{ "cells": [ { "cell_type": "code", "execution_count": 15, "metadata": { "id": "EwRw-f6ocdCR" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "\n", "from time import time\n", "import os\n", "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "glWkfJ2mcdCU" }, "outputs": [], "source": [ "def get_model(input_dim, output_dim, width, depth, regularization_param=1e-7,\n", " act_func='tanh', output_act_func=False, random_seed=None) -> keras.Sequential:\n", " initializer = keras.initializers.RandomNormal(seed=random_seed)\n", " regularizer = keras.regularizers.l2(regularization_param)\n", "\n", " if act_func == 'sin':\n", " act_func = tf.math.sin\n", "\n", " all_layers = [keras.layers.InputLayer(input_shape=[input_dim])]\n", " all_layers += [keras.layers.Dense(width, activation=act_func,\n", " kernel_initializer=initializer,\n", " bias_initializer=initializer,\n", " kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer) for _ in range(depth-1)]\n", " all_layers.append(keras.layers.Dense(\n", " output_dim, kernel_initializer=initializer,\n", " activation=act_func if output_act_func else None,\n", " bias_initializer=initializer,\n", " kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer))\n", " m = keras.Sequential(all_layers)\n", " return m\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "id": "u8T9p1Z1cdCV" }, "outputs": [], "source": [ "# @tf.function\n", "def init_fn(x, mu, sigma) -> np.array:\n", " return 0.5*(tf.exp(-(x-mu)**2 / (2*sigma**2)) / (tf.sqrt(2*np.pi) * sigma))\n", "\n", "\n", "@tf.function\n", "def get_u_du_d2u(model, x_input):\n", " \"\"\"make prediction and calculate derivatives\n", " \"\"\"\n", " with tf.GradientTape() as sec_tape:\n", " sec_tape.watch(x_input)\n", " with tf.GradientTape() as fst_tape:\n", " fst_tape.watch(x_input)\n", " u = model(x_input, training=True)\n", " # get the 1st derivative\n", " du_di = fst_tape.gradient(u, x_input)\n", " # get the 2nd derivative\n", " d2u_jac = sec_tape.batch_jacobian(\n", " du_di, x_input, experimental_use_pfor=True)\n", " return u, du_di, d2u_jac\n", "\n", "\n", "def fit(model, x_input, c, epochs):\n", " lambda_ini = 1000\n", " lambda_bc = 10\n", " lambda_int = 1\n", " x0_bdy = np.arange(0, len(x_input), num_p_row)\n", " x1_bdy = np.arange(num_p_row-1, len(x_input), num_p_row)\n", " extract_2nd_der = np.arange(num_p_row**2)\n", " for epoch in range(1, epochs+1):\n", " with tf.GradientTape() as tape:\n", " u, du_di, d2u_jac = get_u_du_d2u(model, x_input)\n", " # extract the second derivatives from jacobian matrix\n", " d2u_dx2, d2u_dt2 = zip(*[[d2u_jac[j][0][0], d2u_jac[j][1][1]]\n", " for j in extract_2nd_der])\n", " # remove all t=0 points, I think we don't need to\n", " # compute integral loss for initial condition\n", " d2u_dt2 = d2u_dt2[num_p_row:]\n", " d2u_dx2 = d2u_dx2[num_p_row:]\n", " ### compute the loss for initial condition\n", " ini_l = tf.reduce_mean(tf.square(u[:num_p_row]-ic))*lambda_ini\n", " # compute the loss for du/dt = 0, use new lambda\n", " ini_l2 = tf.reduce_mean(\n", " tf.square(du_di[:num_p_row, 1]))*5\n", " # get all u for x=0\n", " bdy_x0 = tf.reduce_mean(tf.square([u[x_i] for x_i in x0_bdy]))\n", " # get all u for x=1\n", " bdy_x1 = tf.reduce_mean(tf.square([u[x_i] for x_i in x1_bdy]))\n", "\n", " # Reflection\n", " # # get all dudt for x=0\n", " # bdy_x0 = tf.reduce_mean(tf.square([du_di[x_i,1] for x_i in x0_bdy]))\n", " # # get all dudt for x=1\n", " # bdy_x1 = tf.reduce_mean(tf.square([du_di[x_i,1] for x_i in x1_bdy]))\n", " \n", " int_l = tf.reduce_mean(\n", " tf.square(d2u_dt2-tf.square(c)*d2u_dx2)) * lambda_int\n", " # regulation loss\n", " reg_loss = tf.reduce_sum(model.losses)\n", " loss_total = ini_l+ini_l2+int_l+(bdy_x0+bdy_x1)*lambda_bc+reg_loss\n", " grads = tape.gradient(loss_total, model.trainable_variables)\n", " opt.apply_gradients(zip(grads, model.trainable_variables))\n", " if epoch % 10 == 0:\n", " print(f\"{epoch}, ic {ini_l.numpy()}, ic_v {ini_l2.numpy()}, bc_x0 {bdy_x0.numpy()}, bc_x1 {bdy_x1.numpy()}, int {int_l.numpy()}, total {loss_total.numpy()}\")\n" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cIAxvyIxcdCW", "outputId": "d884cbed-27cb-43f6-e212-94e9dc07d15e" }, "outputs": [ { "data": { "image/png": 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CaJpmXZQgrKoP3cw6gd3Asxmb2oH+Rc8HuDL0MbP9ZtZrZr3xeHyVpYos79zoFO7JNT3DID0WXiNdpJCyDnQzawD+EfgDd7+YuXmJb7mi89DdH3b3HnfvaW1tXV2lIldxeZbFkHS5pPvyNdJFCimrQDezSpJh/vfu/rUlmgwAsUXPO4Bzay9PJDtv3lQUji6XdTWVNNZVckZdLlJA2YxyMeBvgePu/qllmj0O3Jca7XIzMObu53NYp8hVnb4wQVVFhM0bwhHoAJ0b63n9wkTQZUgZyWbS6FuAjwAvmtmR1GufALYCuPsB4AngDuAEMAl8NOeVilxF39AEnRvriEaW6v0LxvaWeg6euhB0GVJGVgx0d/8hS/eRL27jwAO5KkpktfqGJtjeUh90GW/R2VLP1w6fZWo2QW1V8Dc7SenTnaJS9BILzusXJuhqDVegd6U+YE6r20UKRIEuRe/syBRzCQ/dGXo60PuGFOhSGAp0KXqnhsYB6GppCLiSt1KgS6Ep0KXonU4FZlfIztDrqyvYtL5agS4Fo0CXotc3NEFDdQUtDVVBl3KFzo31CnQpGAW6FL1TQxN0tdSTvGUiXLa3KtClcBToUvT6UoEeRl0t9QxPzDKmWRelABToUtRm5hOcHZ0KcaAnL9T2aeiiFIACXYramQuTuIfvgmhaV0tysrC+1EgckXxSoEtROxXSES5pseY6IgZ9cZ2hS/4p0KWopS84doY00KsronQ01V3+4BHJJwW6FLXTQxO0NFSxobYy6FKW1dVSr9v/pSAU6FLUToV4hEtaV0s9ffEJLRgteadAl6KWnDY3/IE+MZsgfmkm6FKkxCnQpWhdmp4jfmkmdLMsZkr/BaF+dMm3bFYs+ryZDZrZS8ts32dmY2Z2JPX1ydyXKXKl00PJ5d3CNstiJk3SJYWSzYpFXwAeAh65Sptn3P1DOalIJEvpm3XCNstipi2NtVRVRC5PIiaSLyueobv708BwAWoRWZX02O5tG+sCruTqohFjW7OGLkr+5aoP/f1mdtTMnjSzd+donyJX1Tc0TntjLTWV4V/eratFk3RJ/uUi0F8Atrn7DcCngW8s19DM9ptZr5n1xuPxHLy1lLMwT8qVqau1njMXJkksaOii5M+aA93dL7r7eOrxE0ClmbUs0/Zhd+9x957W1ta1vrWUMXcvqkDf3lLPbGKBc6NTQZciJWzNgW5m11lqImoz25va54W17lfkaoYnZrk4PV80gZ6+cKt+dMmnFUe5mNmXgX1Ai5kNAH8GVAK4+wHgLuBjZjYPTAH3uG6JkzzrC/mkXJk607Muxsf5mbfrr1PJjxUD3d3vXWH7QySHNYoUTNhnWczU2lBNQ3WFLoxKXulOUSlKp4cmqIgYHU21QZeSFTOjq6VeXS6SVwp0KUp9QxNs3VhHRbR4foQ166LkW/H8Nogs0jc0QVfIJ+XK1NlSz8DIFDPziaBLkRKlQJeis7BQXEMW07a31OOeXDZPJB8U6FJ0zl+cZmZ+IfSzLGbSrIuSbwp0KTqni2yES1p6mTxN0iX5okCXopM+w90e8lkWM22oraSloUpDFyVvFOhSdPriE9RWRtm0vjroUlatc6OGLkr+KNCl6PQNjdPZUk9qxomiolkXJZ8U6FJ0Tl+YDP0qRcvpaq0nfmmG8Zn5oEuREqRAl6Iyl1jgzPBk0V0QTduuC6OSRwp0KSr9w8k5xYs10DXrouSTAl2KSrr/ubNIAz29XF56+TyRXFKgS1HpuzxksTgDvaYySntjLaeGxoMuRUqQAl2KysvnLtK2rpqm+qqgS7lmO69bxyvnLgZdhpQgBboUlcNnRtgVawy6jDXZFWvkRHyci9NzQZciJWbFQDezz5vZoJm9tMx2M7MHzeyEmR0zsxtzX6YIjEzMcvrCJLu2NgZdyprsijXiDsf6x4IuRUpMNmfoXwBuu8r224Edqa/9wGfWXpbIlY4MjAIU/Rn6Dan6j/SPBFuIlJwVA93dnwaGr9LkTuARTzoINJrZ5lwVKJJ25MwoEYP3djQGXcqabKitpLu1niP9o0GXIiUmF33o7UD/oucDqdeuYGb7zazXzHrj8XgO3lrKyeH+Ud6+aR0N1SsuhRt6u2JNHD4zitZTl1zKRaAvNaHGkj+l7v6wu/e4e09rq1Y+l+y5O0f7R4u+uyVt19ZGLkzMMjAyFXQpUkJyEegDQGzR8w7gXA72K3JZ39AEY1NzJRPou1PHcVjdLpJDuQj0x4H7UqNdbgbG3P18DvYrclm6v7nYR7ikveO6ddRURjhyZjToUqSErNgZaWZfBvYBLWY2APwZUAng7geAJ4A7gBPAJPDRfBUr5evwmVHqq6LsaFsXdCk5URGN8J72DRzWSBfJoRUD3d3vXWG7Aw/krCKRJRzpH+W9HY1EI8U3B/pydsUa+eI/v87s/AJVFbrHT9ZOP0USetNzCY6fv1gy3S1pu7c2MTu/wPHzmgZAckOBLqH38rkx5he8ZC6Ipu26fIPRaKB1SOlQoEvoHU5dONxdYoG+eUMNbeuqOXxG/eiSGwp0Cb3D/aO0N9bStr4m6FJyyszYFWvUGbrkjAJdQu/ImdK5oSjT7q1NnL4wycjEbNClSAlQoEuoDV6a5uzoVMkG+uV+9NTEYyJroUCXUEvfeFNqI1zS3tuxgYi9eZ1AZC0U6BJqR/pHqYgY12/ZEHQpeVFfXcHbN61TP7rkhAJdQu1I/yjv2LyO2qpo0KXkze6tjRzt18yLsnYKdAmtxIJzbGCsZPvP03bFGhmbmru8ALbItVKgS2idGBxnfGaeXbGmoEvJq/TxqR9d1kqBLqGVXqJtd4leEE17W1sD9VVR9aPLminQJbSO9I+yvqaCro31QZeSV9GIcYNuMJIcUKBLaB0+M8oNsUYiJTTD4nJ2xRo5fv4i03OJoEuRIqZAl1CamJnntTculdz8LcvZFWtkfsF56exY0KVIEVOgSygdGxhjwUv3hqJM6eNUt4usRVaBbma3mdmrZnbCzP5kie37zGzMzI6kvj6Z+1KlnFxecq7ER7ikta2rob2xVmuMyppkswRdFPjvwM+TXBD6kJk97u6vZDR9xt0/lIcapQz90ys/4e2bGmiurwq6lIJ53/ZmnnrlDabnEtRUlu6NVJI/2Zyh7wVOuPspd58FvgLcmd+ypJy99sYlDp8Z5VdvigVdSkHddVMHl6bnefIlrbEu1yabQG8H+hc9H0i9lun9ZnbUzJ40s3cvtSMz229mvWbWG4/Hr6FcKQePHuqnMmr88o1L/ZiVrpu7NrJtYx1fea5/5cYiS8gm0JcaM5Y56cQLwDZ3vwH4NPCNpXbk7g+7e4+797S2tq6qUCkPM/MJvn74LD/3zk20NFQHXU5BRSLGh3tiPNs3rGkA5JpkE+gDwOK/fTuAc4sbuPtFdx9PPX4CqDSzlpxVKWXj/74yyPDELHfvKa/ulrS7buogYvBYr87SZfWyCfRDwA4z6zKzKuAe4PHFDczsOjOz1OO9qf1eyHWxUvoe7e1ny4YaPrCjPP+C27S+hlt3tvHV5weYTywEXY4UmRUD3d3ngd8Dvg0cBx5z95fN7H4zuz/V7C7gJTM7CjwI3OOaC1RWaWBkkmd+HOeunhjRMrg7dDl374kRvzTD917VdSZZnRWHLcLlbpQnMl47sOjxQ8BDuS1Nys1Xnx8A4Fdv6gi4kmDd+o42WtdV8+ihfn7+XZuCLkeKiO4UlVBILDj/0DvAT7+thVhzXdDlBKoyGuFXbuzge68OMnhxOuhypIgo0CUU/t+JIc6OTpXtxdBMd++JkVhwvvrCQNClSBFRoEsoPHqon6a6SnUxpHS11LO3q5lHD/VraTrJmgJdAndhfIZ/euUn/PLuDqordMt72j17Yrx+YZKDp4aDLkWKhAJdAvf1w2eZS7i6WzLcfv1m1lVXaEy6ZE2BLoFydx491M+uWCM7r1sXdDmhUlsV5c7dW3jixfOMTc0FXY4UAQW6BOpw/yg/HhznHp2dL+mePVuZmV/g8SNngy5FioACXQLj7vzPH5ykrirKh27YEnQ5oXR9+wbetXk9X/jRaSZn54MuR0JOgS6B+fR3T/Dtl9/ggVvfRkN1Vve4laU/um0nfUMT/PtHj7KwoBEvsjwFugTi8aPn+NRTr/Fvdrfzu/u6gy4n1G7d2caf/uK7+NbLP+G/ffvVoMuRENNpkRTc86+P8B/+4Sh7O5v5r7/yHlLzuslV/NYtnZyKj3PgByfpaqnj7j1bgy5JQkiBLgXVPzzJ/kd62byhhgMfuUnjzrNkZvznX3o3Z4Yn+dOvv0SsuY6f6tYM1fJW6nKRgrk4Pcdvf/EQc4kF/vY39pTVeqG5UBmN8NCv3UhXSz0f+7sXOBUfD7okCRkFuhTEfGKB3/vSYU7FJ/jMr9/E29oagi6pKG2oreTzv7mHiojxW184xMjEbNAlSYgo0CXvXnvjEg986QWefi3OX/zr67nlbeoqWItYcx0P33cT58am+Y3/9Rz/fPKC5nsRQH3okifuzo9OXuCzz5zi+6/GqamM8Ee/sJN79+piXi7ctK2ZB+/ZxSe+/hL3fvYg17ev5999YDt3vGczlVGdp5Ury+aT3cxuA/4GiAKfc/e/zNhuqe13AJPAb7r7C1fbZ09Pj/f29l5r3RJSc4kFvnnsHJ99uo9Xzl+kpaGK+97fya/fvE195nkwPZfgay+c5XM/PMWp+ARbNtTw0Vu6uHtvjPU1lUGXJ3lgZs+7e8+S21YKdDOLAq8BP09ywehDwL3u/sqiNncAv08y0N8H/I27v+9q+1WgF5/EgjM9l2BqLsHUbIKzo1OcHpqg78IEp4cmOD00yevDE0zPLbCjrYHf+UAXd+5qp6ZSI1nybWHB+d6rg3z2mVMcPDVMRcSINdfRubGOzpZ6ulrq6dxYT6y5jvrqKLWVya8Knc0XnasFejZdLnuBE+5+KrWzrwB3Aq8sanMn8EhqHdGDZtZoZpvd/fwaa7/CD16L81+++crKDcvcch/T6Q9wz2joqW0JdxYWko8XHBLuzM4vMDWXYHZ+6UWLq6IRYs21dLXU84EdLdyyo4Wf2dFKpIzXBS20SMT42Xdu4mffuYkXB8b41svnOT00Sd/QBM/2DTM5m1jy+yqjRk1llJrKKFEzIpYcIhmJQMSMiBmX/xftLf8se/+A/tdXdveeGL/zge053282gd4OLJ6/c4DkWfhKbdqBtwS6me0H9gNs3XptfakN1RXs2KQREtmw5X61lvnFjNibv8SXH0eguiL5C19bGaW2KkJtZZTqyijXra+hq6WeLY21Zb2oc9i8p2MD7+nYcPm5uxO/NEPf0ARnR6eYnE0k/9KaTf21NZd8vrAAC6kP8uQHupPwN/cBV54IZPJlTyVksZaG6rzsN5tAX+o3NfN/LZs2uPvDwMOQ7HLJ4r2vcNO2Jm7adtO1fKtIWTIz2tbX0La+JuhSJM+y6UAbABbPbdoBnLuGNiIikkfZBPohYIeZdZlZFXAP8HhGm8eB+yzpZmAsH/3nIiKyvBW7XNx93sx+D/g2yWGLn3f3l83s/tT2A8ATJEe4nCA5bPGj+StZRESWktWNRe7+BMnQXvzagUWPHXggt6WJiMhqaBCqiEiJUKCLiJQIBbqISIlQoIuIlIisJufKyxubxYHXr/HbW4ChHJZTDHTM5UHHXB7Wcszb3L11qQ2BBfpamFnvcpPTlCodc3nQMZeHfB2zulxEREqEAl1EpEQUa6A/HHQBAdAxlwcdc3nIyzEXZR+6iIhcqVjP0EVEJIMCXUSkRIQ60M3sNjN71cxOmNmfLLHdzOzB1PZjZnZjEHXmUhbH/G9Tx3rMzH5kZjcEUWcurXTMi9rtMbOEmd1VyPryIZtjNrN9ZnbEzF42sx8UusZcy+Jne4OZ/R8zO5o65qKetdXMPm9mg2b20jLbc59f7h7KL5JT9Z4EtgNVwFHgXRlt7gCeJLli0s3As0HXXYBj/imgKfX49nI45kXtvkty1s+7gq67AP/PjSTX7d2aet4WdN0FOOZPAH+VetwKDANVQde+hmP+V8CNwEvLbM95foX5DP3y4tTuPgukF6de7PLi1O5+EGg0s82FLjSHVjxmd/+Ru4+knh4kuTpUMcvm/xng94F/BAYLWVyeZHPMvwZ8zd3PALh7sR93NsfswDpLLnLbQDLQ5wtbZu64+9Mkj2E5Oc+vMAf6cgtPr7ZNMVnt8fw2yU/4YrbiMZtZO/DLwAFKQzb/z28Hmszs+2b2vJndV7Dq8iObY34IeCfJ5StfBD7u7guFKS8QOc+vrBa4CEjOFqcuIlkfj5ndSjLQfzqvFeVfNsf818Afu3siefJW9LI55grgJuBngVrgn83soLu/lu/i8iSbY/4F4AjwQaAbeMrMnnH3i3muLSg5z68wB3o5Lk6d1fGY2XuBzwG3u/uFAtWWL9kccw/wlVSYtwB3mNm8u3+jIBXmXrY/20PuPgFMmNnTwA1AsQZ6Nsf8UeAvPdnBfMLM+oB3AM8VpsSCy3l+hbnLpRwXp17xmM1sK/A14CNFfLa22IrH7O5d7t7p7p3AV4HfLeIwh+x+tv838AEzqzCzOuB9wPEC15lL2RzzGZJ/kWBmm4CdwKmCVllYOc+v0J6hexkuTp3lMX8S2Aj8j9QZ67wX8Ux1WR5zScnmmN39uJl9CzgGLACfc/clh78Vgyz/n/8C+IKZvUiyO+KP3b1op9U1sy8D+4AWMxsA/gyohPzll279FxEpEWHuchERkVVQoIuIlAgFuohIiVCgi4iUCAW6iEiJUKCLiJQIBbqISIn4/yEnzOSOGlFgAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dx = 0.02\n", "dt = 0.02\n", "time_span = 1.\n", "x_end = 1.\n", "num_p_row = 51\n", "epoch = 10\n", "c = 0.5\n", "\n", "x_input = tf.constant([np.asarray([x, t]) for t in np.arange(0, time_span+dt, dt)\n", " for x in np.arange(0, x_end+dx, dx)], dtype='float32')\n", "\n", "ic = tf.constant(init_fn(x_input[:num_p_row, 0],\n", " 0.5, 0.05), shape=(num_p_row, 1))\n", "plt.plot(x_input[:num_p_row, 0], ic)\n", "model = get_model(2, 1, 10, 6, act_func='tanh')\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# x_input[0:num_p_row] # initial\n", "# [x_input[x_i] for x_i in np.arange(0,len(x_input),num_p_row)] # x=0\n", "# [x_input[t_i] for t_i in np.arange(num_p_row-1,len(x_input),num_p_row)]\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10, ic 1346.26220703125, ic_v 4.1201378246646936e-12, bc_x0 0.0015070685185492039, bc_x1 0.00150754873175174, int 8.332439920268292e-16, total 1346.2923583984375\n", "20, ic 1324.52685546875, ic_v 1.0886912482632738e-09, bc_x0 0.004039457067847252, bc_x1 0.004043251276016235, int 2.498087016921096e-14, total 1324.607666015625\n", "30, ic 1300.830322265625, ic_v 7.42010328735887e-08, bc_x0 0.008496222086250782, bc_x1 0.008527027443051338, int 1.1291220779544031e-12, total 1301.0006103515625\n", "40, ic 1271.3028564453125, ic_v 2.9050422654108843e-06, bc_x0 0.017030205577611923, bc_x1 0.01726805977523327, int 7.22980841860732e-11, total 1271.6458740234375\n", "50, ic 1230.316162109375, ic_v 6.798841059207916e-05, bc_x0 0.03607414662837982, bc_x1 0.037675295025110245, int 5.730216301458313e-09, total 1231.0538330078125\n", "60, ic 1178.0914306640625, ic_v 0.0008739911718294024, bc_x0 0.08253604918718338, bc_x1 0.09124557673931122, int 3.9884523062028165e-07, total 1179.830078125\n", "70, ic 