Skip to content

Instantly share code, notes, and snippets.

@Mr4k
Created September 9, 2020 02:32
Show Gist options
  • Star 8 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save Mr4k/1f1b7ecaf30de073a50cbedd0da4dc82 to your computer and use it in GitHub Desktop.
Save Mr4k/1f1b7ecaf30de073a50cbedd0da4dc82 to your computer and use it in GitHub Desktop.
DifferentialDithering.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "DifferentialDithering.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNZ65Nwvd4mN5IkpeTIqqPd",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "TPU",
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"84dd9b430f1946b6b94aaee7c34c2b18": {
"model_module": "@jupyter-widgets/controls",
"model_name": "HBoxModel",
"state": {
"_view_name": "HBoxView",
"_dom_classes": [],
"_model_name": "HBoxModel",
"_view_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_view_count": null,
"_view_module_version": "1.5.0",
"box_style": "",
"layout": "IPY_MODEL_41ab204187da44cb850f22f3b83d36ff",
"_model_module": "@jupyter-widgets/controls",
"children": [
"IPY_MODEL_3e86b487d088444db542ab6a9fc7f871",
"IPY_MODEL_7507db0a45a84fd0844198892526ef81"
]
}
},
"41ab204187da44cb850f22f3b83d36ff": {
"model_module": "@jupyter-widgets/base",
"model_name": "LayoutModel",
"state": {
"_view_name": "LayoutView",
"grid_template_rows": null,
"right": null,
"justify_content": null,
"_view_module": "@jupyter-widgets/base",
"overflow": null,
"_model_module_version": "1.2.0",
"_view_count": null,
"flex_flow": null,
"width": null,
"min_width": null,
"border": null,
"align_items": null,
"bottom": null,
"_model_module": "@jupyter-widgets/base",
"top": null,
"grid_column": null,
"overflow_y": null,
"overflow_x": null,
"grid_auto_flow": null,
"grid_area": null,
"grid_template_columns": null,
"flex": null,
"_model_name": "LayoutModel",
"justify_items": null,
"grid_row": null,
"max_height": null,
"align_content": null,
"visibility": null,
"align_self": null,
"height": null,
"min_height": null,
"padding": null,
"grid_auto_rows": null,
"grid_gap": null,
"max_width": null,
"order": null,
"_view_module_version": "1.2.0",
"grid_template_areas": null,
"object_position": null,
"object_fit": null,
"grid_auto_columns": null,
"margin": null,
"display": null,
"left": null
}
},
"3e86b487d088444db542ab6a9fc7f871": {
"model_module": "@jupyter-widgets/controls",
"model_name": "FloatProgressModel",
"state": {
"_view_name": "ProgressView",
"style": "IPY_MODEL_2e3024743856423aabf01d15b7f1006b",
"_dom_classes": [],
"description": "100%",
"_model_name": "FloatProgressModel",
"bar_style": "success",
"max": 500,
"_view_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"value": 500,
"_view_count": null,
"_view_module_version": "1.5.0",
"orientation": "horizontal",
"min": 0,
"description_tooltip": null,
"_model_module": "@jupyter-widgets/controls",
"layout": "IPY_MODEL_4253694518cc43e297ed9eb755fd0508"
}
},
"7507db0a45a84fd0844198892526ef81": {
"model_module": "@jupyter-widgets/controls",
"model_name": "HTMLModel",
"state": {
"_view_name": "HTMLView",
"style": "IPY_MODEL_fe7ca2aa947f4351abb6e934008ffab0",
"_dom_classes": [],
"description": "",
"_model_name": "HTMLModel",
"placeholder": "​",
"_view_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"value": " 500/500 [01:19<00:00, 6.26it/s]",
"_view_count": null,
"_view_module_version": "1.5.0",
"description_tooltip": null,
"_model_module": "@jupyter-widgets/controls",
"layout": "IPY_MODEL_11c0260058de4337a7121fddb2f8ce3f"
}
},
"2e3024743856423aabf01d15b7f1006b": {
"model_module": "@jupyter-widgets/controls",
"model_name": "ProgressStyleModel",
"state": {
"_view_name": "StyleView",
"_model_name": "ProgressStyleModel",
"description_width": "initial",
"_view_module": "@jupyter-widgets/base",
"_model_module_version": "1.5.0",
"_view_count": null,
"_view_module_version": "1.2.0",
"bar_color": null,
"_model_module": "@jupyter-widgets/controls"
}
},
"4253694518cc43e297ed9eb755fd0508": {
"model_module": "@jupyter-widgets/base",
"model_name": "LayoutModel",
"state": {
"_view_name": "LayoutView",
"grid_template_rows": null,
"right": null,
"justify_content": null,
"_view_module": "@jupyter-widgets/base",
"overflow": null,
"_model_module_version": "1.2.0",
"_view_count": null,
"flex_flow": null,
"width": null,
"min_width": null,
"border": null,
"align_items": null,
"bottom": null,
