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ArtClassWithLeibnitz.ipynb
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| "import tqdm\n", | |
| "\n", | |
| "# quietly deep-reload tqdm\n", | |
| "import sys\n", | |
| "from IPython.lib import deepreload \n", | |
| "\n", | |
| "stdout = sys.stdout\n", | |
| "sys.stdout = open('junk','w')\n", | |
| "deepreload.reload(tqdm)\n", | |
| "sys.stdout = stdout\n", | |
| "\n", | |
| "tqdm.__version__" | |
| ], | |
| "execution_count": 46, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "application/vnd.google.colaboratory.intrinsic+json": { | |
| "type": "string" | |
| }, | |
| "text/plain": [ | |
| "'4.41.1'" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "execution_count": 46 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "V-5qgBeCChEx", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "def get_color(x, y, circles, softness):\n", | |
| " def get_color_from_circle(carry, circle):\n", | |
| " r,b,g = carry\n", | |
| " # the sigmoids here are used to \"clip\" the rgba values to [0, 1]\n", | |
| " is_in_circle = 1 - jax.nn.sigmoid(((x - circle[4]) ** 2 + (y - circle[5])**2 - circle[6]**2) / softness)\n", | |
| " alpha = jax.nn.sigmoid(circle[3]) * is_in_circle\n", | |
| " # circles array comes in reverse depth order\n", | |
| " r = r * (1 - alpha) + jax.nn.sigmoid(circle[0]) * alpha\n", | |
| " b = b * (1 - alpha) + jax.nn.sigmoid(circle[1]) * alpha\n", | |
| " g = g * (1 - alpha) + jax.nn.sigmoid(circle[2]) * alpha\n", | |
| " return (np.array([r, b, g]), circle)\n", | |
| " color, _ = jax.lax.scan(get_color_from_circle, np.array([0.0, 0.0, 0.0]), circles)\n", | |
| " \n", | |
| " return color\n", | |
| "\n", | |
| "def render(circles, x_pixels, y_pixels, softness):\n", | |
| " get_color_vmap = vmap(lambda x,y: get_color(x,y,circles, softness))\n", | |
| " pixels = get_color_vmap(x_pixels, y_pixels)\n", | |
| " return pixels\n", | |
| "\n", | |
| "# target_values is an array which describes the values at each target pixel\n", | |
| "# circles is an 7xn array which represents the circles by 7 parameters (r,b,g,a,x,y,r)\n", | |
| "# x_pixels is an array that describes the x value of each input pixel\n", | |
| "# y_pixels is an array that describes the y value of each input pixel\n", | |
| "# len(target_values) = len(x_pixels) = len(y_pixels)\n", | |
| "def loss(circles, x_pixels, y_pixels, softness, target_values):\n", | |
| " out_pixels = render(circles, x_pixels, y_pixels, softness)\n", | |
| " return np.sum((out_pixels - target_values) ** 2)" | |
| ], | |
| "execution_count": 47, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "3l7bqrUqEX4t", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "# target_image is the image we are trying to approximate\n", | |
| "# iterations is the number of training iterations\n", | |
| "# minibatch_size is the subset size of values to use at each train step\n", | |
| "# learning_rate_func is a function of the current iteration which gives the learning rate\n", | |
| "# softness_func is a function of the current iteration which gives the current softness\n", | |
| "# step_cb is an optional function which provides the iteration and current params\n", | |
| "def train_image(inital_circles, target_image, iterations, minibatch_size, learning_rate_func, softness_func, step_cb = None):\n", | |
| "\n", | |
| " screen_width, screen_height, color_depth = target_image.shape\n", | |
| " assert color_depth == 3\n", | |
| "\n", | |
| " xs = np.arange(0, screen_width)\n", | |
| " ys = np.arange(0, screen_height)\n", | |
| " xs = np.kron(xs, np.ones(screen_height))\n", | |
| " ys = np.tile(ys, screen_width)\n", | |
| "\n", | |
| " target_values = np.reshape(target_image, (screen_width * screen_height, 3))\n", | |
| "\n", | |
| " fast_grad_loss = jit(grad(loss))\n", | |
| " fast_loss = jit(loss)\n", | |
| "\n", | |
| " num_pixels = screen_width * screen_height\n", | |
| " opt_init, opt_update, get_params = optimizers.adam(step_size=learning_rate_func)\n", | |
| "\n", | |
| " circles = inital_circles.copy()\n", | |
| " opt_state = opt_init(circles)\n", | |
| "\n", | |
| " def update(i, opt_state, softness):\n", | |
| " params = get_params(opt_state)\n", | |
| " if minibatch_size > 0:\n", | |
| " minibatch_indexes = onp.random.choice(num_pixels, minibatch_size, replace=False)\n", | |
