diff --git a/notebooks/book2/25/deblending-jax.ipynb b/notebooks/book2/25/deblending-jax.ipynb new file mode 100644 index 00000000000..1338ea61dd4 --- /dev/null +++ b/notebooks/book2/25/deblending-jax.ipynb @@ -0,0 +1,551 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "id": "f9d9a8c6-8ea6-4f74-bf18-81570e3dcc46", + "metadata": { + "id": "f9d9a8c6-8ea6-4f74-bf18-81570e3dcc46" + }, + "source": [ + "# Iterative α-(de)Blending\n", + "\n", + "Jax version of: https://github.com/tchambon/IADB" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8238a5b1-720f-4d5f-a4c0-48dfc488cae2", + "metadata": { + "id": "8238a5b1-720f-4d5f-a4c0-48dfc488cae2" + }, + "outputs": [], + "source": [ + "import jax\n", + "import optax\n", + "import numpy as np\n", + "import jax.numpy as jnp\n", + "import flax.linen as nn\n", + "import matplotlib.pyplot as plt\n", + "import urllib.request\n", + "import matplotlib.image as mpimg\n", + "\n", + "from tqdm import tqdm\n", + "from numba import njit\n", + "from typing import Callable\n", + "from flax.training.train_state import TrainState" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff3cafcc-1191-48fd-915f-aa5566d88eef", + "metadata": { + "id": "ff3cafcc-1191-48fd-915f-aa5566d88eef" + }, + "outputs": [], + "source": [ + "%config InlineBackend.figure_format = \"retina\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a5d5cbe0-42d5-4297-958e-4566545f8102", + "metadata": { + "id": "a5d5cbe0-42d5-4297-958e-4566545f8102" + }, + "outputs": [], + "source": [ + "@njit\n", + "def generate_samples_from_image(image, n_data):\n", + " max_pdf_value = np.max(image)\n", + " samples = np.zeros((n_data, 2))\n", + " for n in range(n_data):\n", + " while True:\n", + " x, y, u = np.random.rand(3)\n", + " i = int(x * image.shape[1])\n", + " j = int(y * image.shape[2])\n", + "\n", + " if image[0, i, j, 0] / max_pdf_value >= u:\n", + " samples[n, 0] = x\n", + " samples[n, 1] = y\n", + " break\n", + " return samples" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "99626dd9-77a2-40c5-b4f5-ad43d4d65e88", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 435 + }, + "id": "99626dd9-77a2-40c5-b4f5-ad43d4d65e88", + "outputId": "88a18040-aae4-42de-883f-1442b62eaeb6" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "image/png": { + "width": 431, + "height": 418 + } + } + } + ], + "source": [ + "url = 'https://raw.githubusercontent.com/tchambon/posts/main/iadb-2D/images/p0.png'\n", + "\n", + "urllib.request.urlretrieve(url, \"p0.png\")\n", + "\n", + "p_0 = mpimg.imread('p0.png')\n", + "imgplot = plt.imshow(p_0)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ebababc0-12fa-4175-83f6-430ea3b65355", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 435 + }, + "id": "ebababc0-12fa-4175-83f6-430ea3b65355", + "outputId": "455387e3-8be4-4c7c-b513-1501ba1d593e" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "image/png": { + "width": 431, + "height": 418 + } + } + } + ], + "source": [ + "url = 'https://raw.githubusercontent.com/tchambon/posts/main/iadb-2D/images/p1.png'\n", + "urllib.request.urlretrieve(url, \"p1.png\")\n", + "\n", + "p_1 = mpimg.imread('p1.png')\n", + "imgplot = plt.imshow(p_1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "55fd1d97-1570-4183-9fa0-c5e3a2032fd8", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "55fd1d97-1570-4183-9fa0-c5e3a2032fd8", + "outputId": "798318ff-8e78-441c-ca03-dadad55518a1" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CPU times: user 1.32 s, sys: 19.9 ms, total: 1.34 s\n", + "Wall time: 1.38 s\n" + ] + } + ], + "source": [ + "%%time\n", + "n_data = 65536\n", + "x_0_data = generate_samples_from_image(p_0[None, ...], n_data)\n", + "x_1_data = generate_samples_from_image(p_1[None, ...], n_data)" + ] + }, + { + "cell_type": "markdown", + "id": "de8a9929-3076-47ce-b136-25873adf4894", + "metadata": { + "id": "de8a9929-3076-47ce-b136-25873adf4894" + }, + "source": [ + "## Training" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2377c5c5-4494-410a-949f-d15139210ccc", + "metadata": { + "id": "2377c5c5-4494-410a-949f-d15139210ccc" + }, + "outputs": [], + "source": [ + "class NN(nn.Module):\n", + " activation: Callable = nn.relu\n", + "\n", + " @nn.compact\n", + " def __call__(self, x, alpha):\n", + " res = jnp.concatenate([x, alpha], axis=1)\n", + " res = self.activation(nn.Dense(64)(res))\n", + " res = self.activation(nn.Dense(64)(res))\n", + " res = self.activation(nn.Dense(64)(res))\n", + " res = self.activation(nn.Dense(64)(res))\n", + " out = nn.Dense(2)(res)\n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5ff1f108-afab-467d-bbf8-46630cf9dccf", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5ff1f108-afab-467d-bbf8-46630cf9dccf", + "outputId": "e50b77d6-7268-49ff-c100-68ac83dfe264" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'params': {'Dense_0': {'bias': (64,), 'kernel': (3, 64)},\n", + " 'Dense_1': {'bias': (64,), 'kernel': (64, 64)},\n", + " 'Dense_2': {'bias': (64,), 'kernel': (64, 64)},\n", + " 'Dense_3': {'bias': (64,), 'kernel': (64, 64)},\n", + " 'Dense_4': {'bias': (2,), 'kernel': (64, 2)}}}" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ], + "source": [ + "key = jax.random.PRNGKey(314)\n", + "key_init, key_train = jax.random.split(key)\n", + "model = NN()\n", + "dim_in = 2\n", + "params_init = model.init(key_init, jnp.zeros((1, dim_in)), jnp.zeros((1, 1)))\n", + "\n", + "jax.tree_map(jnp.shape, params_init)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6b1354c1-c21d-41cb-a834-303ccaf651e0", + "metadata": { + "id": "6b1354c1-c21d-41cb-a834-303ccaf651e0" + }, + "outputs": [], + "source": [ + "batch_size = 256\n", + "\n", + "def lossfn(params, key, applyfn):\n", + " key_rows, key_alpha = jax.random.split(key)\n", + " rows0, rows1 = jax.random.randint(key_rows, shape=(2, batch_size), minval=0, maxval=n_data)\n", + " x0 = jnp.take(x_0_data, rows0, axis=0)\n", + " x1 = jnp.take(x_1_data, rows1, axis=0)\n", + " alpha = jax.random.uniform(key_alpha, (batch_size,1))\n", + "\n", + " x_alpha = (1 - alpha) * x0 + alpha * x1\n", + "\n", + " distance_hat = applyfn(params, x_alpha, alpha)\n", + " distance = x1 - x0\n", + "\n", + " loss = jnp.power(distance_hat - distance, 2).sum()\n", + " return loss\n", + "\n", + "def stepfn(state, key):\n", + " l, grads = jax.value_and_grad(lossfn)(state.params, key, state.apply_fn)\n", + " state = state.apply_gradients(grads=grads)\n", + " return state, l" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "73c7018c-b6b8-4651-9265-e7506df4ad37", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "73c7018c-b6b8-4651-9265-e7506df4ad37", + "outputId": "3582f984-9790-4a8b-82ff-bddf947ad983" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CPU times: user 16.7 s, sys: 498 ms, total: 17.2 s\n", + "Wall time: 17.3 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "tx = optax.adam(0.001)\n", + "state = TrainState.create(\n", + " apply_fn=model.apply,\n", + " params=params_init,\n", + " tx=tx\n", + ")\n", + "\n", + "n_epochs = n_data\n", + "keys_train = jax.random.split(key_train, n_epochs)\n", + "state_final, losses = jax.lax.scan(stepfn, state, keys_train)\n", + "losses = np.array(losses)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e994956f-c158-4651-99cf-65523d7d6c01", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "e994956f-c158-4651-99cf-65523d7d6c01", + "outputId": "41027775-e6ff-450b-b5b4-71336d6b54eb" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 12 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "image/png": { + "width": 543, + "height": 418 + } + } + } + ], + "source": [ + "plt.plot(losses)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8d55dde2-2310-46e4-b5f8-244e53a4b3d5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8d55dde2-2310-46e4-b5f8-244e53a4b3d5", + "outputId": "bde64fd0-ada5-4407-a5ef-f25eb86f87e4" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "sampling loop: 100%|██████████| 128/128 [00:03<00:00, 37.86it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CPU times: user 3.18 s, sys: 174 ms, total: 3.36 s\n", + "Wall time: 3.39 s\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "batchsize = 2048 # for generation\n", + "x_alpha = x_0_data[np.random.randint(0, n_data, batchsize), :]\n", + "x_alpha = jnp.array(x_alpha)\n", + "\n", + "# loop\n", + "T = 128\n", + "x_all = [x_alpha]\n", + "for t in tqdm(range(T), \"sampling loop\"):\n", + "\n", + " # current alpha value\n", + " alpha = t / T * jnp.ones((batchsize, 1))\n", + "\n", + " # update\n", + " x_alpha = x_alpha + 1/T * state_final.apply_fn(state_final.params, x_alpha, alpha)\n", + " x_all.append(x_alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a4551fd8-d032-4be7-9be2-7c629b29a3a1", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 606 + }, + "id": "a4551fd8-d032-4be7-9be2-7c629b29a3a1", + "outputId": "59ea195b-1db0-49cc-d44f-e49956c983e4" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "image/png": { + "width": 496, + "height": 589 + } + } + } + ], + "source": [ + "steps = np.linspace(0, T, 12).round().astype(int)\n", + "\n", + "fig, axs = plt.subplots(4, 3, figsize=(5, 6.0), sharex=True, sharey=True)\n", + "for ax, s in zip(axs.ravel(), steps):\n", + " ax.scatter(*x_all[s].T, s=5)\n", + " ax.set_title(f\"Step {s:02}\")\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "6193e3f2-1b61-4651-a3f8-838849d57862", + "metadata": { + "id": "6193e3f2-1b61-4651-a3f8-838849d57862" + }, + "source": [ + "### Animate!" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3a4d8f2f-8925-4587-96e3-d1869de2449e", + "metadata": { + "id": "3a4d8f2f-8925-4587-96e3-d1869de2449e" + }, + "outputs": [], + "source": [ + "from matplotlib import animation" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c4b137f5-a773-406f-8bb5-efd51305f810", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 451 + }, + "id": "c4b137f5-a773-406f-8bb5-efd51305f810", + "outputId": "e8b11457-5e48-4b78-ef3c-7c5fb2889b88" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "image/png": { + "width": 547, + "height": 434 + } + } + } + ], + "source": [ + "steps = np.arange(T)\n", + "\n", + "fig, ax = plt.subplots()\n", + "def animate(t):\n", + " ax.cla()\n", + " ax.scatter(*x_all[t].T, s=5)\n", + " ax.set_title(f\"Step {t:02}\")\n", + "\n", + "ani = animation.FuncAnimation(fig, animate, steps)\n", + "ani.save(\"iadb.gif\", fps=20)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + }, + "colab": { + "provenance": [], + "machine_shape": "hm", + "gpuType": "A100", + "include_colab_link": true + }, + "accelerator": "GPU" + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file