from __future__ import print_function from pathlib import Path import tarfile import requests from warnings import warn from zipfile import ZipFile from bs4 import BeautifulSoup class GetData(object): """A Python script for downloading CycleGAN or pix2pix datasets. Parameters: technique (str) -- One of: 'cyclegan' or 'pix2pix'. verbose (bool) -- If True, print additional information. Examples: >>> from util.get_data import GetData >>> gd = GetData(technique='cyclegan') >>> new_data_path = gd.get(save_path='./datasets') # options will be displayed. Alternatively, You can use bash scripts: 'scripts/download_pix2pix_model.sh' and 'scripts/download_cyclegan_model.sh'. """ def __init__(self, technique="cyclegan", verbose=True): url_dict = { "pix2pix": "http://efrosgans.eecs.berkeley.edu/pix2pix/datasets/", "cyclegan": "http://efrosgans.eecs.berkeley.edu/pix2pix/datasets", } self.url = url_dict.get(technique.lower()) self._verbose = verbose def _print(self, text): if self._verbose: print(text) @staticmethod def _get_options(r): soup = BeautifulSoup(r.text, "lxml") options = [h.text for h in soup.find_all("a", href=True) if h.text.endswith((".zip", "tar.gz"))] return options def _present_options(self): r = requests.get(self.url) options = self._get_options(r) print("Options:\n") for i, o in enumerate(options): print("{0}: {1}".format(i, o)) choice = input("\nPlease enter the number of the " "dataset above you wish to download:") return options[int(choice)] def _download_data(self, dataset_url, save_path): save_path = Path(save_path) if not save_path.is_dir(): save_path.mkdir(parents=True, exist_ok=True) base = Path(dataset_url).name temp_save_path = save_path / base with open(temp_save_path, "wb") as f: r = requests.get(dataset_url) f.write(r.content) if base.endswith(".tar.gz"): obj = tarfile.open(temp_save_path) elif base.endswith(".zip"): obj = ZipFile(temp_save_path, "r") else: raise ValueError("Unknown File Type: {0}.".format(base)) self._print("Unpacking Data...") obj.extractall(save_path) obj.close() temp_save_path.unlink() def get(self, save_path, dataset=None): """ Download a dataset. Parameters: save_path (str) -- A directory to save the data to. dataset (str) -- (optional). A specific dataset to download. Note: this must include the file extension. If None, options will be presented for you to choose from. Returns: save_path_full (str) -- the absolute path to the downloaded data. """ if dataset is None: selected_dataset = self._present_options() else: selected_dataset = dataset save_path_full = Path(save_path) / selected_dataset.split(".")[0] if save_path_full.is_dir(): warn(f"\n'{save_path_full}' already exists. Voiding Download.") else: self._print("Downloading Data...") url = f"{self.url}/{selected_dataset}" self._download_data(url, save_path=save_path) return save_path_full.resolve()