宇宙最大的手繪草圖資料集——QuickDraw 決議、下載、使用、訓練、可視化(附完整代碼)

前言：深度學習的世界里，怎能少得了Google的身影？2017年Google提出的sketch-rnn橫空出世，是學習基于深度學習的手繪草圖必知必會的經典模型，其中提出的QuickDraw資料集包含了超過五千萬幅手繪草圖，是目前最大的手繪草圖資料集，本文圍繞SketchRNN中提出的QuickDraw，重點講解如何在自己的深度學習專案中使用QuickDraw，如何下載QuickDraw，如何決議QuickDraw資料集，如何可視化QuickDraw資料集，

目錄

QuickDraw簡介

QuickDraw加載

QuickDraw可視化

完整實戰代碼：加載資料集，并可視化資料集

QuickDraw下載

QuickDraw簡介

Quick Draw 資料集是一個包含 345 個類別的 5000 萬幅手繪草圖的集合，由游戲 Quick, Draw!的玩家貢獻， 這些繪圖被捕獲為帶時間戳的矢量，并用元資料標記，包括要求玩家繪制的內容以及玩家所在的國家/地區， 可以去官網體驗一下最終的手繪效果，非常有趣！

官網地址：https://quickdraw.withgoogle.com/

QuickDraw加載

我封裝了一個class，在下載完QuickDraw之后，dataPath中填寫下載的資料集地址即可，

class SketchData(object):
    def __init__(self, dataPath, model="train"):
        self.dataPath = dataPath
        self.model = model

    # 加載資料
    def load(self):
        dataset_origin_list = []
        category_list = self.getCategory()
        for each_name in category_list:
            # npz_test = np.load(f"./{self.dataPath}/{each_name}", encoding="latin1", allow_pickle=True)["test"]
            npz_tmp = np.load(f"./{self.dataPath}/{each_name}", encoding="latin1", allow_pickle=True)[self.model]
            print(f"dataset: {each_name} added.")
            dataset_origin_list.append(npz_tmp)
        return dataset_origin_list

    # 獲取類別串列
    def getCategory(self):
        category_list = os.listdir(self.dataPath)
        return category_list

QuickDraw可視化

class DrawSketch(object):
    def __init__(self):
        pass

    def scale_sketch(self, sketch, size=(448, 448)):
        [_, _, h, w] = self.canvas_size_google(sketch)
        if h >= w:
            sketch_normalize = sketch / np.array([[h, h, 1]], dtype=np.float)
        else:
            sketch_normalize = sketch / np.array([[w, w, 1]], dtype=np.float)
        sketch_rescale = sketch_normalize * np.array([[size[0], size[1], 1]], dtype=np.float)
        return sketch_rescale.astype("int16")

    def canvas_size_google(self, sketch):
        """
        :param sketch: google sketch, quickDraw
        :return: int list,[x, y, h, w]
        """
        # get canvas size

        vertical_sum = np.cumsum(sketch[1:], axis=0)
        xmin, ymin, _ = np.min(vertical_sum, axis=0)
        xmax, ymax, _ = np.max(vertical_sum, axis=0)
        w = xmax - xmin
        h = ymax - ymin
        start_x = -xmin - sketch[0][0]
        start_y = -ymin - sketch[0][1]
        # sketch[0] = sketch[0] - sketch[0]
        return [int(start_x), int(start_y), int(h), int(w)]

    def draw_three(self, sketch, random_color=False, show=False, img_size=512):
        """
        :param sketches: google quickDraw, (n, 3)
        :param thickness: pass
        :return: None
        """
        # print("three ")
        # print(sketch)
        # print("-" * 70)
        thickness = int(img_size * 0.025)

        sketch = self.scale_sketch(sketch, (img_size, img_size))  # scale the sketch.
        [start_x, start_y, h, w] = self.canvas_size_google(sketch=sketch)
        start_x += thickness + 1
        start_y += thickness + 1
        canvas = np.ones((max(h, w) + 3 * (thickness + 1), max(h, w) + 3 * (thickness + 1), 3), dtype='uint8') * 255
        if random_color:
            color = (random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))
        else:
            color = (0, 0, 0)
        pen_now = np.array([start_x, start_y])
        first_zero = False
        for stroke in sketch:
            delta_x_y = stroke[0:0 + 2]
            state = stroke[2:]
            if first_zero:
                pen_now += delta_x_y
                first_zero = False
                continue
            cv2.line(canvas, tuple(pen_now), tuple(pen_now + delta_x_y), color, thickness=thickness)
            if int(state) == 1:  # next stroke
                first_zero = True
                if random_color:
                    color = (random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))
                else:
                    color = (0, 0, 0)
            pen_now += delta_x_y
        if show:
            key = cv2.waitKeyEx()
            if key == 27:  # esc
                cv2.destroyAllWindows()
                exit(0)
        return cv2.resize(canvas, (img_size, img_size))

