{ "cells": [ { "cell_type": "code", "execution_count": 3, "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", "import imageio\n", "\n", "from time import time\n", "import os\n", "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'\n" ] }, { "cell_type": "code", "execution_count": 4, "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": 79, "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 = 200\n", " lambda_int = 10\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(tf.square(du_di[:num_p_row, 1]))*500\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 du/dx for x=0\n", " bdy_x0 = tf.reduce_mean(tf.square([du_di[x_i,0] for x_i in x0_bdy]))\n", " # get all du/dx for x=1\n", " bdy_x1 = tf.reduce_mean(tf.square([du_di[x_i,0] 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": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cIAxvyIxcdCW", "outputId": "d884cbed-27cb-43f6-e212-94e9dc07d15e" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dx = 0.02\n", "dt = 0.02\n", "time_span = 4.\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, 20, 6, act_func='tanh')\n" ] }, { "cell_type": "code", "execution_count": 45, "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": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10, ic 26.421205520629883, ic_v 1.8099442720413208, bc_x0 0.03452262282371521, bc_x1 3.526350498199463, int 42.37194061279297, total 782.7777099609375\n", "20, ic 27.502099990844727, ic_v 0.9440276026725769, bc_x0 0.0865253433585167, bc_x1 0.8464433550834656, int 40.84796142578125, total 255.88783264160156\n", "30, ic 26.302963256835938, ic_v 0.790407121181488, bc_x0 0.00833237636834383, bc_x1 0.25360366702079773, int 31.452062606811523, total 110.93265533447266\n", "40, ic 24.929475784301758, ic_v 0.6675310730934143, bc_x0 0.009774572215974331, bc_x1 0.14588938653469086, int 22.45359230041504, total 79.18340301513672\n", "50, ic 24.764188766479492, ic_v 0.491626501083374, bc_x0 0.008502282202243805, bc_x1 0.06412973999977112, int 19.18292808532715, total 58.96516799926758\n", "60, ic 23.931303024291992, ic_v 0.4864932596683502, bc_x0 0.002092094626277685, bc_x1 0.009780592285096645, int 18.85506248474121, total 45.64741516113281\n", "70, ic 23.420948028564453, ic_v 0.42577776312828064, bc_x0 0.002062436193227768, bc_x1 0.012684873305261135, int 18.474279403686523, total 45.27048873901367\n", "80, ic 23.272493362426758, ic_v 0.3647460341453552, bc_x0 0.001921231159940362, bc_x1 0.007660875096917152, int 17.549646377563477, total 43.10332489013672\n", "90, ic 23.080846786499023, ic_v 0.3452145755290985, bc_x0 0.001632060157135129, bc_x1 0.005278191063553095, int 17.084609985351562, total 41.89274215698242\n", "100, ic 22.864490509033203, ic_v 0.34471267461776733, bc_x0 0.0015215452294796705, bc_x1 0.005263186991214752, int 16.714059829711914, total 41.28022766113281\n", "110, ic 22.63217544555664, ic_v 0.3398384153842926, bc_x0 0.001398468972183764, bc_x1 0.005045429337769747, int 16.556663513183594, total 40.81747817993164\n", "120, ic 22.42625617980957, ic_v 0.3449850380420685, bc_x0 0.001359463669359684, bc_x1 0.004887065850198269, int 16.412731170654297, total 40.43330001831055\n", "130, ic 22.246618270874023, ic_v 0.33918023109436035, bc_x0 0.0013193164486438036, bc_x1 0.004719572141766548, int 16.29931640625, total 40.09291458129883\n", "140, ic 22.068748474121094, ic_v 0.33248022198677063, bc_x0 0.0012910241493955255, bc_x1 0.004699097480624914, int 16.177003860473633, total 39.776275634765625\n", "150, ic 21.878015518188477, ic_v 0.3284660279750824, bc_x0 0.0012678984785452485, bc_x1 0.004600701853632927, int 16.09722900390625, total 39.47745132446289\n", "160, ic 21.68560028076172, ic_v 0.3242531418800354, bc_x0 0.001249058754183352, bc_x1 0.0045261201448738575, int 16.02788734436035, total 39.19279861450195\n", "170, ic 21.494239807128906, ic_v 0.3194243311882019, bc_x0 0.001240044366568327, bc_x1 0.004475181456655264, int 15.96060848236084, total 38.917335510253906\n", "180, ic 21.30160903930664, ic_v 0.31450191140174866, bc_x0 0.0012323468690738082, bc_x1 0.004418049473315477, int 15.903258323669434, total 38.649471282958984\n", "190, ic 21.10563850402832, ic_v 0.3104325830936432, bc_x0 0.0012244470417499542, bc_x1 0.0043609547428786755, int 15.85387134552002, total 38.38704299926758\n", "200, ic 20.906972885131836, ic_v 0.3066832721233368, bc_x0 0.001217612181790173, bc_x1 0.004314154386520386, int 15.808759689331055, total 38.128787994384766\n", "210, ic 20.707015991210938, ic_v 0.303134948015213, bc_x0 0.001212029019370675, bc_x1 0.004273336846381426, int 15.766393661499023, total 37.873634338378906\n", "220, ic 20.506406784057617, ic_v 0.2999671995639801, bc_x0 0.0012072853278368711, bc_x1 0.004236896522343159, int 15.725449562072754, total 37.62067794799805\n", "230, ic 20.30554962158203, ic_v 0.29703405499458313, bc_x0 0.0012027401244267821, bc_x1 0.004202730488032103, int 15.685518264770508, total 37.36921310424805\n", "240, ic 20.10463523864746, ic_v 0.29438385367393494, bc_x0 0.0011984241427853703, bc_x1 0.004172080662101507, int 15.645648002624512, total 37.1187858581543\n", "250, ic 19.90406036376953, ic_v 0.29189857840538025, bc_x0 0.0011941025732085109, bc_x1 0.004143082536756992, int 15.60533618927002, total 36.868751525878906\n", "260, ic 19.704051971435547, ic_v 0.28964439034461975, bc_x0 0.00119005236774683, bc_x1 0.004115954972803593, int 15.564088821411133, total 36.6190071105957\n", "270, ic 19.504810333251953, ic_v 0.2875466048717499, bc_x0 0.0011859057703986764, bc_x1 0.0040901158936321735, int 15.521553993225098, total 36.36913299560547\n", "280, ic 19.306346893310547, ic_v 0.2856115400791168, bc_x0 0.001181908301077783, bc_x1 0.004065282177180052, int 15.477618217468262, total 36.11903381347656\n", "290, ic 19.10877799987793, ic_v 0.2837964594364166, bc_x0 0.0011779610067605972, bc_x1 0.004041837062686682, int 15.431975364685059, total 35.8685302734375\n", "300, ic 18.912151336669922, ic_v 0.2820814549922943, bc_x0 0.0011740174377337098, bc_x1 0.004018757957965136, int 15.384685516357422, total 35.61749267578125\n", "310, ic 18.716447830200195, ic_v 0.2805083692073822, bc_x0 0.001170311588793993, bc_x1 0.00399593822658062, int 15.335602760314941, total 35.36582565307617\n", "320, ic 18.521665573120117, ic_v 0.2789919078350067, bc_x0 0.0011664435733109713, bc_x1 0.003974461928009987, int 15.28477668762207, total 35.1136360168457\n", "330, ic 18.327754974365234, ic_v 0.2775764465332031, bc_x0 0.0011627937201410532, bc_x1 0.003952693194150925, int 15.23225212097168, total 34.86070251464844\n", "340, ic 18.13475227355957, ic_v 0.2762177288532257, bc_x0 0.0011592467781156301, bc_x1 0.00393127603456378, int 15.178054809570312, total 34.60715103149414\n", "350, ic 17.942543029785156, ic_v 0.27492809295654297, bc_x0 0.0011556991375982761, bc_x1 0.003910005558282137, int 15.122316360473633, total 34.35295104980469\n", "360, ic 17.751195907592773, ic_v 0.2736610770225525, bc_x0 0.0011522516142576933, bc_x1 0.003889458952471614, int 15.064943313598633, total 34.09815979003906\n", "370, ic 17.560626983642578, ic_v 0.2724531292915344, bc_x0 0.0011488693999126554, bc_x1 0.0038680729921907187, int 15.006235122680664, total 33.84272384643555\n", "380, ic 17.370826721191406, ic_v 0.2712651193141937, bc_x0 0.0011456478387117386, bc_x1 0.003847532905638218, int 14.946179389953613, total 33.5869255065918\n", "390, ic 17.181739807128906, ic_v 0.270093709230423, bc_x0 0.0011423000833019614, bc_x1 0.003826732048764825, int 14.885007858276367, total 33.330665588378906\n", "400, ic 16.993423461914062, ic_v 0.2689709961414337, bc_x0 0.0011401916854083538, bc_x1 0.0038057342171669006, int 14.82243537902832, total 33.07403564453125\n", "410, ic 16.805889129638672, ic_v 0.26821520924568176, bc_x0 0.001148437848314643, bc_x1 0.0037803607992827892, int 14.757780075073242, total 32.81766128540039\n", "420, ic 16.625713348388672, ic_v 0.281747043132782, bc_x0 0.0040047490037977695, bc_x1 0.0037288437597453594, int 14.657968521118164, total 33.11216735839844\n", "430, ic 16.54954719543457, ic_v 0.23668783903121948, bc_x0 0.00458954693749547, bc_x1 0.004267123527824879, int 14.793718338012695, total 33.3513069152832\n", "440, ic 16.39703941345215, ic_v 0.23397007584571838, bc_x0 0.05433680862188339, bc_x1 0.011558030731976032, int 14.949050903320312, total 44.75904846191406\n", "450, ic 16.37680435180664, ic_v 0.32542574405670166, bc_x0 0.019676078110933304, bc_x1 0.0051252394914627075, int 14.467649459838867, total 36.13016128540039\n", "460, ic 16.305191040039062, ic_v 0.25544553995132446, bc_x0 0.001475034048780799, bc_x1 0.0038342890329658985, int 14.271431922912598, total 31.893951416015625\n", "470, ic 16.177040100097656, ic_v 0.24106411635875702, bc_x0 0.0028941368218511343, bc_x1 0.004132716916501522, int 14.175969123840332, total 31.999462127685547\n", "480, ic 16.023164749145508, ic_v 0.2586285173892975, bc_x0 0.001567948260344565, bc_x1 0.0035281158052384853, int 14.077152252197266, total 31.378175735473633\n", "490, ic 15.85144329071045, ic_v 0.26026663184165955, bc_x0 0.0016377238789573312, bc_x1 0.0034998534247279167, int 14.015390396118164, total 31.154632568359375\n", "500, ic 15.657082557678223, ic_v 0.2596552073955536, bc_x0 0.0012511740205809474, bc_x1 0.0035001009237021208, int 13.976442337036133, total 30.84345245361328\n", "510, ic 15.459293365478516, ic_v 0.2562701404094696, bc_x0 0.0011632406385615468, bc_x1 0.0034965872764587402, int 13.943368911743164, total 30.590913772583008\n", "520, ic 15.269743919372559, ic_v 0.25596126914024353, bc_x0 0.0011370048159733415, bc_x1 0.0034809208009392023, int 13.902207374572754, total 30.351516723632812\n", "530, ic 15.07924747467041, ic_v 0.25537562370300293, bc_x0 0.0011059538228437304, bc_x1 0.0034776320680975914, int 13.860064506530762, total 30.111421585083008\n", "540, ic 14.890530586242676, ic_v 0.2540873885154724, bc_x0 0.0010809166124090552, bc_x1 0.0034761461429297924, int 13.819607734680176, total 29.875656127929688\n", "550, ic 14.706357955932617, ic_v 0.25390851497650146, bc_x0 0.001086103031411767, bc_x1 0.003449871204793453, int 13.772903442382812, total 29.640380859375\n", "560, ic 14.52481746673584, ic_v 0.25280365347862244, bc_x0 0.001076880027540028, bc_x1 0.003438824089244008, int 13.725566864013672, total 29.406347274780273\n", "570, ic 14.34586238861084, ic_v 0.25219595432281494, bc_x0 0.0010801954194903374, bc_x1 0.003416594583541155, int 13.67547607421875, total 29.17291259765625\n", "580, ic 14.16940975189209, ic_v 0.25174492597579956, bc_x0 0.001096584601327777, bc_x1 0.0033904332667589188, int 13.623283386230469, total 28.94186019897461\n", "590, ic 13.99843692779541, ic_v 0.2603150010108948, bc_x0 0.0028744274750351906, bc_x1 0.003406172851100564, int 13.560637474060059, total 29.075529098510742\n", "600, ic 13.945368766784668, ic_v 0.572252094745636, bc_x0 0.263729453086853, bc_x1 0.05631138011813164, int 14.605841636657715, total 93.13163757324219\n", "610, ic 13.814720153808594, ic_v 0.42992696166038513, bc_x0 0.06532741338014603, bc_x1 0.01926078274846077, int 13.781819343566895, total 44.94412612915039\n", "620, ic 13.814661026000977, ic_v 0.2652041018009186, bc_x0 0.002816477557644248, bc_x1 0.0032636814285069704, int 13.374385833740234, total 28.67030143737793\n", "630, ic 13.789667129516602, ic_v 0.23442459106445312, bc_x0 0.00378173915669322, bc_x1 0.0050257728435099125, int 13.152647018432617, total 28.938261032104492\n", "640, ic 13.675761222839355, ic_v 0.23122602701187134, bc_x0 0.0037364535965025425, bc_x1 0.004609475843608379, int 13.05575180053711, total 28.631942749023438\n", "650, ic 13.531156539916992, ic_v 0.23200573027133942, bc_x0 0.002068700036033988, bc_x1 0.003831214038655162, int 12.999319076538086, total 27.94248390197754\n", "660, ic 13.373434066772461, ic_v 0.23666566610336304, bc_x0 0.0011949841864407063, bc_x1 0.003402950707823038, int 12.938501358032227, total 27.46820640563965\n", "670, ic 13.186297416687012, ic_v 0.24190673232078552, bc_x0 0.0010982040548697114, bc_x1 0.0031652178149670362, int 12.916154861450195, total 27.197063446044922\n", "680, ic 13.000566482543945, ic_v 0.24174846708774567, bc_x0 0.0011569574708119035, bc_x1 0.00313866650685668, int 12.89383316040039, total 26.99529266357422\n", "690, ic 12.824636459350586, ic_v 0.2372712790966034, bc_x0 0.0010458009783178568, bc_x1 0.003209526650607586, int 12.857647895812988, total 26.770639419555664\n", "700, ic 12.647931098937988, ic_v 0.23859098553657532, bc_x0 0.0010767182102426887, bc_x1 0.0031302550341933966, int 12.826704978942871, total 26.55463981628418\n", "710, ic 12.475053787231445, ic_v 0.2362246811389923, bc_x0 0.0010345508344471455, bc_x1 0.0031558580230921507, int 12.792226791381836, total 26.34160614013672\n", "720, ic 12.307394981384277, ic_v 0.23459415137767792, bc_x0 0.0010457431199029088, bc_x1 0.0031794884707778692, int 12.753948211669922, total 26.141002655029297\n", "730, ic 12.142443656921387, ic_v 0.22763235867023468, bc_x0 0.002848520176485181, bc_x1 0.004242267459630966, int 12.713261604309082, total 26.501514434814453\n", "740, ic 12.080202102661133, ic_v 0.4723396301269531, bc_x0 0.2594272196292877, bc_x1 0.15186020731925964, int 13.559927940368652, total 108.36996459960938\n", "750, ic 12.035560607910156, ic_v 0.23498137295246124, bc_x0 0.007912243716418743, bc_x1 0.01571798510849476, int 12.755363464355469, total 29.751970291137695\n", "760, ic 12.048469543457031, ic_v 0.22127363085746765, bc_x0 0.0017699974123388529, bc_x1 0.003444754984229803, int 12.544244766235352, total 25.856956481933594\n", "770, ic 12.04311752319336, ic_v 0.23760031163692474, bc_x0 0.0014822237426415086, bc_x1 0.003141669789329171, int 12.370065689086914, total 25.575580596923828\n", "780, ic 11.932304382324219, ic_v 0.24027138948440552, bc_x0 0.003217158606275916, bc_x1 0.004794708453118801, int 12.312612533569336, total 26.08757972717285\n", "790, ic 11.791728019714355, ic_v 0.23174048960208893, bc_x0 0.002118439180776477, bc_x1 0.0036715466994792223, int 12.257574081420898, total 25.43906021118164\n", "800, ic 11.650442123413086, ic_v 0.22339098155498505, bc_x0 0.0012401135172694921, bc_x1 0.003430501790717244, int 12.150801658630371, total 24.958778381347656\n", "810, ic 11.476448059082031, ic_v 0.2254493236541748, bc_x0 0.0010546357370913029, bc_x1 0.002952462062239647, int 12.14734172821045, total 24.650678634643555\n", "820, ic 11.306209564208984, ic_v 0.22420059144496918, bc_x0 0.0010231856722384691, bc_x1 0.003012674627825618, int 12.123087882995605, total 24.460689544677734\n", "830, ic 11.144747734069824, ic_v 0.22524885833263397, bc_x0 0.0011295985896140337, bc_x1 0.0029381229542195797, int 12.109980583190918, total 24.293540954589844\n", "840, ic 10.982720375061035, ic_v 0.22698840498924255, bc_x0 0.0014300429029390216, bc_x1 0.0031031251419335604, int 12.095308303833008, total 24.211669921875\n", "850, ic 10.831043243408203, ic_v 0.2867443561553955, bc_x0 0.02232753485441208, bc_x1 0.02499738708138466, int 12.318034172058105, total 32.90082550048828\n", "860, ic 10.884446144104004, ic_v 0.22862975299358368, bc_x0 0.0010873693972826004, bc_x1 0.0029884199611842632, int 12.515623092651367, total 24.443878173828125\n", "870, ic 10.839301109313965, ic_v 0.29110032320022583, bc_x0 0.02572518214583397, bc_x1 0.039791662245988846, int 12.328325271606445, total 36.56211471557617\n", "880, ic 10.867094993591309, ic_v 0.2699725925922394, bc_x0 0.012145796790719032, bc_x1 0.026309041306376457, int 12.144630432128906, total 30.972684860229492\n", "890, ic 10.81892204284668, ic_v 0.2194184809923172, bc_x0 0.0023145771119743586, bc_x1 0.004510683007538319, int 11.794837951660156, total 24.19824981689453\n", "900, ic 10.684466361999512, ic_v 0.2122521996498108, bc_x0 0.0019234896171838045, bc_x1 0.005897315684705973, int 11.601872444152832, total 24.062772750854492\n", "910, ic 10.553057670593262, ic_v 0.21422037482261658, bc_x0 0.001025788369588554, bc_x1 0.0028971831779927015, int 11.622389793395996, total 23.174280166625977\n", "920, ic 10.408276557922363, ic_v 0.21580132842063904, bc_x0 0.0011207766365259886, bc_x1 0.0029207756742835045, int 11.601818084716797, total 23.034225463867188\n", "930, ic 10.246749877929688, ic_v 0.21345698833465576, bc_x0 0.001005935831926763, bc_x1 0.00284061417914927, int 11.572589874267578, total 22.802125930786133\n", "940, ic 10.099468231201172, ic_v 0.20892934501171112, bc_x0 0.0010896582389250398, bc_x1 0.0032679669093340635, int 11.53133773803711, total 22.711278915405273\n", "950, ic 9.951218605041504, ic_v 0.2059633582830429, bc_x0 0.0017135663656517863, bc_x1 0.004895407240837812, int 11.485180854797363, total 22.964176177978516\n", "960, ic 9.861092567443848, ic_v 0.27521589398384094, bc_x0 0.05644390732049942, bc_x1 0.12021389603614807, int 11.515804290771484, total 56.98369216918945\n", "970, ic 9.93350887298584, ic_v 0.3967190384864807, bc_x0 0.058390166610479355, bc_x1 0.11829675734043121, int 12.485064506530762, total 58.1526985168457\n", "980, ic 9.882682800292969, ic_v 0.1957731992006302, bc_x0 0.0010939952917397022, bc_x1 0.0028512130957096815, int 11.492475509643555, total 22.3599910736084\n", "990, ic 9.908062934875488, ic_v 0.20485007762908936, bc_x0 0.006878274492919445, bc_x1 0.019830403849482536, int 11.248641014099121, total 26.70330810546875\n", "1000, ic 9.822680473327637, ic_v 0.2021772563457489, bc_x0 0.0019620649982243776, bc_x1 0.005868770182132721, int 11.136482238769531, total 22.72752571105957\n", "1010, ic 9.673009872436523, ic_v 0.21833059191703796, bc_x0 0.0023422199301421642, bc_x1 0.005435667932033539, int 11.249093055725098, total 22.69603157043457\n", "1020, ic 9.56816291809082, ic_v 0.20238085091114044, bc_x0 0.0012477198615670204, bc_x1 0.003803081577643752, int 11.097190856933594, total 21.877914428710938\n", "1030, ic 9.422086715698242, ic_v 0.20628921687602997, bc_x0 0.0012651701690629125, bc_x1 0.0030978324357420206, int 11.134679794311523, total 21.63567543029785\n", "1040, ic 9.277617454528809, ic_v 0.201186403632164, bc_x0 0.0010263766162097454, bc_x1 0.003020115662366152, int 11.074384689331055, total 21.362504959106445\n", "1050, ic 9.144184112548828, ic_v 0.19673794507980347, bc_x0 0.0014320124173536897, bc_x1 0.004448785446584225, int 11.0271635055542, total 21.54426383972168\n", "1060, ic 9.037617683410645, ic_v 0.21944253146648407, bc_x0 0.022591806948184967, bc_x1 0.06310010701417923, int 10.954927444458008, total 37.35038757324219\n", "1070, ic 9.095854759216309, ic_v 0.2121165245771408, bc_x0 0.001843041623942554, bc_x1 0.004625608213245869, int 11.509124755859375, total 22.1108455657959\n", "1080, ic 9.077301979064941, ic_v 0.21386007964611053, bc_x0 0.0217141080647707, bc_x1 0.0698060691356659, int 10.842931747436523, total 38.438148498535156\n", "1090, ic 9.082255363464355, ic_v 0.2027112990617752, bc_x0 0.0014798842603340745, bc_x1 0.005976658780127764, int 10.868364334106445, total 21.6446590423584\n", "1100, ic 9.016407012939453, ic_v 0.21785928308963776, bc_x0 0.004920839797705412, bc_x1 0.010453500784933567, int 10.90163803100586, total 23.210790634155273\n", "1110, ic 8.889286994934082, ic_v 0.1955341249704361, bc_x0 0.001122593879699707, bc_x1 0.0039681182242929935, int 10.707606315612793, total 20.810588836669922\n", "1120, ic 8.785920143127441, ic_v 0.1988176703453064, bc_x0 0.0010782707249745727, bc_x1 0.002689058892428875, int 10.713486671447754, total 20.45170783996582\n", "1130, ic 8.657700538635254, ic_v 0.19116225838661194, bc_x0 0.0011271968251094222, bc_x1 0.003420894965529442, int 10.654664039611816, total 20.413164138793945\n", "1140, ic 8.51649284362793, ic_v 0.19652239978313446, bc_x0 0.0010418257443234324, bc_x1 0.0027355847414582968, int 10.682291984558105, total 20.150808334350586\n", "1150, ic 8.389753341674805, ic_v 0.20157228410243988, bc_x0 0.0020283672492951155, bc_x1 0.005139755550771952, int 10.712808609008789, total 20.737777709960938\n", "1160, ic 8.287323951721191, ic_v 0.4051811099052429, bc_x0 0.06054503843188286, bc_x1 0.17403899133205414, int 11.67249584197998, total 67.28182220458984\n", "1170, ic 8.448651313781738, ic_v 0.2719797194004059, bc_x0 0.058067236095666885, bc_x1 0.13618157804012299, int 11.102052688598633, total 58.67246627807617\n", "1180, ic 8.396668434143066, ic_v 0.18030354380607605, bc_x0 0.0012115518329665065, bc_x1 0.003326110541820526, int 10.679521560668945, total 20.164043426513672\n", "1190, ic 8.419011116027832, ic_v 0.22832800447940826, bc_x0 0.00449487566947937, bc_x1 0.024755431339144707, int 10.676509857177734, total 25.17392921447754\n", "1200, ic 8.34034538269043, ic_v 0.1918119192123413, bc_x0 0.0010597906075417995, bc_x1 0.0027254081796854734, int 10.334722518920898, total 19.623937606811523\n", "1210, ic 8.227590560913086, ic_v 0.18835103511810303, bc_x0 0.0011180234141647816, bc_x1 0.005022038239985704, int 10.282966613769531, total 19.926939010620117\n", "1220, ic 8.12755298614502, ic_v 0.1946728527545929, bc_x0 0.0015016008401289582, bc_x1 0.0033035767264664173, int 10.304910659790039, total 19.58819007873535\n", "1230, ic 7.994166374206543, ic_v 0.18669098615646362, bc_x0 0.0010111138690263033, bc_x1 0.002737072529271245, int 10.263079643249512, total 19.193593978881836\n", "1240, ic 7.869943141937256, ic_v 0.18417657911777496, bc_x0 0.0010591238969936967, bc_x1 0.003449664218351245, int 10.22839069366455, total 19.184288024902344\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/var/folders/6h/mmvp5df90fb3fsqtc5d9mxt40000gn/T/ipykernel_7226/3250118266.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cpu:0\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mopt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkeras\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAdam\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlearning_rate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.001\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_input\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/var/folders/6h/mmvp5df90fb3fsqtc5d9mxt40000gn/T/ipykernel_7226/2939440924.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(model, x_input, c, epochs)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdu_di\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md2u_jac\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_u_du_d2u\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_input\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;31m# extract the second derivatives from jacobian matrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m d2u_dx2, d2u_dt2 = zip(*[[d2u_jac[j][0][0], d2u_jac[j][1][1]]\n\u001b[0m\u001b[1;32m 35\u001b[0m for j in extract_2nd_der])\n\u001b[1;32m 36\u001b[0m \u001b[0;31m# remove all t=0 points, I think we don't need to\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/var/folders/6h/mmvp5df90fb3fsqtc5d9mxt40000gn/T/ipykernel_7226/2939440924.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdu_di\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md2u_jac\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_u_du_d2u\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_input\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;31m# extract the second derivatives from jacobian matrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m d2u_dx2, d2u_dt2 = zip(*[[d2u_jac[j][0][0], d2u_jac[j][1][1]]\n\u001b[0m\u001b[1;32m 35\u001b[0m for j in extract_2nd_der])\n\u001b[1;32m 36\u001b[0m \u001b[0;31m# remove all t=0 points, I think we don't need to\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniforge3/envs/tf/lib/python3.8/site-packages/tensorflow/python/util/dispatch.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 204\u001b[0m \u001b[0;34m\"\"\"Call target, and fall back on dispatchers if there is a TypeError.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 205\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 206\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mtarget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 207\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 208\u001b[0m \u001b[0;31m# Note: convert_to_eager_tensor currently raises a ValueError, not a\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniforge3/envs/tf/lib/python3.8/site-packages/tensorflow/python/ops/array_ops.py\u001b[0m in \u001b[0;36m_slice_helper\u001b[0;34m(tensor, slice_spec, var)\u001b[0m\n\u001b[1;32m 1024\u001b[0m skip_on_eager=False) as name:\n\u001b[1;32m 1025\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbegin\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1026\u001b[0;31m packed_begin, packed_end, packed_strides = (stack(begin), stack(end),\n\u001b[0m\u001b[1;32m 1027\u001b[0m stack(strides))\n\u001b[1;32m 1028\u001b[0m if (packed_begin.dtype == dtypes.int64 or\n", "\u001b[0;32m~/miniforge3/envs/tf/lib/python3.8/site-packages/tensorflow/python/util/dispatch.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 204\u001b[0m \u001b[0;34m\"\"\"Call target, and fall back on dispatchers if there is a TypeError.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 205\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 206\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mtarget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 207\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 208\u001b[0m \u001b[0;31m# Note: convert_to_eager_tensor currently raises a ValueError, not a\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniforge3/envs/tf/lib/python3.8/site-packages/tensorflow/python/ops/array_ops.py\u001b[0m in \u001b[0;36mstack\u001b[0;34m(values, axis, name)\u001b[0m\n\u001b[1;32m 1410\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1411\u001b[0m \u001b[0;31m# If the input is a constant list, it can be converted to a constant op\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1412\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconvert_to_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1413\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1414\u001b[0m \u001b[0;32mpass\u001b[0m \u001b[0;31m# Input list contains non-constant tensors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniforge3/envs/tf/lib/python3.8/site-packages/tensorflow/python/profiler/trace.py\u001b[0m in \u001b[0;36mwrapped\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mTrace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrace_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mtrace_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 162\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 163\u001b[0;31m \u001b[0;32mreturn\u001b[0m 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96\u001b[0m \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdtypes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_datatype_enum\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 97\u001b[0;31m \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 98\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEagerTensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "with tf.device(\"cpu:0\"):\n", " opt = keras.optimizers.Adam(learning_rate=0.001)\n", " fit(model, x_input, c, 2000)" ] }, { "cell_type": "code", "execution_count": 91, "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_split_c0.5_1000_500_10_1_t4/assets\n" ] } ], "source": [ "model.save(\"wave_split_c0.5_1000_500_10_1_t4\")" ] }, { "cell_type": "code", "execution_count": 16, "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_split_c0.5_1000_5_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": 99, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "id": "L4SWFc_UcdCX", "outputId": "4af0232f-0b56-4bd5-8b83-ac446971ce96" }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "for i in range(0, 200, 1):\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", " plt.xlim([0,1])\n", " plt.ylim(-4.5,4.5)\n", " plt.grid()\n", " plt.savefig(f'gif/{i}.jpg')\n", " plt.clf()\n", " \n" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "gif_images = []\n", "for i in range(0, 200):\n", " gif_images.append(imageio.imread(\"gif/\"+str(i)+\".jpg\"))\n", "imageio.mimsave(\"wave.gif\", gif_images, fps=10)" ] }, { "cell_type": "code", "execution_count": 90, "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, 4.0, 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 }