| " gradient = fast_grad_loss(params, xs[minibatch_indexes], ys[minibatch_indexes], softness, target_values[minibatch_indexes])\n", | |
| " else:\n", | |
| " gradient = fast_grad_loss(params, xs, ys, softness, target_values)\n", | |
| " return opt_update(i, gradient, opt_state)\n", | |
| "\n", | |
| " for i in tqdm.tqdm_notebook(range(iterations)):\n", | |
| " current_softness = softness_func(i)\n", | |
| " opt_state = update(i, opt_state, current_softness)\n", | |
| " circles = get_params(opt_state)\n", | |
| " if step_cb is not None:\n", | |
| " step_cb(i, circles)\n", | |
| " \n", | |
| " return circles" | |
| ], | |
| "execution_count": 48, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "vbk_yMGiva85", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "def render_image(inital_params, target_image, iterations, learning_rate, minibatch_size, softness):\n", | |
| " screen_width, screen_height, _ = target_image.shape\n", | |
| "\n", | |
| " xs = np.arange(0, screen_width)\n", | |
| " ys = np.arange(0, screen_height)\n", | |
| " xs = np.kron(xs, np.ones(screen_height))\n", | |
| " ys = np.tile(ys, screen_width)\n", | |
| "\n", | |
| " target_values = np.reshape(target_image, (screen_width * screen_height, 3))\n", | |
| "\n", | |
| " fast_render = jit(render)\n", | |
| " fast_loss = jit(loss)\n", | |
| "\n", | |
| " loss_normalizer = screen_width * screen_height\n", | |
| " initial_loss = fast_loss(circles_params, xs, ys, 1, target_values)\n", | |
| "\n", | |
| " # for gif saving\n", | |
| " saved_images = []\n", | |
| " # wrap this in an array so we can set it from inside callback function\n", | |
| " last_saved_loss = [initial_loss/loss_normalizer]\n", | |
| " def render_gif_callback(i, params):\n", | |
| " # definitely not the most efficient approach (essentially rendering 3x total)\n", | |
| " # but in it for the simplicity not the speed rn\n", | |
| " curr_softness = softness(i)\n", | |
| " curr_loss = fast_loss(params, xs, ys, curr_softness, target_values) / loss_normalizer\n", | |
| " if abs(curr_loss - last_saved_loss[0]) > 200 / loss_normalizer or i % 50 == 0:\n", | |
| " saved_images.append(onp.reshape(fast_render(params, xs, ys, curr_softness), (screen_width, screen_height, 3)))\n", | |
| " last_saved_loss[0] = curr_loss\n", | |
| "\n", | |
| " print('inital loss', initial_loss / loss_normalizer)\n", | |
| "\n", | |
| " plt.figure()\n", | |
| " plt.title('Target Image')\n", | |
| " plt.imshow(target_image)\n", | |
| "\n", | |
| " plt.figure()\n", | |
| " plt.title('Initial Image')\n", | |
| " inital_image = np.reshape(fast_render(circles_params, xs, ys, 1), (screen_width, screen_height, 3))\n", | |
| " plt.imshow(inital_image)\n", | |
| "\n", | |
| " final_params = train_image(circles_params, target_image, iterations, minibatch_size, learning_rate, softness, render_gif_callback)\n", | |
| "\n", | |
| " final_image = np.reshape(fast_render(final_params, xs, ys, 1), (screen_width, screen_height, 3))\n", | |
| " final_loss = fast_loss(final_params, xs, ys, 1, target_values)\n", | |
| " print('Final Loss: {}'.format(final_loss / loss_normalizer))\n", | |
| "\n", | |
| " plt.figure()\n", | |
| " plt.title('Final Image (Squint a little for maximum effect)')\n", | |
| " plt.imshow(final_image)\n", | |
| "\n", | |
| " return onp.array(final_image), saved_images\n" | |
| ], | |
| "execution_count": 49, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "m2JM_kGzAq2l", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 34 | |
| }, | |
| "outputId": "4ed48f26-e4eb-41d5-e27c-f5091804d76c" | |
| }, | |
| "source": [ | |
| "import PIL\n", | |
| "from PIL import Image\n", | |
| "print(PIL.__version__)\n", | |
| "def save_image_and_gif_pair(title, final_image, progress_gif):\n", | |
| " pil_final_image = Image.fromarray(onp.uint8(onp.clip(final_image, 0, 1)*255))\n", | |
| " pil_progress_gif = list(map(lambda im: Image.fromarray(onp.uint8(onp.clip(im, 0, 1)*255)), progress_gif))\n", | |
| " pil_final_image.save('{}-final.png'.format(title))\n", | |
| " pil_progress_gif[3].save('{}-progress.gif'.format(title), append_images=pil_progress_gif[1:],\n", | |
| " save_all=True, duration=40, loop = 0)" | |
| ], | |
| "execution_count": 50, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "7.0.0\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "HbKTjOWiv8I6", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "**\"Results\" Section Images Below** \n", | |
| "A quick note I tuned hyperparameters per image so be mindful of that while reading through this code. A further exploration of the hyperparamter space would be cool if I had more time. \n", | |
| "Final images are all rendered with softness 10. \n", | |
| "List of hyperparameters: \n", | |
| "\n", | |
| "\n", | |
| "* Learning rate schedule\n", | |
| "* Softness schedule\n", | |
| "* Inital distribution of circles (I just tuned radius here)\n", | |
| "* minibatch size \n", | |
| " \n", | |
| "The random seed is not a hyperparameter and was not tuned \n", | |
| " \n", | |
| "All loss is mean squared error to normalize over the different sizes of images.\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "6EL74zcWnOHJ", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "**Mattjj**\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "2upHmtrmxihs", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "image_mattjj = cv2.cvtColor(cv2.imread(\"mattjj.jpg\"), cv2.COLOR_BGR2RGB) / 255.0" | |
| ], | |
| "execution_count": 8, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "EmwwpLRd1NMk", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 980, | |
| "referenced_widgets": [ | |
| "fc3697ca2e60436eac66b95f871f1b0a", | |
| "8d0d21426cfd4599a21cdd406234c2cb", | |
| "0faf4714d12646f29d6fc53bd9b3ebc1", | |
| "58eaf2a80992435ca2e1f136996490f6", | |
| "abe113b8dd144375ab9c8a49fbe37fa4", | |
| "a1bff4eac10346e39a76ef08c5a84a3d", | |
| "a1add81268b64d26854f958745ecaeef", | |
| "1098b072b5ee4e148df9137ce2aef909" | |
| ] | |
| }, | |
| "outputId": "ad30d761-ad04-403f-d9e4-c2bab9cf70d5" | |
| }, | |
| "source": [ | |
| "# Softness at constant 10, 100 circles\n", | |
| "onp.random.seed(0)\n", | |
| "screen_width, screen_height, _ = image_mattjj.shape\n", | |
| "circles_params = (onp.random.uniform(size=(100, 7)) - np.array([-0.5, -0.5, -0.5, -0.5, 0, 0, 0])) * np.array([1, 1, 1, 1, screen_width, screen_height, 100])\n", | |
| "final_img, progress_gif = render_image(circles_params, image_mattjj, iterations = 3000, learning_rate = lambda _: 0.04, minibatch_size = 10000, softness= lambda _: 10)\n", | |
| "save_image_and_gif_pair('mattjj-s-10-c-100', final_img, progress_gif)" | |
| ], | |
| "execution_count": 13, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "/usr/local/lib/python3.6/dist-packages/jax/lib/xla_bridge.py:130: UserWarning: No GPU/TPU found, falling back to CPU.\n", | |
| " warnings.warn('No GPU/TPU found, falling back to CPU.')\n" | |
| ], | |
| "name": "stderr" | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "inital loss 0.2690579\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:37: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n", | |
| "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n" | |
| ], | |
| "name": "stderr" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "fc3697ca2e60436eac66b95f871f1b0a", | |
| "version_minor": 0, | |
| "version_major": 2 | |
| }, | |
| "text/plain": [ | |
| "HBox(children=(FloatProgress(value=0.0, max=3000.0), HTML(value='')))" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\n", | |
| "Final Loss: 0.017212383449077606\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "Oh6xbt2Ft3E8", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 946, | |
| "referenced_widgets": [ | |
| "e64edccf99ef4076997def96a20b9220", | |
| "08389404fe474cc89e16130cd543847c", | |
| "9ed320f355094806b223f6abb944a2d0", | |
| "95f87b1b52e044008eea09e71a5b2d89", | |
| "1f0c880690a749c28c2804d2a7bc784c", | |
| "89d85e0769354ce4b68c7586cfd2f813", | |
| "79a2206619534c88b5092c009c91cf83", | |
| "c09b4b91c2194cd093e30c0565fc987d" | |
| ] | |
| }, | |
| "outputId": "c5035011-4906-4c5e-d85d-e8a5400b95dd" | |
| }, | |
| "source": [ | |
| "# Softness annealing from 2000 to 10, 100 circles\n", | |
| "onp.random.seed(0)\n", | |
| "screen_width, screen_height, _ = image_mattjj.shape\n", | |
| "circles_params = (onp.random.uniform(size=(100, 7)) - np.array([-0.5, -0.5, -0.5, -0.5, 0, 0, 0])) * np.array([1, 1, 1, 1, screen_width, screen_height, 100])\n", | |
