style-transfer-ii.ipynb

{"cells":[{"metadata":{},"cell_type":"markdown","source":"# TF Hub Arbitrary Image Stylization\n\n- https://tfhub.dev/google/magenta/arbitrary-image-stylization-v1-256/2\n- https://github.com/tensorflow/hub/blob/master/examples/colab/tf2_arbitrary_image_stylization.ipynb"},{"metadata":{"execution":{"iopub.execute_input":"2020-10-02T12:20:36.573894Z","iopub.status.busy":"2020-10-02T12:20:36.573234Z","iopub.status.idle":"2020-10-02T12:20:44.396165Z","shell.execute_reply":"2020-10-02T12:20:44.395602Z"},"id":"v-KXRY5XBu2u","trusted":true},"cell_type":"code","source":"import functools\nimport os\nimport time\n\nfrom matplotlib import gridspec\nimport matplotlib.pylab as plt\nimport numpy as np\nimport tensorflow as tf\nimport tensorflow_hub as hub\nstart = time.time()\n\nprint(\"TF Version: \", tf.__version__)\nprint(\"TF-Hub version: \", hub.__version__)\nprint(\"Eager mode enabled: \", tf.executing_eagerly())\nprint(\"GPU available: \", tf.test.is_gpu_available())\n\n# Load TF-Hub module.\nhub_handle = 'https://tfhub.dev/google/magenta/arbitrary-image-stylization-v1-256/2'\nhub_module = hub.load(hub_handle)","execution_count":null,"outputs":[]},{"metadata":{"execution":{"iopub.execute_input":"2020-10-02T12:20:44.408495Z","iopub.status.busy":"2020-10-02T12:20:44.407793Z","iopub.status.idle":"2020-10-02T12:20:44.409757Z","shell.execute_reply":"2020-10-02T12:20:44.410158Z"},"id":"tsoDv_9geoZn","trusted":true},"cell_type":"code","source":"# @title Define image loading and visualization functions  { display-mode: \"form\" }\ndef crop_center(image):\n    \"\"\"Returns a cropped square image.\"\"\"\n    shape = image.shape\n    new_shape = min(shape[1], shape[2])\n    offset_y = max(shape[1] - shape[2], 0) // 2\n    offset_x = max(shape[2] - shape[1], 0) // 2\n    image = tf.image.crop_to_bounding_box(\n        image, offset_y, offset_x, new_shape, new_shape)\n    return image\n\n\n@functools.lru_cache(maxsize=None)\ndef load_image(image_url, image_size=(256, 256), preserve_aspect_ratio=True):\n    \"\"\"Loads and preprocesses images.\"\"\"\n    # Cache image file locally.\n    image_path = tf.keras.utils.get_file(\n        os.path.basename(image_url)[-128:], image_url)\n    # Load and convert to float32 numpy array, add batch dimension, and normalize to range [0, 1].\n    img = plt.imread(image_path).astype(np.float32)[np.newaxis, ...]\n    if img.max() > 1.0:\n        img = img / 255.\n    if len(img.shape) == 3:\n        img = tf.stack([img, img, img], axis=-1)\n    img = crop_center(img)\n    img = tf.image.resize(img, image_size, preserve_aspect_ratio=True)\n    return img\n\n\ndef show_n(images, titles=('',)):\n    n = len(images)\n    image_sizes = [image.shape[1] for image in images]\n    w = (image_sizes[0] * 6) // 320\n    plt.figure(figsize=(w * n, w))\n    gs = gridspec.GridSpec(1, n, width_ratios=image_sizes)\n    for i in range(n):\n        plt.subplot(gs[i])\n        plt.imshow(images[i][0], aspect='equal')\n        plt.axis('off')\n        plt.title(titles[i] if len(titles) > i else '')\n    plt.show()\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# content_urls = dict(\n#     sea_turtle='https://upload.wikimedia.org/wikipedia/commons/d/d7/Green_Sea_Turtle_grazing_seagrass.jpg',\n#     tuebingen='https://upload.wikimedia.org/wikipedia/commons/0/00/Tuebingen_Neckarfront.jpg',\n#     grace_hopper='https://storage.googleapis.com/download.tensorflow.org/example_images/grace_hopper.jpg',\n#     Bwonsamdi='https://i.pinimg.com/originals/0e/4a/f0/0e4af04d4391cdf938368439c23cc314.jpg',\n#     jack='https://images.squarespace-cdn.com/content/v1/51b3dc8ee4b051b96ceb10de/1585177144011-COJ9O3IIV050PZW02ITO/ke17ZwdGBToddI8pDm48kNvT88LknE-K9M4pGNO0Iqd7gQa3H78H3Y0txjaiv_0fDoOvxcdMmMKkDsyUqMSsMWxHk725yiiHCCLfrh8O1z5QPOohDIaIeljMHgDF5CVlOqpeNLcJ80NK65_fV7S1USOFn4xF8vTWDNAUBm5ducQhX-V3oVjSmr829Rco4W2Uo49ZdOtO_QXox0_W7i2zEA/image-asset.jpeg?format=2500w',\n#     cage='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSIU678rfILZHoP1fzqvt55sPkDhxXnORshvQ&usqp=CAU',\n#     wishyouwerehere='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSyzNUOkuBnsl8rEtzjFMsLoLcCYen3UteDcw&usqp=CAU',\n#     eiffel='https://external-content.duckduckgo.com/iu/?u=https%3A%2F%2Fcdn.lifestyleasia.com%2Fwp-content%2Fuploads%2F2019%2F10%2F21224220%2FWiner-Parisienne.jpg&f=1&nofb=1',\n#     greatwall='https://external-content.duckduckgo.com/iu/?u=http%3A%2F%2Fi.huffpost.com%2Fgen%2F4716002%2Fimages%2Fo-GREAT-WALL-OF-CHINA-facebook.jpg&f=1&nofb=1',\n#     pyramids='https://external-content.duckduckgo.com/iu/?u=https%3A%2F%2Fcdn-image.travelandleisure.com%2Fsites%2Fdefault%2Ffiles%2Fstyles%2F1600x1000%2Fpublic%2F1477597558%2Fgiza-pyramid-EGYPTSECRETS1016.jpg%3Fitok%3D0nX0FAZD&f=1&nofb=1',\n#     london1='https://external-content.duckduckgo.com/iu/?u=http%3A%2F%2Fwww.nyhabitat.com%2Fblog%2Fwp-content%2Fuploads%2F2014%2F09%2FTop-sunset-spots-London-tower-bridge.jpg&f=1&nofb=1',\n#     nevermind='https://external-content.duckduckgo.com/iu/?u=https%3A%2F%2Fcdn.mos.cms.futurecdn.net%2F7dnMMDGmY5uJyc2DajhB4T-1200-80.jpg&f=1&nofb=1')\n# style_urls = dict(\n#     mushroom='https://images-wixmp-ed30a86b8c4ca887773594c2.wixmp.com/f/77955473-bea2-4ce3-a179-cfcdb603f80f/d7fevxr-3f51a827-40dd-454a-925a-5589054d4ea8.jpg?token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJ1cm46YXBwOjdlMGQxODg5ODIyNjQzNzNhNWYwZDQxNWVhMGQyNmUwIiwic3ViIjoidXJuOmFwcDo3ZTBkMTg4OTgyMjY0MzczYTVmMGQ0MTVlYTBkMjZlMCIsImF1ZCI6WyJ1cm46c2VydmljZTpmaWxlLmRvd25sb2FkIl0sIm9iaiI6W1t7InBhdGgiOiIvZi83Nzk1NTQ3My1iZWEyLTRjZTMtYTE3OS1jZmNkYjYwM2Y4MGYvZDdmZXZ4ci0zZjUxYTgyNy00MGRkLTQ1NGEtOTI1YS01NTg5MDU0ZDRlYTguanBnIn1dXX0.Wa3uOjOWmWJaNEiY49P4q5iX7h3jKVnLgjMTA7ymIHA',\n#     hellboy1='https://images.fineartamerica.com/images/artworkimages/mediumlarge/3/hellboy-jonathan-grimm-art.jpg',\n#     hellboy2='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTXNpNdWV3pjoXxzMFGGxajPHFwu-8I-HPImQ&usqp=CAU',\n#     bioshockrapture='https://i.pinimg.com/originals/9d/dd/31/9ddd31d6700e7e97c0d1330f05226f8a.jpg',\n#     landscape1='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcS1djfgflgck3oI-hUZqvTN7q8s8SDJy_pfIA&usqp=CAU',\n#     matrix='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQJLWBZ4PzD_jPI3dZuURTGMiv_iZckxX9CxA&usqp=CAU',\n#     nightearth='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQe8u-J_Cbp6panF-vagDrdsH_OUtytZy1GKQ&usqp=CAU',\n#     old_one='https://i.pinimg.com/originals/63/7f/26/637f260e88322fb374b1370a256ebdcc.jpg',\n#     eye='https://i.pinimg.com/originals/9f/c7/c2/9fc7c2a9b52132f31e81ffc69f21827c.jpg',\n#     kanagawa_great_wave='https://upload.wikimedia.org/wikipedia/commons/0/0a/The_Great_Wave_off_Kanagawa.jpg',\n#     kandinsky_composition_7='https://upload.wikimedia.org/wikipedia/commons/b/b4/Vassily_Kandinsky%2C_1913_-_Composition_7.jpg',\n#     hubble_pillars_of_creation='https://upload.wikimedia.org/wikipedia/commons/6/68/Pillars_of_creation_2014_HST_WFC3-UVIS_full-res_denoised.jpg',\n#     van_gogh_starry_night='https://upload.wikimedia.org/wikipedia/commons/thumb/e/ea/Van_Gogh_-_Starry_Night_-_Google_Art_Project.jpg/1024px-Van_Gogh_-_Starry_Night_-_Google_Art_Project.jpg',\n#     turner_nantes='https://upload.wikimedia.org/wikipedia/commons/b/b7/JMW_Turner_-_Nantes_from_the_Ile_Feydeau.jpg',\n#     munch_scream='https://upload.wikimedia.org/wikipedia/commons/c/c5/Edvard_Munch%2C_1893%2C_The_Scream%2C_oil%2C_tempera_and_pastel_on_cardboard%2C_91_x_73_cm%2C_National_Gallery_of_Norway.jpg',\n#     picasso_demoiselles_avignon='https://upload.wikimedia.org/wikipedia/en/4/4c/Les_Demoiselles_d%27Avignon.jpg',\n#     picasso_violin='https://upload.wikimedia.org/wikipedia/en/3/3c/Pablo_Picasso%2C_1911-12%2C_Violon_%28Violin%29%2C_oil_on_canvas%2C_Kr%C3%B6ller-M%C3%BCller_Museum%2C_Otterlo%2C_Netherlands.jpg',\n#     picasso_bottle_of_rum='https://upload.wikimedia.org/wikipedia/en/7/7f/Pablo_Picasso%2C_1911%2C_Still_Life_with_a_Bottle_of_Rum%2C_oil_on_canvas%2C_61.3_x_50.5_cm%2C_Metropolitan_Museum_of_Art%2C_New_York.jpg',\n#     fire='https://upload.wikimedia.org/wikipedia/commons/3/36/Large_bonfire.jpg',\n#     derkovits_woman_head='https://upload.wikimedia.org/wikipedia/commons/0/0d/Derkovits_Gyula_Woman_head_1922.jpg',\n#     amadeo_style_life='https://upload.wikimedia.org/wikipedia/commons/8/8e/Untitled_%28Still_life%29_%281913%29_-_Amadeo_Souza-Cardoso_%281887-1918%29_%2817385824283%29.jpg',\n#     derkovtis_talig='https://upload.wikimedia.org/wikipedia/commons/3/37/Derkovits_Gyula_Talig%C3%A1s_1920.jpg',\n#     amadeo_cardoso='https://upload.wikimedia.org/wikipedia/commons/7/7d/Amadeo_de_Souza-Cardoso%2C_1915_-_Landscape_with_black_figure.jpg',\n#     redforest='https://external-content.duckduckgo.com/iu/?u=https%3A%2F%2Fforum.unity.com%2Fattachments%2Fdreamscape_scene1_1980x1080_jpg-jpg.163899%2F&f=1&nofb=1',\n#     mothership='https://external-content.duckduckgo.com/iu/?u=https%3A%2F%2Fd2jv9003bew7ag.cloudfront.net%2Fuploads%2FShephard-Fiery-for-Led-Zeppelin-via-pinterest-com-1-865x577.jpg&f=1&nofb=1'\n# )\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"style_urls = dict(\n    mushroom='https://images-wixmp-ed30a86b8c4ca887773594c2.wixmp.com/f/77955473-bea2-4ce3-a179-cfcdb603f80f/d7fevxr-3f51a827-40dd-454a-925a-5589054d4ea8.jpg?token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJ1cm46YXBwOjdlMGQxODg5ODIyNjQzNzNhNWYwZDQxNWVhMGQyNmUwIiwic3ViIjoidXJuOmFwcDo3ZTBkMTg4OTgyMjY0MzczYTVmMGQ0MTVlYTBkMjZlMCIsImF1ZCI6WyJ1cm46c2VydmljZTpmaWxlLmRvd25sb2FkIl0sIm9iaiI6W1t7InBhdGgiOiIvZi83Nzk1NTQ3My1iZWEyLTRjZTMtYTE3OS1jZmNkYjYwM2Y4MGYvZDdmZXZ4ci0zZjUxYTgyNy00MGRkLTQ1NGEtOTI1YS01NTg5MDU0ZDRlYTguanBnIn1dXX0.Wa3uOjOWmWJaNEiY49P4q5iX7h3jKVnLgjMTA7ymIHA',\n    hellboy1='https://images.fineartamerica.com/images/artworkimages/mediumlarge/3/hellboy-jonathan-grimm-art.jpg',\n    hellboy2='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcTXNpNdWV3pjoXxzMFGGxajPHFwu-8I-HPImQ&usqp=CAU',\n    bioshockrapture='https://i.pinimg.com/originals/9d/dd/31/9ddd31d6700e7e97c0d1330f05226f8a.jpg',\n    landscape1='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcS1djfgflgck3oI-hUZqvTN7q8s8SDJy_pfIA&usqp=CAU',\n    matrix='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQJLWBZ4PzD_jPI3dZuURTGMiv_iZckxX9CxA&usqp=CAU',\n    nightearth='https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcQe8u-J_Cbp6panF-vagDrdsH_OUtytZy1GKQ&usqp=CAU',\n    old_one='https://i.pinimg.com/originals/63/7f/26/637f260e88322fb374b1370a256ebdcc.jpg',\n    eye='https://i.pinimg.com/originals/9f/c7/c2/9fc7c2a9b52132f31e81ffc69f21827c.jpg',\n    kanagawa_great_wave='https://upload.wikimedia.org/wikipedia/commons/0/0a/The_Great_Wave_off_Kanagawa.jpg',\n    kandinsky_composition_7='https://upload.wikimedia.org/wikipedia/commons/b/b4/Vassily_Kandinsky%2C_1913_-_Composition_7.jpg',\n    hubble_pillars_of_creation='https://upload.wikimedia.org/wikipedia/commons/6/68/Pillars_of_creation_2014_HST_WFC3-UVIS_full-res_denoised.jpg',\n    van_gogh_starry_night='https://upload.wikimedia.org/wikipedia/commons/thumb/e/ea/Van_Gogh_-_Starry_Night_-_Google_Art_Project.jpg/1024px-Van_Gogh_-_Starry_Night_-_Google_Art_Project.jpg',\n    turner_nantes='https://upload.wikimedia.org/wikipedia/commons/b/b7/JMW_Turner_-_Nantes_from_the_Ile_Feydeau.jpg',\n    munch_scream='https://upload.wikimedia.org/wikipedia/commons/c/c5/Edvard_Munch%2C_1893%2C_The_Scream%2C_oil%2C_tempera_and_pastel_on_cardboard%2C_91_x_73_cm%2C_National_Gallery_of_Norway.jpg',\n    picasso_demoiselles_avignon='https://upload.wikimedia.org/wikipedia/en/4/4c/Les_Demoiselles_d%27Avignon.jpg',\n    picasso_violin='https://upload.wikimedia.org/wikipedia/en/3/3c/Pablo_Picasso%2C_1911-12%2C_Violon_%28Violin%29%2C_oil_on_canvas%2C_Kr%C3%B6ller-M%C3%BCller_Museum%2C_Otterlo%2C_Netherlands.jpg',\n    picasso_bottle_of_rum='https://upload.wikimedia.org/wikipedia/en/7/7f/Pablo_Picasso%2C_1911%2C_Still_Life_with_a_Bottle_of_Rum%2C_oil_on_canvas%2C_61.3_x_50.5_cm%2C_Metropolitan_Museum_of_Art%2C_New_York.jpg',\n    fire='https://upload.wikimedia.org/wikipedia/commons/3/36/Large_bonfire.jpg',\n    derkovits_woman_head='https://upload.wikimedia.org/wikipedia/commons/0/0d/Derkovits_Gyula_Woman_head_1922.jpg',\n    amadeo_style_life='https://upload.wikimedia.org/wikipedia/commons/8/8e/Untitled_%28Still_life%29_%281913%29_-_Amadeo_Souza-Cardoso_%281887-1918%29_%2817385824283%29.jpg',\n    derkovtis_talig='https://upload.wikimedia.org/wikipedia/commons/3/37/Derkovits_Gyula_Talig%C3%A1s_1920.jpg',\n    amadeo_cardoso='https://upload.wikimedia.org/wikipedia/commons/7/7d/Amadeo_de_Souza-Cardoso%2C_1915_-_Landscape_with_black_figure.jpg',\n    redforest='https://external-content.duckduckgo.com/iu/?u=https%3A%2F%2Fforum.unity.com%2Fattachments%2Fdreamscape_scene1_1980x1080_jpg-jpg.163899%2F&f=1&nofb=1',\n    