完整實戰代碼：加載資料集，并可視化資料集

import cv2
import os
from PIL import Image
import matplotlib
from matplotlib.pyplot import imshow
import matplotlib.pyplot as plt
# from sketch_processing import draw_three
import numpy as np
import random


class DrawSketch(object):
    def __init__(self):
        pass

    def scale_sketch(self, sketch, size=(448, 448)):
        [_, _, h, w] = self.canvas_size_google(sketch)
        if h >= w:
            sketch_normalize = sketch / np.array([[h, h, 1]], dtype=np.float)
        else:
            sketch_normalize = sketch / np.array([[w, w, 1]], dtype=np.float)
        sketch_rescale = sketch_normalize * np.array([[size[0], size[1], 1]], dtype=np.float)
        return sketch_rescale.astype("int16")

    def canvas_size_google(self, sketch):
        """
        :param sketch: google sketch, quickDraw
        :return: int list,[x, y, h, w]
        """
        # get canvas size

        vertical_sum = np.cumsum(sketch[1:], axis=0)
        xmin, ymin, _ = np.min(vertical_sum, axis=0)
        xmax, ymax, _ = np.max(vertical_sum, axis=0)
        w = xmax - xmin
        h = ymax - ymin
        start_x = -xmin - sketch[0][0]
        start_y = -ymin - sketch[0][1]
        # sketch[0] = sketch[0] - sketch[0]
        return [int(start_x), int(start_y), int(h), int(w)]

    def draw_three(self, sketch, random_color=False, show=False, img_size=512):
        """
        :param sketches: google quickDraw, (n, 3)
        :param thickness: pass
        :return: None
        """
        # print("three ")
        # print(sketch)
        # print("-" * 70)
        thickness = int(img_size * 0.025)

        sketch = self.scale_sketch(sketch, (img_size, img_size))  # scale the sketch.
        [start_x, start_y, h, w] = self.canvas_size_google(sketch=sketch)
        start_x += thickness + 1
        start_y += thickness + 1
        canvas = np.ones((max(h, w) + 3 * (thickness + 1), max(h, w) + 3 * (thickness + 1), 3), dtype='uint8') * 255
        if random_color:
            color = (random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))
        else:
            color = (0, 0, 0)
        pen_now = np.array([start_x, start_y])
        first_zero = False
        for stroke in sketch:
            delta_x_y = stroke[0:0 + 2]
            state = stroke[2:]
            if first_zero:
                pen_now += delta_x_y
                first_zero = False
                continue
            cv2.line(canvas, tuple(pen_now), tuple(pen_now + delta_x_y), color, thickness=thickness)
            if int(state) == 1:  # next stroke
                first_zero = True
                if random_color:
                    color = (random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))
                else:
                    color = (0, 0, 0)
            pen_now += delta_x_y
        if show:
            key = cv2.waitKeyEx()
            if key == 27:  # esc
                cv2.destroyAllWindows()
                exit(0)
        return cv2.resize(canvas, (img_size, img_size))


class SketchData(object):
    def __init__(self, dataPath, model="train"):
        self.dataPath = dataPath
        self.model = model

    # 加載資料
    def load(self):
        dataset_origin_list = []
        category_list = self.getCategory()
        for each_name in category_list:
            # npz_test = np.load(f"./{self.dataPath}/{each_name}", encoding="latin1", allow_pickle=True)["test"]
            npz_tmp = np.load(f"./{self.dataPath}/{each_name}", encoding="latin1", allow_pickle=True)[self.model]
            print(f"dataset: {each_name} added.")
            dataset_origin_list.append(npz_tmp)
        return dataset_origin_list

    # 獲取類別串列
    def getCategory(self):
        category_list = os.listdir(self.dataPath)
        return category_list


# category_list = ["airplane.npz", "angel.npz", "alarm clock.npz", "apple.npz",
#                  "butterfly.npz", "belt.npz", "bus.npz",
#                  "cake.npz", "cat.npz", "clock.npz", "eye.npz", "fish.npz",
#                  "pig.npz", "sheep.npz", "spider.npz", "The Great Wall of China.npz"]
# category_list = ["eye.npz", "piano.npz", "horse.npz"]