| "final_img, progress_gif = render_image(circles_params, image_mattjj, iterations = 5000, learning_rate = lambda _: 0.05, minibatch_size = 10000, softness= lambda i: (1 - float(i) / 5000) * 990 + 10)\n", | |
| "save_image_and_gif_pair('mattjj-s-a-c-100', final_img, progress_gif)" | |
| ], | |
| "execution_count": 14, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "inital loss 0.2690579\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:37: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n", | |
| "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n" | |
| ], | |
| "name": "stderr" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "e64edccf99ef4076997def96a20b9220", | |
| "version_minor": 0, | |
| "version_major": 2 | |
| }, | |
| "text/plain": [ | |
| "HBox(children=(FloatProgress(value=0.0, max=5000.0), HTML(value='')))" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\n", | |
| "Final Loss: 0.013001344166696072\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "l0kJmtBjvXHA", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 892, | |
| "referenced_widgets": [ | |
| "df93696b84d3449d97580433a3098417", | |
| "036196f9a88a4d918e1e5701176b047c", | |
| "155ee07b14844e728b31fb2b0f54a877", | |
| "d535e72ba34544b3bf55d2f728977ed9", | |
| "34297d9342fb483298e558883a5efddf", | |
| "8a089d1aa6fa4a91b0521735bb6a7dff", | |
| "19928d3659b24a0b839c23164962b990", | |
| "c30945e48b86470a91cdcc8494bd277f" | |
| ] | |
| }, | |
| "outputId": "8659ec1d-6d8d-451f-8aeb-c219784a5149" | |
| }, | |
| "source": [ | |
| "# Softness at constant 10, 200 circles\n", | |
| "onp.random.seed(0)\n", | |
| "screen_width, screen_height, _ = image_mattjj.shape\n", | |
| "circles_params = (onp.random.uniform(size=(200, 7)) - np.array([-0.5, -0.5, -0.5, -0.5, 0, 0, 0])) * np.array([1, 1, 1, 1, screen_width, screen_height, 30])\n", | |
| "final_img, progress_gif = render_image(circles_params, image_mattjj, iterations = 3000, learning_rate = lambda _: 0.03, minibatch_size = 10000, softness= lambda _: 10)\n", | |
| "save_image_and_gif_pair('mattjj-s-10-c-200', final_img, progress_gif)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "inital loss 228063.95\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "df93696b84d3449d97580433a3098417", | |
| "version_minor": 0, | |
| "version_major": 2 | |
| }, | |
| "text/plain": [ | |
| "HBox(children=(FloatProgress(value=0.0, max=3000.0), HTML(value='')))" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\n", | |
| "Final Loss: 3325.074462890625\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "t99kPNKLne32", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 946, | |
| "referenced_widgets": [ | |
| "9a0aaa544c3d45d68857d863f9b8bb21", | |
| "9dea537f848a45a88bd8fcaad66fb3ab", | |
| "0b903f3d36064f0fbfbd2fe73f494beb", | |
| "7501f0f99b1d43a980c22be96d04574e", | |
| "24cc4f9a5c784980a86edb668639fc80", | |
| "61a85105fe154165afe55bc7c1d1f5be", | |
| "ac707261de7b4cbea4d891376dd2b6a6", | |
| "fe32bda7fe084021b0e78b10641f8d87" | |
| ] | |
| }, | |
| "outputId": "ebbbcc37-2496-4aa7-b15d-de801fa2fb9f" | |
| }, | |
| "source": [ | |
| "# Softness at constant 10, 1000 circles\n", | |
| "onp.random.seed(0)\n", | |
| "screen_width, screen_height, _ = image_mattjj.shape\n", | |
| "circles_params = (onp.random.uniform(size=(1000, 7)) - np.array([-0.5, -0.5, -0.5, -0.5, 0, 0, 0])) * np.array([1, 1, 1, 1, screen_width, screen_height, 30])\n", | |
| "final_img, progress_gif = render_image(circles_params, image_mattjj, iterations = 1000, learning_rate = lambda _: 0.03, minibatch_size = 10000, softness= lambda _: 10)\n", | |
| "save_image_and_gif_pair('mattjj-s-10-c-1000', final_img, progress_gif)" | |
| ], | |
| "execution_count": 10, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "inital loss 0.23748136\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:37: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n", | |
| "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n" | |
| ], | |
| "name": "stderr" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "9a0aaa544c3d45d68857d863f9b8bb21", | |
| "version_minor": 0, | |
| "version_major": 2 | |
| }, | |
| "text/plain": [ | |
| "HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "\n", | |
| "Final Loss: 0.005274697206914425\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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