mothership='https://external-content.duckduckgo.com/iu/?u=https%3A%2F%2Fd2jv9003bew7ag.cloudfront.net%2Fuploads%2FShephard-Fiery-for-Led-Zeppelin-via-pinterest-com-1-865x577.jpg&f=1&nofb=1'\n)\ncontent_image_size = 384\nstyle_image_size = 256\ncontent_images = {k: load_image(v, (content_image_size, content_image_size)) for k, v in content_urls.items()}\nstyle_images = {k: load_image(v, (style_image_size, style_image_size)) for k, v in style_urls.items()}\nstyle_images = {k: tf.nn.avg_pool(style_image, ksize=[3,3], strides=[1,1], padding='SAME') for k, style_image in style_images.items()}\n","execution_count":null,"outputs":[]},{"metadata":{"execution":{"iopub.execute_input":"2020-10-02T12:21:00.759444Z","iopub.status.busy":"2020-10-02T12:21:00.75874Z","iopub.status.idle":"2020-10-02T12:21:01.261045Z","shell.execute_reply":"2020-10-02T12:21:01.261431Z"},"id":"dqB6aNTLNVkK","trusted":true},"cell_type":"code","source":"for content_name in content_images:\n    for style_name in style_images:\n        stylized_image = hub_module(tf.constant(content_images[content_name]),\n                                    tf.constant(style_images[style_name]))[0]\n\n        show_n([content_images[content_name], style_images[style_name], stylized_image],\n               titles=['Original content image - {}'.format(content_name), 'Style image - {}'.format(style_name), 'Stylized image'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"style_urls= {\n    \"derkovits\": 'https://upload.wikimedia.org/wikipedia/commons/0/0d/Derkovits_Gyula_Woman_head_1922.jpg',\n    \"watercolor_girl\": \"https://i.pinimg.com/originals/77/72/72/7772726edc8a7faaf12912c1bfc47bc7.jpg\",\n    \"pastel\": \"https://i.pinimg.com/originals/b2/60/d4/b260d42909c948fa4b72a2fe0e7f52dd.jpg\",\n    'pastel2': \"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcRQhm9P9EbQCurZqomCCkpzRe2wNJJ2fDbXvQ&usqp=CAU\",\n    'pastel3': \"https://www.arttutor.com/sites/default/files/styles/featured_image/public/Pastel%20Portrait%20Blog%20Header_0.jpg?itok=BPRSOSGF\",\n    \"pastel4\": 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\",\n 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'\n}\n\ncontent_image_size = 384\nstyle_image_size = 256\ncontent_images = {k: load_image(v, (content_image_size, content_image_size)) for k, v in content_urls.items()}\nstyle_images = {k: load_image(v, (style_image_size, style_image_size)) for k, v in style_urls.items()}\nstyle_images = {k: tf.nn.avg_pool(style_image, ksize=[3,3], strides=[1,1], padding='SAME') for k, style_image in style_images.items()}\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for content_name in content_images:\n    for style_name in style_images:\n        stylized_image = hub_module(tf.constant(content_images[content_name]),\n                                    tf.constant(style_images[style_name]))[0]\n\n        show_n([content_images[content_name], style_images[style_name], stylized_image],\n               titles=['Original content image - {}'.format(content_name), 'Style image - {}'.format(style_name), 'Stylized image'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"Notebook Runtime: %0.2f Minutes\"%((time.time() - start)/60))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}