# # 原始資料集 train
# dataset_origin_list = []
# for each_name in category_list:
#     npz_test = np.load(f"./dataset_npz/{each_name}", encoding="latin1", allow_pickle=True)["test"]
#     dataset_origin_list.append(npz_test)

if __name__ == '__main__':
    sketchdata = SketchData(dataPath='./dataset_npz')
    category_list = sketchdata.getCategory()
    dataset_origin_list = sketchdata.load()
    # 作圖
    for category_index in range(len(category_list)):
        sample_category_name = category_list[category_index]
        print(sample_category_name)
        save_name = sample_category_name.replace(".npz", "")
        # 創建檔案夾
        folder = os.path.exists(f"./save_img/{save_name}/")
        if not folder:
            os.makedirs(f"./save_img/{save_name}/")
            print(f"./save_img/{save_name}/ is new mkdir!")
        drawsketch = DrawSketch()
        # 作圖
        for image_index in range(10):
            # sample_sketch = dataset_origin_list[sample_category_name.index(sample_category_name)][index]
            sample_sketch = dataset_origin_list[category_list.index(sample_category_name)][image_index]
            sketch_cv = drawsketch.draw_three(sample_sketch, True)
            plt.xticks([])  # 去掉x軸
            plt.yticks([])  # 去掉y軸
            plt.axis('off')  # 去掉坐標軸
            plt.imshow(sketch_cv)
            plt.savefig(f"./save_img/{save_name}/{image_index}.jpg")
            print(f"{save_name}/{image_index}.jpg is saved!")

QuickDraw下載

首先需要在自己環境里按住那個gsutil，然后執行：

gsutil -m cp \
  "gs://quickdraw_dataset/sketchrnn/bus.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/bus.npz" \
  "gs://quickdraw_dataset/sketchrnn/bush.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/bush.npz" \
  "gs://quickdraw_dataset/sketchrnn/butterfly.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/butterfly.npz" \
  "gs://quickdraw_dataset/sketchrnn/cactus.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cactus.npz" \
  "gs://quickdraw_dataset/sketchrnn/cake.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cake.npz" \
  "gs://quickdraw_dataset/sketchrnn/calculator.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/calculator.npz" \
  "gs://quickdraw_dataset/sketchrnn/calendar.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/calendar.npz" \
  "gs://quickdraw_dataset/sketchrnn/camel.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/camel.npz" \
  "gs://quickdraw_dataset/sketchrnn/camera.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/camera.npz" \
  "gs://quickdraw_dataset/sketchrnn/camouflage.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/camouflage.npz" \
  "gs://quickdraw_dataset/sketchrnn/campfire.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/campfire.npz" \
  "gs://quickdraw_dataset/sketchrnn/candle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/candle.npz" \
  "gs://quickdraw_dataset/sketchrnn/cannon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cannon.npz" \
  "gs://quickdraw_dataset/sketchrnn/canoe.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/canoe.npz" \
  "gs://quickdraw_dataset/sketchrnn/car.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/car.npz" \
  "gs://quickdraw_dataset/sketchrnn/carrot.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/carrot.npz" \
  "gs://quickdraw_dataset/sketchrnn/castle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/castle.npz" \
  "gs://quickdraw_dataset/sketchrnn/cat.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cat.npz" \
  "gs://quickdraw_dataset/sketchrnn/ceiling\ fan.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/ceiling\ fan.npz" \
  "gs://quickdraw_dataset/sketchrnn/cell\ phone.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cell\ phone.npz" \
  "gs://quickdraw_dataset/sketchrnn/cello.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cello.npz" \
  "gs://quickdraw_dataset/sketchrnn/chair.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/chair.npz" \
  "gs://quickdraw_dataset/sketchrnn/chandelier.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/chandelier.npz" \
  "gs://quickdraw_dataset/sketchrnn/church.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/church.npz" \
  "gs://quickdraw_dataset/sketchrnn/circle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/circle.npz" \
  "gs://quickdraw_dataset/sketchrnn/clarinet.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/clarinet.npz" \
  "gs://quickdraw_dataset/sketchrnn/clock.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/clock.npz" \
  "gs://quickdraw_dataset/sketchrnn/cloud.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cloud.npz" \
  "gs://quickdraw_dataset/sketchrnn/coffee\ cup.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/coffee\ cup.npz" \
  "gs://quickdraw_dataset/sketchrnn/compass.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/compass.npz" \
  "gs://quickdraw_dataset/sketchrnn/computer.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/computer.npz" \
  "gs://quickdraw_dataset/sketchrnn/cookie.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cookie.npz" \
  "gs://quickdraw_dataset/sketchrnn/cooler.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cooler.npz" \
  "gs://quickdraw_dataset/sketchrnn/couch.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/couch.npz" \
  "gs://quickdraw_dataset/sketchrnn/cow.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cow.npz" \
  "gs://quickdraw_dataset/sketchrnn/crab.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/crab.npz" \
  "gs://quickdraw_dataset/sketchrnn/crayon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/crayon.npz" \
  "gs://quickdraw_dataset/sketchrnn/crocodile.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/crocodile.npz" \
  "gs://quickdraw_dataset/sketchrnn/crown.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/crown.npz" \
  "gs://quickdraw_dataset/sketchrnn/cruise\ ship.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cruise\ ship.npz" \
  "gs://quickdraw_dataset/sketchrnn/cup.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/cup.npz" \
  "gs://quickdraw_dataset/sketchrnn/diamond.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/diamond.npz" \
  "gs://quickdraw_dataset/sketchrnn/dishwasher.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/dishwasher.npz" \
  "gs://quickdraw_dataset/sketchrnn/diving\ board.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/diving\ board.npz" \
  "gs://quickdraw_dataset/sketchrnn/dog.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/dog.npz" \
  "gs://quickdraw_dataset/sketchrnn/dolphin.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/dolphin.npz" \
  "gs://quickdraw_dataset/sketchrnn/donut.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/donut.npz" \
  "gs://quickdraw_dataset/sketchrnn/door.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/door.npz" \
  "gs://quickdraw_dataset/sketchrnn/dragon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/dragon.npz" \
  "gs://quickdraw_dataset/sketchrnn/dresser.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/dresser.npz" \
  .

