipud(image_numpy) self.display.image(image_numpy, title=label, win=self.display_id + idx) idx += 1 else: # save images to a web directory for label, image_numpy in visuals.items(): img_path = os.path.join(self.img_dir, 'epoch%.3d_%s.png' % (epoch, label)) util.save_image(image_numpy, img_path) # update website webpage = html.HTML(self.web_dir, 'Experiment name = %s' % self.name, reflesh=1) for n in range(epoch, 0, -1): webpage.add_header('epoch [%d]' % n) ims = [] txts = [] links = [] for label, image_numpy in visuals.items(): img_path = 'epoch%.3d_%s.png' % (n, label) ims.append(img_path) txts.append(label) links.append(img_path) webpage.add_images(ims, txts, links, width=self.win_size) webpage.save() # st() # errors: dictionary of error labels and values def plot_current_errors(self, epoch, i, opt, errors): pass # errors: same format as |errors| of plotCurrentErrors def print_current_errors(self, epoch, i, errors, start_time): message = '(epoch: %d, iters: %d, time: %.3f) ' % (epoch, i, time.time() - start_time) for k, v in errors.items(): message += '%s: %.3f ' % (k, v) print(message) # save image to the disk def save_images(self, webpage, visuals, image_path): image_dir = webpage.get_image_dir() short_path = ntpath.basename(image_path[0]) name = os.path.splitext(short_path)[0] webpage.add_header(name) ims = [] txts = [] links = [] for label, image_numpy in visuals.items(): image_name = '%s_%s.png' % (name, label) save_path = os.path.join(image_dir, image_name) util.save_image(image_numpy, save_path) ims.append(image_name) txts.append(label) links.append(image_name) webpage.add_images(ims, txts, links, width=self.win_size)