1143.2913818359375, ic_v 0.005186156369745731, bc_x0 0.18018314242362976, bc_x1 0.21227245032787323, int 1.3879267498850822e-05, total 1147.2210693359375\n" ] } ], "source": [ "with tf.device(\"cpu:0\"):\n", " opt = keras.optimizers.Adam(learning_rate=0.001)\n", " fit(model, x_input, c, 200)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n", "INFO:tensorflow:Assets written to: wave_shifting_c0.1_100_10_1/assets\n" ] } ], "source": [ "# model.save(\"wave_shifting_c0.1_100_10_1\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:No training configuration found in save file, so the model was *not* compiled. Compile it manually.\n" ] } ], "source": [ "model = tf.keras.models.load_model('wave_shifting_c0.6_100_10_1')\n", "dx = 0.02\n", "dt = 0.02\n", "time_span = 2.\n", "x_end = 1.\n", "num_p_row = 51\n", "epoch = 10\n", "c = 0.5\n", "x_input = tf.constant([np.asarray([x, t]) for t in np.arange(0, time_span+dt, dt)\n", " for x in np.arange(0, x_end+dx, dx)], dtype='float32')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "id": "L4SWFc_UcdCX", "outputId": "4af0232f-0b56-4bd5-8b83-ac446971ce96" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "plt.grid()\n", "for i in range(0, 200, 10):\n", " num = i\n", " plt.plot(x_input[num_p_row*num:num_p_row*(num+1), 0],\n", " model(x_input[num_p_row*num:num_p_row*(num+1), :]))\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "id": "Pb4wBC-ldi_C" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def check_3d_plot(model, elev_, azim_):\n", " x = np.arange(0, 1.0, 0.02)\n", " t = np.arange(0, 2.0, 0.02)\n", " zs = np.array([model(tf.constant([x_, t_], shape=(1, 2)))\n", " for t_ in t for x_ in x])\n", " X, Y = np.meshgrid(x, t)\n", " Z = zs.reshape(X.shape)\n", " fig = plt.figure(figsize=(30, 15))\n", " ax = fig.add_subplot(121, projection='3d')\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('t')\n", " ax.plot_surface(X, Y, Z, cmap='jet')\n", " ax.view_init(elev=elev_, azim=azim_)\n", " ax2 = fig.add_subplot(122, projection='3d')\n", " ax2.plot_surface(X, Y, Z, cmap='jet')\n", " ax2.view_init(elev=90., azim=0.)\n", " ax2.set_xlabel('x')\n", " ax2.set_ylabel('t')\n", " plt.show()\n", "check_3d_plot(model, 25, -35)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Proj_gen2.ipynb", "provenance": [] }, "interpreter": { "hash": "6d0436a005dab00633980011810d3fa07be3a7414af46c729a0eb2011268a27d" }, "kernelspec": { "display_name": "Python 3.8.11 64-bit ('tf': conda)", "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": "3.8.12" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 0 }