gsutil -m cp \
  "gs://quickdraw_dataset/sketchrnn/drill.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/drill.npz" \
  "gs://quickdraw_dataset/sketchrnn/drums.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/drums.npz" \
  "gs://quickdraw_dataset/sketchrnn/duck.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/duck.npz" \
  "gs://quickdraw_dataset/sketchrnn/dumbbell.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/dumbbell.npz" \
  "gs://quickdraw_dataset/sketchrnn/ear.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/ear.npz" \
  "gs://quickdraw_dataset/sketchrnn/elbow.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/elbow.npz" \
  "gs://quickdraw_dataset/sketchrnn/elephant.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/elephant.npz" \
  "gs://quickdraw_dataset/sketchrnn/envelope.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/envelope.npz" \
  "gs://quickdraw_dataset/sketchrnn/eraser.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/eraser.npz" \
  "gs://quickdraw_dataset/sketchrnn/eye.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/eye.npz" \
  "gs://quickdraw_dataset/sketchrnn/eyeglasses.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/eyeglasses.npz" \
  "gs://quickdraw_dataset/sketchrnn/face.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/face.npz" \
  "gs://quickdraw_dataset/sketchrnn/fan.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/fan.npz" \
  "gs://quickdraw_dataset/sketchrnn/feather.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/feather.npz" \
  "gs://quickdraw_dataset/sketchrnn/fence.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/fence.npz" \
  "gs://quickdraw_dataset/sketchrnn/finger.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/finger.npz" \
  "gs://quickdraw_dataset/sketchrnn/fire\ hydrant.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/fire\ hydrant.npz" \
  "gs://quickdraw_dataset/sketchrnn/fireplace.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/fireplace.npz" \
  "gs://quickdraw_dataset/sketchrnn/firetruck.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/firetruck.npz" \
  "gs://quickdraw_dataset/sketchrnn/fish.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/fish.npz" \
  "gs://quickdraw_dataset/sketchrnn/flamingo.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/flamingo.npz" \
  "gs://quickdraw_dataset/sketchrnn/flashlight.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/flashlight.npz" \
  "gs://quickdraw_dataset/sketchrnn/flip\ flops.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/flip\ flops.npz" \
  "gs://quickdraw_dataset/sketchrnn/floor\ lamp.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/floor\ lamp.npz" \
  "gs://quickdraw_dataset/sketchrnn/flower.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/flower.npz" \
  "gs://quickdraw_dataset/sketchrnn/flying\ saucer.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/flying\ saucer.npz" \
  "gs://quickdraw_dataset/sketchrnn/foot.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/foot.npz" \
  "gs://quickdraw_dataset/sketchrnn/fork.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/fork.npz" \
  "gs://quickdraw_dataset/sketchrnn/frog.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/frog.npz" \
  "gs://quickdraw_dataset/sketchrnn/frying\ pan.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/frying\ pan.npz" \
  "gs://quickdraw_dataset/sketchrnn/garden\ hose.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/garden\ hose.npz" \
  "gs://quickdraw_dataset/sketchrnn/garden.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/garden.npz" \
  "gs://quickdraw_dataset/sketchrnn/giraffe.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/giraffe.npz" \
  "gs://quickdraw_dataset/sketchrnn/goatee.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/goatee.npz" \
  "gs://quickdraw_dataset/sketchrnn/golf\ club.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/golf\ club.npz" \
  "gs://quickdraw_dataset/sketchrnn/grapes.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/grapes.npz" \
  "gs://quickdraw_dataset/sketchrnn/grass.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/grass.npz" \
  "gs://quickdraw_dataset/sketchrnn/guitar.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/guitar.npz" \
  "gs://quickdraw_dataset/sketchrnn/hamburger.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hamburger.npz" \
  "gs://quickdraw_dataset/sketchrnn/hammer.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hammer.npz" \
  "gs://quickdraw_dataset/sketchrnn/hand.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hand.npz" \
  "gs://quickdraw_dataset/sketchrnn/harp.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/harp.npz" \
  "gs://quickdraw_dataset/sketchrnn/hat.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hat.npz" \
  "gs://quickdraw_dataset/sketchrnn/headphones.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/headphones.npz" \
  "gs://quickdraw_dataset/sketchrnn/hedgehog.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hedgehog.npz" \
  "gs://quickdraw_dataset/sketchrnn/helicopter.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/helicopter.npz" \
  "gs://quickdraw_dataset/sketchrnn/helmet.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/helmet.npz" \
  "gs://quickdraw_dataset/sketchrnn/hexagon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hexagon.npz" \
  "gs://quickdraw_dataset/sketchrnn/hockey\ puck.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hockey\ puck.npz" \
  "gs://quickdraw_dataset/sketchrnn/hockey\ stick.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hockey\ stick.npz" \
  .

gsutil -m cp \
  "gs://quickdraw_dataset/sketchrnn/horse.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/horse.npz" \
  "gs://quickdraw_dataset/sketchrnn/hospital.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hospital.npz" \
  "gs://quickdraw_dataset/sketchrnn/hot\ air\ balloon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hot\ air\ balloon.npz" \
  "gs://quickdraw_dataset/sketchrnn/hot\ dog.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hot\ dog.npz" \
  "gs://quickdraw_dataset/sketchrnn/hot\ tub.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hot\ tub.npz" \
  "gs://quickdraw_dataset/sketchrnn/hourglass.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hourglass.npz" \
  "gs://quickdraw_dataset/sketchrnn/house\ plant.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/house\ plant.npz" \
  "gs://quickdraw_dataset/sketchrnn/house.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/house.npz" \
  "gs://quickdraw_dataset/sketchrnn/hurricane.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/hurricane.npz" \
  "gs://quickdraw_dataset/sketchrnn/ice\ cream.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/ice\ cream.npz" \
  "gs://quickdraw_dataset/sketchrnn/jacket.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/jacket.npz" \
  "gs://quickdraw_dataset/sketchrnn/jail.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/jail.npz" \
  "gs://quickdraw_dataset/sketchrnn/kangaroo.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/kangaroo.npz" \
  "gs://quickdraw_dataset/sketchrnn/key.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/key.npz" \
  "gs://quickdraw_dataset/sketchrnn/keyboard.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/keyboard.npz" \
  "gs://quickdraw_dataset/sketchrnn/knee.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/knee.npz" \
  "gs://quickdraw_dataset/sketchrnn/knife.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/knife.npz" \
  "gs://quickdraw_dataset/sketchrnn/ladder.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/ladder.npz" \
  "gs://quickdraw_dataset/sketchrnn/lantern.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/lantern.npz" \
  "gs://quickdraw_dataset/sketchrnn/laptop.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/laptop.npz" \
  "gs://quickdraw_dataset/sketchrnn/leaf.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/leaf.npz" \
  "gs://quickdraw_dataset/sketchrnn/leg.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/leg.npz" \
  "gs://quickdraw_dataset/sketchrnn/light\ bulb.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/light\ bulb.npz" \
  "gs://quickdraw_dataset/sketchrnn/lighter.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/lighter.npz" \
  "gs://quickdraw_dataset/sketchrnn/lighthouse.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/lighthouse.npz" \
  "gs://quickdraw_dataset/sketchrnn/lightning.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/lightning.npz" \
  "gs://quickdraw_dataset/sketchrnn/line.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/line.npz" \
  "gs://quickdraw_dataset/sketchrnn/lion.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/lion.npz" \
  "gs://quickdraw_dataset/sketchrnn/lipstick.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/lipstick.npz" \
  "gs://quickdraw_dataset/sketchrnn/lobster.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/lobster.npz" \
  "gs://quickdraw_dataset/sketchrnn/lollipop.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/lollipop.npz" \
  "gs://quickdraw_dataset/sketchrnn/mailbox.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/mailbox.npz" \
  "gs://quickdraw_dataset/sketchrnn/map.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/map.npz" \
  "gs://quickdraw_dataset/sketchrnn/marker.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/marker.npz" \
  "gs://quickdraw_dataset/sketchrnn/matches.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/matches.npz" \
  "gs://quickdraw_dataset/sketchrnn/megaphone.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/megaphone.npz" \
  "gs://quickdraw_dataset/sketchrnn/mermaid.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/mermaid.npz" \
  "gs://quickdraw_dataset/sketchrnn/microphone.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/microphone.npz" \
  "gs://quickdraw_dataset/sketchrnn/microwave.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/microwave.npz" \
  "gs://quickdraw_dataset/sketchrnn/monkey.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/monkey.npz" \
  "gs://quickdraw_dataset/sketchrnn/moon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/moon.npz" \
  "gs://quickdraw_dataset/sketchrnn/mosquito.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/mosquito.npz" \
  "gs://quickdraw_dataset/sketchrnn/motorbike.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/motorbike.npz" \
  "gs://quickdraw_dataset/sketchrnn/mountain.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/mountain.npz" \
  "gs://quickdraw_dataset/sketchrnn/mouse.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/mouse.npz" \
  "gs://quickdraw_dataset/sketchrnn/moustache.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/moustache.npz" \
  "gs://quickdraw_dataset/sketchrnn/mouth.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/mouth.npz" \
  "gs://quickdraw_dataset/sketchrnn/mug.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/mug.npz" \
  "gs://quickdraw_dataset/sketchrnn/mushroom.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/mushroom.npz" \
  "gs://quickdraw_dataset/sketchrnn/nail.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/nail.npz" \
  .

gsutil -m cp \
  "gs://quickdraw_dataset/sketchrnn/necklace.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/necklace.npz" \
  "gs://quickdraw_dataset/sketchrnn/nose.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/nose.npz" \
  "gs://quickdraw_dataset/sketchrnn/ocean.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/ocean.npz" \
  "gs://quickdraw_dataset/sketchrnn/octagon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/octagon.npz" \
  "gs://quickdraw_dataset/sketchrnn/octopus.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/octopus.npz" \
  "gs://quickdraw_dataset/sketchrnn/onion.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/onion.npz" \
  "gs://quickdraw_dataset/sketchrnn/oven.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/oven.npz" \
  "gs://quickdraw_dataset/sketchrnn/owl.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/owl.npz" \
  "gs://quickdraw_dataset/sketchrnn/paint\ can.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/paint\ can.npz" \
  "gs://quickdraw_dataset/sketchrnn/paintbrush.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/paintbrush.npz" \
  "gs://quickdraw_dataset/sketchrnn/palm\ tree.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/palm\ tree.npz" \
  "gs://quickdraw_dataset/sketchrnn/panda.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/panda.npz" \
  "gs://quickdraw_dataset/sketchrnn/pants.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pants.npz" \
  "gs://quickdraw_dataset/sketchrnn/paper\ clip.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/paper\ clip.npz" \
  "gs://quickdraw_dataset/sketchrnn/parachute.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/parachute.npz" \
  "gs://quickdraw_dataset/sketchrnn/parrot.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/parrot.npz" \
  "gs://quickdraw_dataset/sketchrnn/passport.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/passport.npz" \
  "gs://quickdraw_dataset/sketchrnn/peanut.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/peanut.npz" \
  "gs://quickdraw_dataset/sketchrnn/pear.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pear.npz" \
  "gs://quickdraw_dataset/sketchrnn/peas.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/peas.npz" \
  "gs://quickdraw_dataset/sketchrnn/pencil.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pencil.npz" \
  "gs://quickdraw_dataset/sketchrnn/penguin.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/penguin.npz" \
  "gs://quickdraw_dataset/sketchrnn/piano.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/piano.npz" \
  "gs://quickdraw_dataset/sketchrnn/pickup\ truck.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pickup\ truck.npz" \
  "gs://quickdraw_dataset/sketchrnn/picture\ frame.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/picture\ frame.npz" \
  "gs://quickdraw_dataset/sketchrnn/pig.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pig.npz" \
  "gs://quickdraw_dataset/sketchrnn/pillow.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pillow.npz" \
  "gs://quickdraw_dataset/sketchrnn/pineapple.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pineapple.npz" \
  "gs://quickdraw_dataset/sketchrnn/pizza.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pizza.npz" \
  "gs://quickdraw_dataset/sketchrnn/pliers.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pliers.npz" \
  "gs://quickdraw_dataset/sketchrnn/police\ car.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/police\ car.npz" \
  "gs://quickdraw_dataset/sketchrnn/pond.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pond.npz" \
  "gs://quickdraw_dataset/sketchrnn/pool.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/pool.npz" \
  "gs://quickdraw_dataset/sketchrnn/popsicle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/popsicle.npz" \
  "gs://quickdraw_dataset/sketchrnn/postcard.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/postcard.npz" \
  "gs://quickdraw_dataset/sketchrnn/potato.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/potato.npz" \
  "gs://quickdraw_dataset/sketchrnn/power\ outlet.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/power\ outlet.npz" \
  "gs://quickdraw_dataset/sketchrnn/purse.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/purse.npz" \
  "gs://quickdraw_dataset/sketchrnn/rabbit.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/rabbit.npz" \
  "gs://quickdraw_dataset/sketchrnn/raccoon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/raccoon.npz" \
  "gs://quickdraw_dataset/sketchrnn/radio.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/radio.npz" \
  "gs://quickdraw_dataset/sketchrnn/rain.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/rain.npz" \
  "gs://quickdraw_dataset/sketchrnn/rainbow.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/rainbow.npz" \
  "gs://quickdraw_dataset/sketchrnn/rake.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/rake.npz" \
  "gs://quickdraw_dataset/sketchrnn/remote\ control.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/remote\ control.npz" \
  "gs://quickdraw_dataset/sketchrnn/rhinoceros.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/rhinoceros.npz" \
  "gs://quickdraw_dataset/sketchrnn/rifle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/rifle.npz" \
  "gs://quickdraw_dataset/sketchrnn/river.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/river.npz" \
  "gs://quickdraw_dataset/sketchrnn/roller\ coaster.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/roller\ coaster.npz" \
  "gs://quickdraw_dataset/sketchrnn/rollerskates.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/rollerskates.npz" \
  .

gsutil -m cp \
  "gs://quickdraw_dataset/sketchrnn/sailboat.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sailboat.npz" \
  "gs://quickdraw_dataset/sketchrnn/sandwich.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sandwich.npz" \
  "gs://quickdraw_dataset/sketchrnn/saw.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/saw.npz" \
  "gs://quickdraw_dataset/sketchrnn/saxophone.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/saxophone.npz" \
  "gs://quickdraw_dataset/sketchrnn/school\ bus.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/school\ bus.npz" \
  "gs://quickdraw_dataset/sketchrnn/scissors.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/scissors.npz" \
  "gs://quickdraw_dataset/sketchrnn/scorpion.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/scorpion.npz" \
  "gs://quickdraw_dataset/sketchrnn/screwdriver.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/screwdriver.npz" \
  "gs://quickdraw_dataset/sketchrnn/sea\ turtle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sea\ turtle.npz" \
  "gs://quickdraw_dataset/sketchrnn/see\ saw.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/see\ saw.npz" \
  "gs://quickdraw_dataset/sketchrnn/shark.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/shark.npz" \
  "gs://quickdraw_dataset/sketchrnn/sheep.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sheep.npz" \
  "gs://quickdraw_dataset/sketchrnn/shoe.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/shoe.npz" \
  "gs://quickdraw_dataset/sketchrnn/shorts.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/shorts.npz" \
  "gs://quickdraw_dataset/sketchrnn/shovel.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/shovel.npz" \
  "gs://quickdraw_dataset/sketchrnn/sink.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sink.npz" \
  "gs://quickdraw_dataset/sketchrnn/skateboard.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/skateboard.npz" \
  "gs://quickdraw_dataset/sketchrnn/skull.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/skull.npz" \
  "gs://quickdraw_dataset/sketchrnn/skyscraper.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/skyscraper.npz" \
  "gs://quickdraw_dataset/sketchrnn/sleeping\ bag.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sleeping\ bag.npz" \
  "gs://quickdraw_dataset/sketchrnn/smiley\ face.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/smiley\ face.npz" \
  "gs://quickdraw_dataset/sketchrnn/snail.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/snail.npz" \
  "gs://quickdraw_dataset/sketchrnn/snake.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/snake.npz" \
  "gs://quickdraw_dataset/sketchrnn/snorkel.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/snorkel.npz" \
  "gs://quickdraw_dataset/sketchrnn/snowflake.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/snowflake.npz" \
  "gs://quickdraw_dataset/sketchrnn/snowman.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/snowman.npz" \
  "gs://quickdraw_dataset/sketchrnn/soccer\ ball.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/soccer\ ball.npz" \
  "gs://quickdraw_dataset/sketchrnn/sock.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sock.npz" \
  "gs://quickdraw_dataset/sketchrnn/speedboat.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/speedboat.npz" \
  "gs://quickdraw_dataset/sketchrnn/spider.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/spider.npz" \
  "gs://quickdraw_dataset/sketchrnn/spoon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/spoon.npz" \
  "gs://quickdraw_dataset/sketchrnn/spreadsheet.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/spreadsheet.npz" \
  "gs://quickdraw_dataset/sketchrnn/square.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/square.npz" \
  "gs://quickdraw_dataset/sketchrnn/squiggle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/squiggle.npz" \
  "gs://quickdraw_dataset/sketchrnn/squirrel.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/squirrel.npz" \
  "gs://quickdraw_dataset/sketchrnn/stairs.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/stairs.npz" \
  "gs://quickdraw_dataset/sketchrnn/star.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/star.npz" \
  "gs://quickdraw_dataset/sketchrnn/steak.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/steak.npz" \
  "gs://quickdraw_dataset/sketchrnn/stereo.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/stereo.npz" \
  "gs://quickdraw_dataset/sketchrnn/stethoscope.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/stethoscope.npz" \
  "gs://quickdraw_dataset/sketchrnn/stitches.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/stitches.npz" \
  "gs://quickdraw_dataset/sketchrnn/stop\ sign.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/stop\ sign.npz" \
  "gs://quickdraw_dataset/sketchrnn/stove.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/stove.npz" \
  "gs://quickdraw_dataset/sketchrnn/strawberry.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/strawberry.npz" \
  "gs://quickdraw_dataset/sketchrnn/streetlight.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/streetlight.npz" \
  "gs://quickdraw_dataset/sketchrnn/string\ bean.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/string\ bean.npz" \
  "gs://quickdraw_dataset/sketchrnn/submarine.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/submarine.npz" \
  "gs://quickdraw_dataset/sketchrnn/suitcase.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/suitcase.npz" \
  "gs://quickdraw_dataset/sketchrnn/sun.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sun.npz" \
  "gs://quickdraw_dataset/sketchrnn/swan.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/swan.npz" \
  .

gsutil -m cp \
  "gs://quickdraw_dataset/sketchrnn/sweater.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sweater.npz" \
  "gs://quickdraw_dataset/sketchrnn/swing\ set.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/swing\ set.npz" \
  "gs://quickdraw_dataset/sketchrnn/sword.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/sword.npz" \
  "gs://quickdraw_dataset/sketchrnn/syringe.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/syringe.npz" \
  "gs://quickdraw_dataset/sketchrnn/t-shirt.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/t-shirt.npz" \
  "gs://quickdraw_dataset/sketchrnn/table.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/table.npz" \
  "gs://quickdraw_dataset/sketchrnn/teapot.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/teapot.npz" \
  "gs://quickdraw_dataset/sketchrnn/teddy-bear.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/teddy-bear.npz" \
  "gs://quickdraw_dataset/sketchrnn/telephone.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/telephone.npz" \
  "gs://quickdraw_dataset/sketchrnn/television.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/television.npz" \
  "gs://quickdraw_dataset/sketchrnn/tennis\ racquet.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/tennis\ racquet.npz" \
  "gs://quickdraw_dataset/sketchrnn/tent.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/tent.npz" \
  "gs://quickdraw_dataset/sketchrnn/tiger.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/tiger.npz" \
  "gs://quickdraw_dataset/sketchrnn/toaster.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/toaster.npz" \
  "gs://quickdraw_dataset/sketchrnn/toe.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/toe.npz" \
  "gs://quickdraw_dataset/sketchrnn/toilet.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/toilet.npz" \
  "gs://quickdraw_dataset/sketchrnn/tooth.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/tooth.npz" \
  "gs://quickdraw_dataset/sketchrnn/toothbrush.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/toothbrush.npz" \
  "gs://quickdraw_dataset/sketchrnn/toothpaste.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/toothpaste.npz" \
  "gs://quickdraw_dataset/sketchrnn/tornado.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/tornado.npz" \
  "gs://quickdraw_dataset/sketchrnn/tractor.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/tractor.npz" \
  "gs://quickdraw_dataset/sketchrnn/traffic\ light.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/traffic\ light.npz" \
  "gs://quickdraw_dataset/sketchrnn/train.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/train.npz" \
  "gs://quickdraw_dataset/sketchrnn/tree.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/tree.npz" \
  "gs://quickdraw_dataset/sketchrnn/triangle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/triangle.npz" \
  "gs://quickdraw_dataset/sketchrnn/trombone.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/trombone.npz" \
  "gs://quickdraw_dataset/sketchrnn/truck.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/truck.npz" \
  "gs://quickdraw_dataset/sketchrnn/trumpet.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/trumpet.npz" \
  "gs://quickdraw_dataset/sketchrnn/umbrella.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/umbrella.npz" \
  "gs://quickdraw_dataset/sketchrnn/underwear.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/underwear.npz" \
  "gs://quickdraw_dataset/sketchrnn/van.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/van.npz" \
  "gs://quickdraw_dataset/sketchrnn/vase.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/vase.npz" \
  "gs://quickdraw_dataset/sketchrnn/violin.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/violin.npz" \
  "gs://quickdraw_dataset/sketchrnn/washing\ machine.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/washing\ machine.npz" \
  "gs://quickdraw_dataset/sketchrnn/watermelon.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/watermelon.npz" \
  "gs://quickdraw_dataset/sketchrnn/waterslide.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/waterslide.npz" \
  "gs://quickdraw_dataset/sketchrnn/whale.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/whale.npz" \
  "gs://quickdraw_dataset/sketchrnn/wheel.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/wheel.npz" \
  "gs://quickdraw_dataset/sketchrnn/windmill.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/windmill.npz" \
  "gs://quickdraw_dataset/sketchrnn/wine\ bottle.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/wine\ bottle.npz" \
  "gs://quickdraw_dataset/sketchrnn/wine\ glass.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/wine\ glass.npz" \
  "gs://quickdraw_dataset/sketchrnn/wristwatch.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/wristwatch.npz" \
  "gs://quickdraw_dataset/sketchrnn/yoga.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/yoga.npz" \
  "gs://quickdraw_dataset/sketchrnn/zebra.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/zebra.npz" \
  "gs://quickdraw_dataset/sketchrnn/zigzag.full.npz" \
  "gs://quickdraw_dataset/sketchrnn/zigzag.npz" \
  .