"_model_module": "@jupyter-widgets/base",
"top": null,
"grid_column": null,
"overflow_y": null,
"overflow_x": null,
"grid_auto_flow": null,
"grid_area": null,
"grid_template_columns": null,
"flex": null,
"_model_name": "LayoutModel",
"justify_items": null,
"grid_row": null,
"max_height": null,
"align_content": null,
"visibility": null,
"align_self": null,
"height": null,
"min_height": null,
"padding": null,
"grid_auto_rows": null,
"grid_gap": null,
"max_width": null,
"order": null,
"_view_module_version": "1.2.0",
"grid_template_areas": null,
"object_position": null,
"object_fit": null,
"grid_auto_columns": null,
"margin": null,
"display": null,
"left": null
}
},
"fe7ca2aa947f4351abb6e934008ffab0": {
"model_module": "@jupyter-widgets/controls",
"model_name": "DescriptionStyleModel",
"state": {
"_view_name": "StyleView",
"_model_name": "DescriptionStyleModel",
"description_width": "",
"_view_module": "@jupyter-widgets/base",
"_model_module_version": "1.5.0",
"_view_count": null,
"_view_module_version": "1.2.0",
"_model_module": "@jupyter-widgets/controls"
}
},
"11c0260058de4337a7121fddb2f8ce3f": {
"model_module": "@jupyter-widgets/base",
"model_name": "LayoutModel",
"state": {
"_view_name": "LayoutView",
"grid_template_rows": null,
"right": null,
"justify_content": null,
"_view_module": "@jupyter-widgets/base",
"overflow": null,
"_model_module_version": "1.2.0",
"_view_count": null,
"flex_flow": null,
"width": null,
"min_width": null,
"border": null,
"align_items": null,
"bottom": null,
"_model_module": "@jupyter-widgets/base",
"top": null,
"grid_column": null,
"overflow_y": null,
"overflow_x": null,
"grid_auto_flow": null,
"grid_area": null,
"grid_template_columns": null,
"flex": null,
"_model_name": "LayoutModel",
"justify_items": null,
"grid_row": null,
"max_height": null,
"align_content": null,
"visibility": null,
"align_self": null,
"height": null,
"min_height": null,
"padding": null,
"grid_auto_rows": null,
"grid_gap": null,
"max_width": null,
"order": null,
"_view_module_version": "1.2.0",
"grid_template_areas": null,
"object_position": null,
"object_fit": null,
"grid_auto_columns": null,
"margin": null,
"display": null,
"left": null
}
}
}
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Mr4k/1f1b7ecaf30de073a50cbedd0da4dc82/differentialdithering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "aNXUXI2hFQUN",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "2961db14-b901-4223-d374-4bc765f28efc"
},
"source": [
"import jax\n",
"import jax.numpy as np\n",
"# Current convention is to import original numpy as \"onp\"\n",
"import numpy as onp\n",
"from jax import grad, jit, vmap, random\n",
"from jax.ops import index, index_add, index_update\n",
"import jax.experimental.optimizers as optimizers\n",
"\n",
"import matplotlib\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import cv2\n",
"\n",
"import tqdm\n",
"\n",
"RNG_KEY = random.PRNGKey(0)\n",
"\n",
"load_img = cv2.cvtColor(cv2.imread(\"fruit.jpg\"), cv2.COLOR_BGR2RGB)\n",
"colors = onp.unique(load_img.reshape(-1, load_img.shape[-1]), axis=0, return_counts=True)\n",
"print(colors[0].shape)\n",
"target_img = load_img / 255.0\n",
"\n",
"image_width, image_height, _ = target_img.shape\n",
"num_colors = 16\n",
"\n",
"# num colors by r,g,b\n",
"palette = np.array(onp.random.uniform(size=(num_colors, 3)))\n",
"\n",
"# normalize the probablities\n",
"assignments_per_pixel = np.array(onp.random.uniform(size=(image_width * image_height, num_colors)))"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"(157376, 3)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "KHnELPd2FC3J",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "05b97bf7-dc21-4452-a5ac-109bae27c729"
},
"source": [
"@jit\n",
"def compute_expected_loss_l2(params, target):\n",
" palette, assignments_per_pixel = params\n",
" # we use softmax to give ourselves a normalized probability distribution\n",
" # there are probably better ways\n",
" expected_pixels = jax.nn.softmax(assignments_per_pixel, axis=1) @ palette\n",
" expected_pixels_squared = jax.nn.softmax(assignments_per_pixel, axis=1) @ (palette ** 2)\n",
"\n",
" loss = ((target - expected_pixels) ** 2).sum()\n",
" return loss\n",
"\n",
"@jit\n",
"def compute_pixel_variance(params):\n",
" palette, assignments_per_pixel = params\n",
" # we use softmax to give ourselves a normalized probability distribution\n",
" # there are probably better ways\n",
" expected_pixels = jax.nn.softmax(assignments_per_pixel, axis=1) @ palette\n",
" expected_pixels_squared = jax.nn.softmax(assignments_per_pixel, axis=1) @ (palette ** 2)\n",
" var = (expected_pixels_squared - expected_pixels**2).sum()\n",
" return var\n",
"\n",
"@jit\n",
"def loss(params, target):\n",
" # increasing the variance coefficient results in smoother images\n",
" # for tiny color palettes <= 4, probably use 0\n",
" return compute_expected_loss_l2(params, target) + compute_pixel_variance(params) * 0.25\n",
"\n",
"\n",
"flattened_target = np.reshape(target_img, (image_width * image_height, 3))\n",
"\n",
"print('inital loss: ', compute_expected_loss_l2((palette, assignments_per_pixel), flattened_target))\n",
"loss_grad = jit(grad(loss))\n",
"\n",
"@jit\n",
"def sample_image(params, random_keys):\n",
" palette, assignments_per_pixel = params\n",
" num_pixels = palette.shape[0]\n",
" chosen_pixel_assigments = vmap(lambda key, pixel_probs: jax.random.choice(key, np.arange(0, num_pixels), p=jax.nn.softmax(pixel_probs)))\n",
" return palette[chosen_pixel_assigments(random_keys, assignments_per_pixel)]\n",
"\n",
"random_keys = random.split(RNG_KEY, image_width * image_height)\n"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"inital loss: 244986.03\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "kGlHgXO8FMKc",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 356,
"referenced_widgets": [
"84dd9b430f1946b6b94aaee7c34c2b18",
"41ab204187da44cb850f22f3b83d36ff",
"3e86b487d088444db542ab6a9fc7f871",
"7507db0a45a84fd0844198892526ef81",
"2e3024743856423aabf01d15b7f1006b",
"4253694518cc43e297ed9eb755fd0508",
"fe7ca2aa947f4351abb6e934008ffab0",
"11c0260058de4337a7121fddb2f8ce3f"
]
},
"outputId": "101fa0f0-e177-4e11-9646-e68a841dc999"
},
"source": [
"# optimizer\n",
"opt_init, opt_update, get_params = optimizers.adam(step_size=lambda _: 0.04)\n",
"\n",
"opt_state = opt_init((palette, assignments_per_pixel))\n",
"\n",
"def update(i, opt_state):\n",
" palette, assignments_per_pixel = get_params(opt_state)\n",
" gradient = loss_grad((palette, assignments_per_pixel), flattened_target)\n",
" opt_state = opt_update(i, gradient, opt_state)\n",
"\n",
" # clip opt state\n",
" # kind of hacky rn\n",
" # we clip the color palette to [0, 1]\n",
" first_param_join_point, second_param_join_point = jax.experimental.optimizers.unpack_optimizer_state(opt_state)\n",
" un_clipped_palette, _p12, _p13 = first_param_join_point.subtree\n",
"\n",
" clipped_palette = np.clip(un_clipped_palette, 0, 1)\n",
"\n",
" first_param_join_point.subtree = (clipped_palette, _p12, _p13) \n",
"\n",
" clipped_state = jax.experimental.optimizers.pack_optimizer_state((first_param_join_point, second_param_join_point))\n",
" \n",
" return clipped_state\n",
"\n",
"iterations = 500\n",
"for i in tqdm.tqdm_notebook(range(iterations)):\n",
" opt_state = update(i, opt_state)\n",
" palette, assignments_per_pixel = get_params(opt_state)\n",
"\n",
"random_keys = random.split(RNG_KEY, image_width * image_height)\n",
"img = np.reshape(sample_image((palette, assignments_per_pixel), random_keys), (image_width, image_height, 3))\n",
"\n",
"print('final expected loss: ', compute_expected_loss_l2((palette, assignments_per_pixel), flattened_target))\n",
"print('final variance: ', compute_pixel_variance((palette, assignments_per_pixel)))\n",
"\n",
"plt.imshow(img)\n",
"plt.show()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:26: 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": "84dd9b430f1946b6b94aaee7c34c2b18",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=500.0), HTML(value='')))"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"\n",
"final expected loss: 1989.449\n",
"final variance: 6907.4404\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"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "iSLr8Y_FJggL",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "cc76293e-fa27-4c70-c6c4-94d7bcac6c6a"
},
"source": [
"import PIL\n",
"from PIL import Image\n",
"print(PIL.__version__)\n",
"\n",
"pil_final_image = Image.fromarray(onp.uint8(onp.clip(img, 0, 1)*255))\n",
"pil_final_image.save('fruit-16-saturated.png')"
],
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": [
"7.0.0\n"
],
"name": "stdout"
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment