{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import tensorflow as tf\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "from tqdm import tqdm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EXPECTED VALUE: 0.25000000000000006\n", "VARIANCE: 24.937500000000004\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-11-12 19:07:53.992417: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] } ], "source": [ "size = 10000\n", "n_on = int(size * 0.01)\n", "on_val = size // n_on\n", "area = 0.05\n", "expected_value = area**2 * on_val\n", "print(\"EXPECTED VALUE:\", expected_value)\n", "print(\"VARIANCE:\", (area**2 * on_val**2) - expected_value**2)\n", "\n", "off_vals = tf.random.uniform([size - n_on, 2])\n", "on_center = tf.clip_by_value(tf.random.uniform([2]), area * 4, 1 - (area * 4))\n", "on_vals = on_center + tf.random.uniform([n_on, 2], maxval=area)\n", "vals = np.concatenate([off_vals, on_vals])\n", "\n", "labels = np.concatenate([tf.zeros(size - n_on), tf.ones(n_on) * on_val])\n", "dataset = tf.data.Dataset.from_tensor_slices({\"x\": vals, \"y\": labels})" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "s = 0.2\n", "plt.scatter(off_vals[:, 0], off_vals[:,1], s=s)\n", "plt.scatter(on_vals[:, 0], on_vals[:,1], s=s)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "layers = [64, 64, 64]\n", "\n", "network = tf.keras.Sequential()\n", "for n in layers:\n", " network.add(tf.keras.layers.Dense(n, activation=tf.nn.relu))\n", "network.add(tf.keras.layers.Dense(1))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2021-11-12 19:07:54.285782: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:176] None of the MLIR Optimization Passes are enabled (registered 2)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "100/100 [==============================] - 1s 789us/step - loss: 98.4244\n", "Epoch 2/100\n", "100/100 [==============================] - 0s 765us/step - loss: 95.1673\n", "Epoch 3/100\n", "100/100 [==============================] - 0s 748us/step - loss: 91.7512\n", "Epoch 4/100\n", "100/100 [==============================] - 0s 737us/step - loss: 89.6820\n", "Epoch 5/100\n", "100/100 [==============================] - 0s 772us/step - loss: 88.1155\n", "Epoch 6/100\n", "100/100 [==============================] - 0s 774us/step - loss: 86.2110\n", "Epoch 7/100\n", "100/100 [==============================] - 0s 768us/step - loss: 84.8603\n", "Epoch 8/100\n", "100/100 [==============================] - 0s 735us/step - loss: 83.4903\n", "Epoch 9/100\n", "100/100 [==============================] - 0s 715us/step - loss: 81.1977\n", "Epoch 10/100\n", "100/100 [==============================] - 0s 751us/step - loss: 80.8035\n", "Epoch 11/100\n", "100/100 [==============================] - 0s 893us/step - loss: 79.2286\n", "Epoch 12/100\n", "100/100 [==============================] - 0s 963us/step - loss: 79.5175\n", "Epoch 13/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 77.9712\n", "Epoch 14/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 76.4430\n", "Epoch 15/100\n", "100/100 [==============================] - 0s 779us/step - loss: 75.8347\n", "Epoch 16/100\n", "100/100 [==============================] - 0s 865us/step - loss: 73.5307\n", "Epoch 17/100\n", "100/100 [==============================] - 0s 768us/step - loss: 73.1869\n", "Epoch 18/100\n", "100/100 [==============================] - 0s 735us/step - loss: 72.1609\n", "Epoch 19/100\n", "100/100 [==============================] - 0s 774us/step - loss: 70.7578\n", "Epoch 20/100\n", "100/100 [==============================] - 0s 732us/step - loss: 71.8768\n", "Epoch 21/100\n", "100/100 [==============================] - 0s 751us/step - loss: 69.9728\n", "Epoch 22/100\n", "100/100 [==============================] - 0s 728us/step - loss: 69.1687\n", "Epoch 23/100\n", "100/100 [==============================] - 0s 752us/step - loss: 67.0148\n", "Epoch 24/100\n", "100/100 [==============================] - 0s 855us/step - loss: 69.6299\n", "Epoch 25/100\n", "100/100 [==============================] - 0s 788us/step - loss: 70.5193\n", "Epoch 26/100\n", "100/100 [==============================] - 0s 748us/step - loss: 65.0530\n", "Epoch 27/100\n", "100/100 [==============================] - 0s 743us/step - loss: 64.9278\n", "Epoch 28/100\n", "100/100 [==============================] - 0s 732us/step - loss: 64.7905\n", "Epoch 29/100\n", "100/100 [==============================] - 0s 740us/step - loss: 63.3661\n", "Epoch 30/100\n", "100/100 [==============================] - 0s 770us/step - loss: 62.3364\n", "Epoch 31/100\n", "100/100 [==============================] - 0s 906us/step - loss: 59.4888\n", "Epoch 32/100\n", "100/100 [==============================] - 0s 801us/step - loss: 59.0054\n", "Epoch 33/100\n", "100/100 [==============================] - 0s 728us/step - loss: 62.0928\n", "Epoch 34/100\n", "100/100 [==============================] - 0s 754us/step - loss: 64.3127\n", "Epoch 35/100\n", "100/100 [==============================] - 0s 822us/step - loss: 57.6618\n", "Epoch 36/100\n", "100/100 [==============================] - 0s 840us/step - loss: 55.1631\n", "Epoch 37/100\n", "100/100 [==============================] - 0s 783us/step - loss: 54.5739\n", "Epoch 38/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 54.0217\n", "Epoch 39/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 55.0573\n", "Epoch 40/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 52.9608\n", "Epoch 41/100\n", "100/100 [==============================] - 0s 996us/step - loss: 54.8061\n", "Epoch 42/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 53.8552\n", "Epoch 43/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 52.4137\n", "Epoch 44/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 49.4007\n", "Epoch 45/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 50.4245\n", "Epoch 46/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 56.6694\n", "Epoch 47/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 48.0255\n", "Epoch 48/100\n", "100/100 [==============================] - 0s 871us/step - loss: 50.2594\n", "Epoch 49/100\n", "100/100 [==============================] - 0s 869us/step - loss: 49.2217\n", "Epoch 50/100\n", "100/100 [==============================] - 0s 944us/step - loss: 50.4955\n", "Epoch 51/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 48.7011\n", "Epoch 52/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 46.9559\n", "Epoch 53/100\n", "100/100 [==============================] - 0s 782us/step - loss: 48.0310\n", "Epoch 54/100\n", "100/100 [==============================] - 0s 740us/step - loss: 45.7632\n", "Epoch 55/100\n", "100/100 [==============================] - 0s 780us/step - loss: 43.9632\n", "Epoch 56/100\n", "100/100 [==============================] - 0s 812us/step - loss: 46.5065\n", "Epoch 57/100\n", "100/100 [==============================] - 0s 923us/step - loss: 44.0750\n", "Epoch 58/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 42.5048\n", "Epoch 59/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 44.1788\n", "Epoch 60/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 41.0547\n", "Epoch 61/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 43.4515\n", "Epoch 62/100\n", "100/100 [==============================] - 0s 831us/step - loss: 42.1473\n", "Epoch 63/100\n", "100/100 [==============================] - 0s 865us/step - loss: 47.4482\n", "Epoch 64/100\n", "100/100 [==============================] - 0s 869us/step - loss: 44.1104\n", "Epoch 65/100\n", "100/100 [==============================] - 0s 859us/step - loss: 42.3338\n", "Epoch 66/100\n", "100/100 [==============================] - 0s 822us/step - loss: 46.5057\n", "Epoch 67/100\n", "100/100 [==============================] - 0s 834us/step - loss: 45.5524\n", "Epoch 68/100\n", "100/100 [==============================] - 0s 1ms/step - loss: 44.6030\n", "Epoch 69/100\n", "100/100 [==============================] - 0s 996us/step - loss: 42.8958\n", "Epoch 70/100\n", "100/100 [==============================] - 0s 905us/step - loss: 43.7160\n", "Epoch 71/100\n", "100/100 [==============================] - 0s 840us/step - loss: 42.7055\n", "Epoch 72/100\n", "100/100 [==============================] - 0s 843us/step - loss: 40.9231\n", "Epoch 73/100\n", "100/100 [==============================] - 0s 848us/step - loss: 46.1196\n", "Epoch 74/100\n", "100/100 [==============================] - 0s 800us/step - loss: 38.2223\n", "Epoch 75/100\n", "100/100 [==============================] - 0s 807us/step - loss: 45.2419\n", "Epoch 76/100\n", "100/100 [==============================] - 0s 846us/step - loss: 44.2268\n", "Epoch 77/100\n", "100/100 [==============================] - 0s 813us/step - loss: 39.2829\n", "Epoch 78/100\n", "100/100 [==============================] - 0s 860us/step - loss: 40.2279\n", "Epoch 79/100\n", "100/100 [==============================] - 0s 831us/step - loss: 40.2357\n", "Epoch 80/100\n", "100/100 [==============================] - 0s 837us/step - loss: 40.8677\n", "Epoch 81/100\n", "100/100 [==============================] - 0s 853us/step - loss: 40.7389\n", "Epoch 82/100\n", "100/100 [==============================] - 0s 827us/step - loss: 39.4322\n", "Epoch 83/100\n", "100/100 [==============================] - 0s 853us/step - loss: 40.6471\n", "Epoch 84/100\n", "100/100 [==============================] - 0s 803us/step - loss: 38.5278\n", "Epoch 85/100\n", "100/100 [==============================] - 0s 857us/step - loss: 40.0424\n", "Epoch 86/100\n", "100/100 [==============================] - 0s 808us/step - loss: 39.7797\n", "Epoch 87/100\n", "100/100 [==============================] - 0s 858us/step - loss: 37.6566\n", "Epoch 88/100\n", "100/100 [==============================] - 0s 835us/step - loss: 37.4655\n", "Epoch 89/100\n", "100/100 [==============================] - 0s 854us/step - loss: 38.9456\n", "Epoch 90/100\n", "100/100 [==============================] - 0s 818us/step - loss: 43.3828\n", "Epoch 91/100\n", "100/100 [==============================] - 0s 858us/step - loss: 41.1756\n", "Epoch 92/100\n", "100/100 [==============================] - 0s 802us/step - loss: 39.3326\n", "Epoch 93/100\n", "100/100 [==============================] - 0s 850us/step - loss: 36.9601\n", "Epoch 94/100\n", "100/100 [==============================] - 0s 810us/step - loss: 37.3926\n", "Epoch 95/100\n", "100/100 [==============================] - 0s 850us/step - loss: 42.1012\n", "Epoch 96/100\n", "100/100 [==============================] - 0s 834us/step - loss: 41.6637\n", "Epoch 97/100\n", "100/100 [==============================] - 0s 837us/step - loss: 39.7198\n", "Epoch 98/100\n", "100/100 [==============================] - 0s 852us/step - loss: 36.2069\n", "Epoch 99/100\n", "100/100 [==============================] - 0s 838us/step - loss: 38.5552\n", "Epoch 100/100\n", "100/100 [==============================] - 0s 819us/step - loss: 55.8790\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network.compile(tf.keras.optimizers.Adam(), tf.keras.losses.MeanSquaredError())\n", "network.fit(vals, labels, epochs=100, batch_size=size // n_on)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def scatter(inputs, outputs):\n", " ax = plt.subplot()\n", " im = ax.scatter(inputs[:, 0], inputs[:, 1], s=s, c=outputs)\n", " divider = make_axes_locatable(ax)\n", " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", " plt.colorbar(im, cax=cax)\n", " plt.show()\n", "\n", "# check fit\n", "samples = tf.random.uniform([100000, 2])\n", "scatter(samples, network(samples))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def mc(n_samples = 10000000):\n", " samples = tf.random.uniform([n_samples, 2])\n", " values = tf.squeeze(network(samples))\n", " return tf.cumsum(values) / tf.range(1, n_samples + 1, dtype=tf.float32), samples, values\n", "\n", "def importance_sample(n_samples = 10000000):\n", " bias_shift = 0 # tf.random.uniform([2], maxval=area)\n", " deltas = tf.random.uniform([n_samples, 2], maxval=area*4) - area*2\n", " samples = (on_center + bias_shift) + deltas\n", " values = tf.squeeze(network(samples))\n", " return 0.04 * tf.cumsum(values) / tf.range(1, n_samples + 1, dtype=tf.float32), samples, values" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mc_est, samples, values = mc()\n", "scatter(samples[:100000], values[:100000])\n", "iw_est, samples, values = importance_sample()\n", "scatter(samples[:100000], values[:100000])\n", "plt.plot(mc_est[:1000])\n", "plt.plot(iw_est[:1000])\n", "plt.axhline(y = mc_est[-1], color = 'blue', linestyle = '--')\n", "plt.axhline(y = iw_est[-1], color = 'orange', linestyle = '--')\n", "plt.axhline(y = expected_value, color = 'black', linestyle = '--')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:00<00:00, 189.63it/s]\n" ] }, { "data": { "text/plain": [ "(-0.8, 1.2)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i in tqdm(range(100)):\n", " mc_est, samples, values = mc(1000)\n", " plt.plot(mc_est)\n", "plt.ylim((-0.8, 1.2))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:00<00:00, 177.02it/s]\n" ] }, { "data": { "text/plain": [ "(-0.8, 1.2)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i in tqdm(range(100)):\n", " iw_est, samples, values = importance_sample(1000)\n", " plt.plot(iw_est)\n", "plt.ylim((-0.8, 1.2))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "6f562d1e4454996a19e0c725eb3f9ab4652c8cf3fef3d3c909b9d9014b603686" }, "kernelspec": { "display_name": "Python 3.8.6 64-bit ('env': venv)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }