diff --git a/gru_tradeing.ipynb b/gru_tradeing.ipynb index 056bf709f72d472fd1ac527af4c5d50cdcf85ecf..2582b7b77ea6274d3b759d78133da3ca31fcc948 100644 --- a/gru_tradeing.ipynb +++ b/gru_tradeing.ipynb @@ -540,9 +540,8 @@ "print(X.shape, Y.shape)\n", "\n", "split = -300\n", - "x_train, y_train = X[:split],Y[:split]\n", - "x_test, y_test = X[split:-100], Y[split:-100]\n", - "x_test_2, y_test_2 = X[-100:], Y[-100:]\n" + "x_train, y_train = X[:split], Y[:split]\n", + "x_test, y_test = X[split:], Y[split:]" ] }, { @@ -596,48 +595,86 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/100\n", - "316/316 [==============================] - 11s 29ms/step - loss: 0.0010 - mae: 0.0098 - val_loss: 2.7530e-04 - val_mae: 0.0113\n", - "Epoch 2/100\n", - "316/316 [==============================] - 9s 28ms/step - loss: 3.3897e-05 - mae: 0.0039 - val_loss: 2.6481e-04 - val_mae: 0.0116\n", - "Epoch 3/100\n", - "316/316 [==============================] - 10s 31ms/step - loss: 2.8288e-05 - mae: 0.0036 - val_loss: 2.9046e-04 - val_mae: 0.0134\n", - "Epoch 4/100\n", - "316/316 [==============================] - 10s 31ms/step - loss: 2.4976e-05 - mae: 0.0034 - val_loss: 1.3160e-04 - val_mae: 0.0081\n", - "Epoch 5/100\n", - "316/316 [==============================] - 10s 31ms/step - loss: 1.9440e-05 - mae: 0.0030 - val_loss: 1.0660e-04 - val_mae: 0.0074\n", - "Epoch 6/100\n", - "316/316 [==============================] - 10s 32ms/step - loss: 1.2750e-05 - mae: 0.0024 - val_loss: 6.4168e-05 - val_mae: 0.0061\n", - "Epoch 7/100\n", - "316/316 [==============================] - 11s 35ms/step - loss: 1.2231e-05 - mae: 0.0024 - val_loss: 9.2466e-05 - val_mae: 0.0076\n", - "Epoch 8/100\n", - "316/316 [==============================] - 12s 39ms/step - loss: 9.9119e-06 - mae: 0.0022 - val_loss: 5.0891e-05 - val_mae: 0.0054\n", - "Epoch 9/100\n", - "316/316 [==============================] - 14s 44ms/step - loss: 8.0898e-06 - mae: 0.0020 - val_loss: 4.8518e-05 - val_mae: 0.0059\n", - "Epoch 10/100\n", - "316/316 [==============================] - 15s 48ms/step - loss: 7.2810e-06 - mae: 0.0019 - val_loss: 4.6647e-05 - val_mae: 0.0056\n", - "Epoch 11/100\n", - "316/316 [==============================] - 17s 54ms/step - loss: 5.1771e-06 - mae: 0.0016 - val_loss: 2.0181e-05 - val_mae: 0.0034\n", - "Epoch 12/100\n", - "316/316 [==============================] - 18s 56ms/step - loss: 3.6942e-06 - mae: 0.0014 - val_loss: 3.0575e-05 - val_mae: 0.0048\n", - "Epoch 13/100\n", - "316/316 [==============================] - 18s 57ms/step - loss: 3.8944e-06 - mae: 0.0014 - val_loss: 3.0813e-05 - val_mae: 0.0049\n", - "Epoch 14/100\n", - "316/316 [==============================] - 16s 52ms/step - loss: 2.5169e-06 - mae: 0.0011 - val_loss: 2.8383e-05 - val_mae: 0.0049\n", - "Epoch 15/100\n", - "316/316 [==============================] - 14s 43ms/step - loss: 4.5564e-06 - mae: 0.0015 - val_loss: 4.2350e-05 - val_mae: 0.0062\n", - "Epoch 16/100\n", - "316/316 [==============================] - 13s 42ms/step - loss: 1.6712e-06 - mae: 9.4660e-04 - val_loss: 1.4206e-06 - val_mae: 8.7472e-04\n", - "Epoch 17/100\n", - "316/316 [==============================] - 14s 45ms/step - loss: 1.0991e-06 - mae: 7.6200e-04 - val_loss: 9.9515e-06 - val_mae: 0.0029\n", - "Epoch 18/100\n", - "316/316 [==============================] - 15s 46ms/step - loss: 5.8891e-07 - mae: 5.6567e-04 - val_loss: 3.2416e-05 - val_mae: 0.0055\n", - "Epoch 19/100\n", - "316/316 [==============================] - 15s 47ms/step - loss: 1.9489e-06 - mae: 9.5239e-04 - val_loss: 1.1085e-05 - val_mae: 0.0031\n", - "Epoch 20/100\n", - "316/316 [==============================] - 14s 43ms/step - loss: 5.3624e-07 - mae: 5.4334e-04 - val_loss: 6.0395e-06 - val_mae: 0.0023\n", - "Epoch 21/100\n", - "316/316 [==============================] - 12s 38ms/step - loss: 8.2520e-07 - mae: 6.5768e-04 - val_loss: 6.6513e-06 - val_mae: 0.0023\n" + "Epoch 1/40\n", + "316/316 [==============================] - 16s 43ms/step - loss: 9.0860e-04 - mae: 0.0093 - val_loss: 3.0956e-04 - val_mae: 0.0134\n", + "Epoch 2/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 2.6539e-05 - mae: 0.0034 - val_loss: 1.9876e-04 - val_mae: 0.0105\n", + "Epoch 3/40\n", + "316/316 [==============================] - 14s 44ms/step - loss: 2.1067e-05 - mae: 0.0031 - val_loss: 1.1193e-04 - val_mae: 0.0083\n", + "Epoch 4/40\n", + "316/316 [==============================] - 16s 51ms/step - loss: 1.7160e-05 - mae: 0.0028 - val_loss: 1.0285e-04 - val_mae: 0.0076\n", + "Epoch 5/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 1.2498e-05 - mae: 0.0024 - val_loss: 7.4093e-05 - val_mae: 0.0064\n", + "Epoch 6/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 1.0013e-05 - mae: 0.0022 - val_loss: 4.7243e-05 - val_mae: 0.0055\n", + "Epoch 7/40\n", + "316/316 [==============================] - 17s 53ms/step - loss: 8.0733e-06 - mae: 0.0020 - val_loss: 3.1345e-05 - val_mae: 0.0041\n", + "Epoch 8/40\n", + "316/316 [==============================] - 15s 49ms/step - loss: 6.6279e-06 - mae: 0.0018 - val_loss: 1.8692e-05 - val_mae: 0.0032\n", + "Epoch 9/40\n", + "316/316 [==============================] - 13s 41ms/step - loss: 6.2385e-06 - mae: 0.0018 - val_loss: 1.5305e-05 - val_mae: 0.0028\n", + "Epoch 10/40\n", + "316/316 [==============================] - 12s 39ms/step - loss: 4.8869e-06 - mae: 0.0016 - val_loss: 1.3993e-05 - val_mae: 0.0029\n", + "Epoch 11/40\n", + "316/316 [==============================] - 14s 45ms/step - loss: 3.4577e-06 - mae: 0.0013 - val_loss: 2.4585e-05 - val_mae: 0.0044\n", + "Epoch 12/40\n", + "316/316 [==============================] - 17s 53ms/step - loss: 3.4975e-06 - mae: 0.0013 - val_loss: 3.9149e-06 - val_mae: 0.0015\n", + "Epoch 13/40\n", + "316/316 [==============================] - 16s 51ms/step - loss: 2.4522e-06 - mae: 0.0011 - val_loss: 7.2898e-06 - val_mae: 0.0023\n", + "Epoch 14/40\n", + "316/316 [==============================] - 14s 44ms/step - loss: 1.3309e-06 - mae: 8.6163e-04 - val_loss: 1.0698e-05 - val_mae: 0.0030\n", + "Epoch 15/40\n", + "316/316 [==============================] - 12s 39ms/step - loss: 1.7806e-06 - mae: 9.7890e-04 - val_loss: 5.9701e-06 - val_mae: 0.0023\n", + "Epoch 16/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 1.2143e-06 - mae: 7.8483e-04 - val_loss: 2.4017e-06 - val_mae: 0.0014\n", + "Epoch 17/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 2.1802e-06 - mae: 0.0011 - val_loss: 7.2646e-06 - val_mae: 0.0026\n", + "Epoch 18/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 6.7052e-07 - mae: 6.1740e-04 - val_loss: 7.4594e-06 - val_mae: 0.0026\n", + "Epoch 19/40\n", + "316/316 [==============================] - 13s 42ms/step - loss: 5.1539e-07 - mae: 5.2853e-04 - val_loss: 1.3466e-05 - val_mae: 0.0035\n", + "Epoch 20/40\n", + "316/316 [==============================] - 13s 41ms/step - loss: 3.4259e-07 - mae: 4.3044e-04 - val_loss: 1.0255e-06 - val_mae: 7.2482e-04\n", + "Epoch 21/40\n", + "316/316 [==============================] - 14s 44ms/step - loss: 8.2920e-07 - mae: 6.1442e-04 - val_loss: 1.3809e-06 - val_mae: 9.1887e-04\n", + "Epoch 22/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 1.6223e-06 - mae: 7.9705e-04 - val_loss: 1.1197e-05 - val_mae: 0.0032\n", + "Epoch 23/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 1.4574e-06 - mae: 7.3195e-04 - val_loss: 6.7450e-06 - val_mae: 0.0024\n", + "Epoch 24/40\n", + "316/316 [==============================] - 13s 41ms/step - loss: 4.3648e-06 - mae: 0.0013 - val_loss: 1.7636e-06 - val_mae: 9.6106e-04\n", + "Epoch 25/40\n", + "316/316 [==============================] - 12s 39ms/step - loss: 3.4580e-07 - mae: 4.4412e-04 - val_loss: 1.6244e-06 - val_mae: 9.3466e-04\n", + "Epoch 26/40\n", + "316/316 [==============================] - 13s 41ms/step - loss: 1.4121e-06 - mae: 7.4090e-04 - val_loss: 6.0375e-05 - val_mae: 0.0076\n", + "Epoch 27/40\n", + "316/316 [==============================] - 16s 50ms/step - loss: 8.1938e-07 - mae: 6.0851e-04 - val_loss: 7.4180e-06 - val_mae: 0.0025\n", + "Epoch 28/40\n", + "316/316 [==============================] - 17s 53ms/step - loss: 1.8679e-06 - mae: 8.3687e-04 - val_loss: 1.0284e-04 - val_mae: 0.0100\n", + "Epoch 29/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 4.0448e-07 - mae: 4.1013e-04 - val_loss: 1.0266e-06 - val_mae: 7.2851e-04\n", + "Epoch 30/40\n", + "316/316 [==============================] - 13s 41ms/step - loss: 7.3201e-07 - mae: 5.4705e-04 - val_loss: 3.4126e-04 - val_mae: 0.0183\n", + "Epoch 31/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 8.3781e-06 - mae: 0.0013 - val_loss: 2.4089e-06 - val_mae: 0.0013\n", + "Epoch 32/40\n", + "316/316 [==============================] - 17s 55ms/step - loss: 1.1872e-07 - mae: 2.5045e-04 - val_loss: 1.1252e-06 - val_mae: 7.8767e-04\n", + "Epoch 33/40\n", + "316/316 [==============================] - 16s 50ms/step - loss: 1.1770e-06 - mae: 7.2226e-04 - val_loss: 2.7669e-06 - val_mae: 0.0013\n", + "Epoch 34/40\n", + "316/316 [==============================] - 14s 44ms/step - loss: 4.3388e-07 - mae: 4.8125e-04 - val_loss: 4.6050e-06 - val_mae: 0.0019\n", + "Epoch 35/40\n", + "316/316 [==============================] - 14s 43ms/step - loss: 8.2667e-07 - mae: 5.8520e-04 - val_loss: 3.7828e-06 - val_mae: 0.0017\n", + "Epoch 36/40\n", + "316/316 [==============================] - 16s 49ms/step - loss: 5.8572e-07 - mae: 4.9658e-04 - val_loss: 2.6515e-05 - val_mae: 0.0049\n", + "Epoch 37/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 1.1052e-06 - mae: 7.6576e-04 - val_loss: 2.6307e-05 - val_mae: 0.0050\n", + "Epoch 38/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 7.7093e-07 - mae: 6.3342e-04 - val_loss: 1.3895e-06 - val_mae: 9.0873e-04\n", + "Epoch 39/40\n", + "316/316 [==============================] - 14s 44ms/step - loss: 3.2762e-07 - mae: 4.0169e-04 - val_loss: 1.1954e-06 - val_mae: 8.0976e-04\n", + "Epoch 40/40\n", + "316/316 [==============================] - 13s 40ms/step - loss: 1.8880e-06 - mae: 9.7333e-04 - val_loss: 9.8186e-06 - val_mae: 0.0030\n" ] } ], @@ -645,17 +682,86 @@ "model.compile(optimizer=optimizers.Adam(),loss='mse', metrics=['mae'])\n", "early_stop = callbacks.EarlyStopping(monitor='val_loss', patience= 5)\n", "\n", - "hist = model.fit(x_train,y_train, batch_size=16,epochs=100, callbacks=[early_stop], validation_data=(x_test,y_test))" + "# hist = model.fit(x_train,y_train, batch_size=16,epochs=100, callbacks=[early_stop], validation_data=(x_test,y_test))\n", + "hist = model.fit(x_train,y_train, batch_size=16,epochs=40, validation_data=(x_test,y_test))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, + "outputs": [], + "source": [ + "model.save(\"gru_trading.h5\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot(hist.history['loss'], label='loss')\n", + "plt.plot(hist.history['val_loss'], label='validation')\n", + "plt.title(\"Loss trend\")\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(hist.history['mae'], label='mae')\n", + "plt.plot(hist.history['val_mae'], label='validation')\n", + "plt.title(\"Mean Absolute Error trend\")\n", + "plt.ylabel('mae')\n", + "plt.xlabel('epoch')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -667,13 +773,13 @@ } ], "source": [ - "pred = model.predict(x_test_2)\n", + "pred = model.predict(x_test[-100:])\n", "plt.figure(figsize=(12,6))\n", - "plt.title(f\"3MA & 5MA & Adj Close, {window_size=}\")\n", + "plt.title(f\"GRU, {window_size=}\")\n", "plt.ylabel('adj close')\n", "plt.xlabel('period')\n", "plt.plot(pred, label='predict')\n", - "plt.plot(y_test_2, label='actual')\n", + "plt.plot(y_test[-100:], label='actual')\n", "plt.grid()\n", "plt.legend()\n", "plt.show()" @@ -681,28 +787,28 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.858892 → 0.862550\n", - "77400.0 → 77720.6719887309\n" + "0.858892 → 0.856649\n", + "77400.0 → 77203.37466758411\n" ] } ], "source": [ "pred = model.predict(np.array([df.loc[len(df)-41:,['3MA','5MA','Adj Close']]]))\n", - "print(f\"{y_test_2[-1][0]:.6f} → {pred[0][0]:.6f}\")\n", + "print(f\"{y_test[-1][0]:.6f} → {pred[0][0]:.6f}\")\n", "df2 = raw_df.drop('Date', axis=1)\n", "df2['Volume'].replace(0,np.nan, inplace=True)\n", "df2.dropna(inplace=True)\n", "df2.reset_index(drop=True,inplace=True)\n", "a = df2['Adj Close']\n", "real_price= lambda x: float(x)*(a.max()-a.min())+a.min()\n", - "print(f\"{real_price(y_test_2[-1])} → {real_price(pred)}\")" + "print(f\"{real_price(y_test[-1])} → {real_price(pred)}\")" ] } ], diff --git a/lstm_trading.ipynb b/lstm_trading.ipynb index 60f69b183e9aac2bb251f219f342f132e733c47a..1db6466b8e70f5b6341c2c4955d95f56a90eed6e 100644 --- a/lstm_trading.ipynb +++ b/lstm_trading.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -118,7 +118,7 @@ "4 4383.259961 " ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -131,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -280,7 +280,7 @@ "max 1.642150e+08 89212.304690 88745.362500 " ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -291,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -449,7 +449,7 @@ "max 1.000000 1.000000 1.000000 1.000000 " ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -466,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -494,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -503,23 +503,23 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential_4\"\n", + "Model: \"sequential\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "lstm_4 (LSTM) (None, 128) 67584 \n", + "lstm (LSTM) (None, 256) 266240 \n", "_________________________________________________________________\n", - "dense_4 (Dense) (None, 1) 129 \n", + "dense (Dense) (None, 1) 257 \n", "=================================================================\n", - "Total params: 67,713\n", - "Trainable params: 67,713\n", + "Total params: 266,497\n", + "Trainable params: 266,497\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] @@ -528,7 +528,8 @@ "source": [ "model = models.Sequential([\n", " layers.Input(x_train[0].shape),\n", - " layers.LSTM(128, activation='tanh'),\n", + " # layers.LSTM(128, activation='tanh'),\n", + " layers.LSTM(256, activation='tanh'),\n", " layers.Dense(1,activation='linear')\n", "])\n", "model.summary()" @@ -536,90 +537,125 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/100\n", - "316/316 [==============================] - 18s 46ms/step - loss: 0.0011 - mae: 0.0112 - val_loss: 5.4810e-04 - val_mae: 0.0155\n", - "Epoch 2/100\n", - "316/316 [==============================] - 12s 38ms/step - loss: 7.6360e-05 - mae: 0.0057 - val_loss: 6.6989e-04 - val_mae: 0.0193\n", - "Epoch 3/100\n", - "316/316 [==============================] - 12s 38ms/step - loss: 7.1019e-05 - mae: 0.0055 - val_loss: 5.6472e-04 - val_mae: 0.0178\n", - "Epoch 4/100\n", - "316/316 [==============================] - 12s 38ms/step - loss: 5.1573e-05 - mae: 0.0048 - val_loss: 3.9575e-04 - val_mae: 0.0141\n", - "Epoch 5/100\n", - "316/316 [==============================] - 11s 35ms/step - loss: 5.0580e-05 - mae: 0.0047 - val_loss: 2.7294e-04 - val_mae: 0.0115\n", - "Epoch 6/100\n", - "316/316 [==============================] - 10s 32ms/step - loss: 4.7821e-05 - mae: 0.0046 - val_loss: 4.3213e-04 - val_mae: 0.0165\n", - "Epoch 7/100\n", - "316/316 [==============================] - 10s 32ms/step - loss: 3.8043e-05 - mae: 0.0040 - val_loss: 3.0192e-04 - val_mae: 0.0134\n", - "Epoch 8/100\n", - "316/316 [==============================] - 11s 35ms/step - loss: 3.1458e-05 - mae: 0.0037 - val_loss: 8.6019e-04 - val_mae: 0.0266\n", - "Epoch 9/100\n", - "316/316 [==============================] - 11s 35ms/step - loss: 3.2022e-05 - mae: 0.0038 - val_loss: 2.0674e-04 - val_mae: 0.0109\n", - "Epoch 10/100\n", - "316/316 [==============================] - 11s 33ms/step - loss: 2.5406e-05 - mae: 0.0035 - val_loss: 1.1442e-04 - val_mae: 0.0084\n", - "Epoch 11/100\n", - "316/316 [==============================] - 11s 35ms/step - loss: 2.0761e-05 - mae: 0.0031 - val_loss: 3.5301e-04 - val_mae: 0.0164\n", - "Epoch 12/100\n", - "316/316 [==============================] - 11s 34ms/step - loss: 2.0597e-05 - mae: 0.0031 - val_loss: 3.4058e-04 - val_mae: 0.0165\n", - "Epoch 13/100\n", - "316/316 [==============================] - 11s 35ms/step - loss: 1.5604e-05 - mae: 0.0028 - val_loss: 2.7493e-04 - val_mae: 0.0149\n", - "Epoch 14/100\n", - "316/316 [==============================] - 11s 33ms/step - loss: 1.1694e-05 - mae: 0.0024 - val_loss: 3.6775e-05 - val_mae: 0.0044\n", - "Epoch 15/100\n", - "316/316 [==============================] - 11s 36ms/step - loss: 1.1242e-05 - mae: 0.0023 - val_loss: 8.8212e-05 - val_mae: 0.0084\n", - "Epoch 16/100\n", - "316/316 [==============================] - 11s 35ms/step - loss: 7.8948e-06 - mae: 0.0020 - val_loss: 4.1537e-05 - val_mae: 0.0056\n", - "Epoch 17/100\n", - "316/316 [==============================] - 10s 33ms/step - loss: 6.3300e-06 - mae: 0.0018 - val_loss: 7.2346e-05 - val_mae: 0.0080\n", - "Epoch 18/100\n", - "316/316 [==============================] - 10s 32ms/step - loss: 5.4390e-06 - mae: 0.0017 - val_loss: 3.7233e-05 - val_mae: 0.0055\n", - "Epoch 19/100\n", - "316/316 [==============================] - 12s 37ms/step - loss: 2.9684e-06 - mae: 0.0013 - val_loss: 1.3344e-05 - val_mae: 0.0034\n", - "Epoch 20/100\n", - "316/316 [==============================] - 11s 36ms/step - loss: 2.3352e-06 - mae: 0.0011 - val_loss: 1.5277e-05 - val_mae: 0.0036\n", - "Epoch 21/100\n", - "316/316 [==============================] - 11s 36ms/step - loss: 2.0718e-06 - mae: 0.0011 - val_loss: 5.4281e-05 - val_mae: 0.0071\n", - "Epoch 22/100\n", - "316/316 [==============================] - 11s 35ms/step - loss: 8.6109e-07 - mae: 7.1328e-04 - val_loss: 8.7667e-06 - val_mae: 0.0025\n", - "Epoch 23/100\n", - "316/316 [==============================] - 11s 33ms/step - loss: 6.6195e-07 - mae: 6.1664e-04 - val_loss: 1.3456e-05 - val_mae: 0.0032\n", - "Epoch 24/100\n", - "316/316 [==============================] - 9s 29ms/step - loss: 6.9418e-07 - mae: 6.2536e-04 - val_loss: 5.0357e-06 - val_mae: 0.0016\n", - "Epoch 25/100\n", - "316/316 [==============================] - 10s 30ms/step - loss: 1.0585e-06 - mae: 7.3558e-04 - val_loss: 8.4513e-06 - val_mae: 0.0022\n", - "Epoch 26/100\n", - "316/316 [==============================] - 10s 31ms/step - loss: 1.5139e-06 - mae: 8.6916e-04 - val_loss: 8.9007e-06 - val_mae: 0.0023\n", - "Epoch 27/100\n", - "316/316 [==============================] - 10s 33ms/step - loss: 7.1502e-07 - mae: 6.3670e-04 - val_loss: 5.5447e-06 - val_mae: 0.0017\n", - "Epoch 28/100\n", - "316/316 [==============================] - 9s 30ms/step - loss: 8.1967e-07 - mae: 6.6676e-04 - val_loss: 9.5808e-06 - val_mae: 0.0024\n", - "Epoch 29/100\n", - "316/316 [==============================] - 10s 31ms/step - loss: 1.3742e-06 - mae: 8.3682e-04 - val_loss: 1.6568e-05 - val_mae: 0.0035\n" + "Epoch 1/40\n", + "316/316 [==============================] - 19s 54ms/step - loss: 4.4121e-04 - mae: 0.0085 - val_loss: 4.9938e-04 - val_mae: 0.0151\n", + "Epoch 2/40\n", + "316/316 [==============================] - 16s 52ms/step - loss: 6.0162e-05 - mae: 0.0051 - val_loss: 4.0076e-04 - val_mae: 0.0138\n", + "Epoch 3/40\n", + "316/316 [==============================] - 16s 49ms/step - loss: 5.5430e-05 - mae: 0.0049 - val_loss: 3.5334e-04 - val_mae: 0.0133\n", + "Epoch 4/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 5.3030e-05 - mae: 0.0049 - val_loss: 4.0482e-04 - val_mae: 0.0156\n", + "Epoch 5/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 3.7097e-05 - mae: 0.0040 - val_loss: 3.8252e-04 - val_mae: 0.0158\n", + "Epoch 6/40\n", + "316/316 [==============================] - 20s 63ms/step - loss: 2.9568e-05 - mae: 0.0036 - val_loss: 1.4912e-04 - val_mae: 0.0093\n", + "Epoch 7/40\n", + "316/316 [==============================] - 20s 62ms/step - loss: 2.8376e-05 - mae: 0.0036 - val_loss: 2.0433e-04 - val_mae: 0.0122\n", + "Epoch 8/40\n", + "316/316 [==============================] - 20s 64ms/step - loss: 2.2337e-05 - mae: 0.0032 - val_loss: 2.1239e-04 - val_mae: 0.0128\n", + "Epoch 9/40\n", + "316/316 [==============================] - 20s 64ms/step - loss: 1.6489e-05 - mae: 0.0028 - val_loss: 6.2214e-05 - val_mae: 0.0055\n", + "Epoch 10/40\n", + "316/316 [==============================] - 18s 57ms/step - loss: 1.2905e-05 - mae: 0.0024 - val_loss: 6.7162e-05 - val_mae: 0.0062\n", + "Epoch 11/40\n", + "316/316 [==============================] - 16s 49ms/step - loss: 1.1868e-05 - mae: 0.0024 - val_loss: 1.1160e-04 - val_mae: 0.0093\n", + "Epoch 12/40\n", + "316/316 [==============================] - 17s 54ms/step - loss: 6.9999e-06 - mae: 0.0019 - val_loss: 9.3898e-05 - val_mae: 0.0088\n", + "Epoch 13/40\n", + "316/316 [==============================] - 19s 60ms/step - loss: 4.9158e-06 - mae: 0.0016 - val_loss: 5.8228e-05 - val_mae: 0.0070\n", + "Epoch 14/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 3.9720e-06 - mae: 0.0014 - val_loss: 1.2323e-05 - val_mae: 0.0029\n", + "Epoch 15/40\n", + "316/316 [==============================] - 17s 53ms/step - loss: 3.0308e-06 - mae: 0.0012 - val_loss: 5.7428e-06 - val_mae: 0.0021\n", + "Epoch 16/40\n", + "316/316 [==============================] - 15s 47ms/step - loss: 1.9660e-06 - mae: 0.0010 - val_loss: 3.9498e-05 - val_mae: 0.0061\n", + "Epoch 17/40\n", + "316/316 [==============================] - 16s 51ms/step - loss: 2.2991e-06 - mae: 0.0010 - val_loss: 3.7291e-05 - val_mae: 0.0060\n", + "Epoch 18/40\n", + "316/316 [==============================] - 18s 57ms/step - loss: 8.7665e-07 - mae: 7.0802e-04 - val_loss: 2.9896e-06 - val_mae: 0.0014\n", + "Epoch 19/40\n", + "316/316 [==============================] - 19s 61ms/step - loss: 6.0389e-07 - mae: 5.8849e-04 - val_loss: 3.9325e-06 - val_mae: 0.0015\n", + "Epoch 20/40\n", + "316/316 [==============================] - 17s 55ms/step - loss: 3.7679e-07 - mae: 4.6876e-04 - val_loss: 1.1729e-05 - val_mae: 0.0029\n", + "Epoch 21/40\n", + "316/316 [==============================] - 15s 47ms/step - loss: 7.8512e-07 - mae: 6.5413e-04 - val_loss: 4.1130e-06 - val_mae: 0.0015\n", + "Epoch 22/40\n", + "316/316 [==============================] - 15s 47ms/step - loss: 7.4715e-07 - mae: 6.1553e-04 - val_loss: 7.3792e-06 - val_mae: 0.0022\n", + "Epoch 23/40\n", + "316/316 [==============================] - 16s 50ms/step - loss: 1.6968e-06 - mae: 9.0072e-04 - val_loss: 2.2460e-05 - val_mae: 0.0043\n", + "Epoch 24/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 2.1587e-06 - mae: 9.2999e-04 - val_loss: 4.6352e-06 - val_mae: 0.0016\n", + "Epoch 25/40\n", + "316/316 [==============================] - 19s 61ms/step - loss: 4.7345e-07 - mae: 4.9705e-04 - val_loss: 3.8955e-06 - val_mae: 0.0015\n", + "Epoch 26/40\n", + "316/316 [==============================] - 17s 55ms/step - loss: 4.0108e-06 - mae: 0.0013 - val_loss: 6.0362e-06 - val_mae: 0.0019\n", + "Epoch 27/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 8.1476e-07 - mae: 6.1772e-04 - val_loss: 1.0598e-05 - val_mae: 0.0027\n", + "Epoch 28/40\n", + "316/316 [==============================] - 15s 49ms/step - loss: 2.9465e-07 - mae: 3.8630e-04 - val_loss: 1.2467e-04 - val_mae: 0.0108\n", + "Epoch 29/40\n", + "316/316 [==============================] - 17s 53ms/step - loss: 5.5299e-07 - mae: 5.2248e-04 - val_loss: 9.0182e-06 - val_mae: 0.0025\n", + "Epoch 30/40\n", + "316/316 [==============================] - 19s 61ms/step - loss: 4.4428e-07 - mae: 4.7955e-04 - val_loss: 2.0257e-05 - val_mae: 0.0040\n", + "Epoch 31/40\n", + "316/316 [==============================] - 18s 57ms/step - loss: 3.7628e-07 - mae: 4.6430e-04 - val_loss: 4.0889e-06 - val_mae: 0.0016\n", + "Epoch 32/40\n", + "316/316 [==============================] - 15s 49ms/step - loss: 9.2376e-07 - mae: 6.9444e-04 - val_loss: 4.9654e-06 - val_mae: 0.0018\n", + "Epoch 33/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 4.6324e-07 - mae: 4.8949e-04 - val_loss: 1.1332e-04 - val_mae: 0.0103\n", + "Epoch 34/40\n", + "316/316 [==============================] - 17s 53ms/step - loss: 1.6353e-06 - mae: 8.5114e-04 - val_loss: 3.3147e-05 - val_mae: 0.0053\n", + "Epoch 35/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 9.0864e-07 - mae: 6.2480e-04 - val_loss: 3.1630e-06 - val_mae: 0.0014\n", + "Epoch 36/40\n", + "316/316 [==============================] - 18s 58ms/step - loss: 2.7035e-07 - mae: 3.8772e-04 - val_loss: 2.0733e-06 - val_mae: 0.0011\n", + "Epoch 37/40\n", + "316/316 [==============================] - 16s 52ms/step - loss: 5.5395e-07 - mae: 5.1616e-04 - val_loss: 1.3460e-05 - val_mae: 0.0033\n", + "Epoch 38/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 2.3398e-07 - mae: 3.4419e-04 - val_loss: 2.9081e-06 - val_mae: 0.0014\n", + "Epoch 39/40\n", + "316/316 [==============================] - 18s 58ms/step - loss: 9.9448e-07 - mae: 7.0048e-04 - val_loss: 1.8505e-06 - val_mae: 0.0010\n", + "Epoch 40/40\n", + "316/316 [==============================] - 18s 58ms/step - loss: 3.1962e-07 - mae: 4.0970e-04 - val_loss: 2.4963e-05 - val_mae: 0.0048\n" ] } ], "source": [ "model.compile(optimizer=optimizers.Adam(),loss='mse', metrics=['mae'])\n", - "early_stopping = callbacks.EarlyStopping(patience=5) # default monitor='val_loss'\n", - "hist = model.fit(x_train, y_train,batch_size=16,epochs=100,callbacks=[early_stopping],validation_data=(x_test,y_test))" + "save_file_name = './lstm_trading.h5'\n", + "checkpoint = callbacks.ModelCheckpoint(save_file_name, verbose=1, save_best_only=True)\n", + "early_stopping = callbacks.EarlyStopping(patience=5)\n", + "\n", + "# hist = model.fit(x_train, y_train,batch_size=16,epochs=100,callbacks=[early_stopping,checkpoint],validation_data=(x_test,y_test))\n", + "hist = model.fit(x_train, y_train,batch_size=16,epochs=40,validation_data=(x_test,y_test))" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "model.save(\"lstm_trading.h5\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "<Figure size 864x432 with 1 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { @@ -630,9 +666,67 @@ ], "source": [ "import matplotlib.pyplot as plt\n", + "plt.plot(hist.history['loss'], label='loss')\n", + "plt.plot(hist.history['val_loss'], label='validation')\n", + "plt.title(\"Loss trend\")\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(hist.history['mae'], label='mae')\n", + "plt.plot(hist.history['val_mae'], label='validation')\n", + "plt.title(\"Mean Absolute Error trend\")\n", + "plt.ylabel('mae')\n", + "plt.xlabel('epoch')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ "pred=model.predict(x_test[-100:])\n", "plt.figure(figsize=(12,6))\n", - "plt.title(f\"3MA & 5MA & Adj Close, {window_size=}\")\n", + "plt.title(f\"LSTM, {window_size=}\")\n", "plt.plot(pred,label='predict')\n", "plt.plot(y_test[-100:],label='actual')\n", "plt.ylabel('adj close')\n", diff --git a/myLSTM.ipynb b/myLSTM.ipynb index f65d8ea5f14baa3393ed77308118685ee42c5d68..7e0e0ec2e2ab2f7c2603cd4fa59b9716dc5e9dbd 100644 --- a/myLSTM.ipynb +++ b/myLSTM.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 20, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -20,8 +20,12 @@ " def __init__(self, units):\n", " super(MyLSTMCell, self).__init__()\n", " self.units = units\n", + "\n", " self.activation = activations.get('tanh')\n", " self.recurrent_activation = activations.get('hard_sigmoid')\n", + "\n", + " self.kernel_initializer = initializers.get('glorot_uniform')\n", + " self.recurrent_initializer = initializers.get('orthogonal')\n", " self.bias_initializer = initializers.get('zeros')\n", " \n", " @property\n", @@ -33,12 +37,12 @@ " self.kernel = self.add_weight(\n", " shape=(input_dim, self.units * 2),\n", " name='kernel',\n", - " initializer='glorot_uniform')\n", + " initializer=self.kernel_initializer)\n", "\n", " self.recurrent_kernel = self.add_weight(\n", " shape=(self.units, self.units * 2),\n", " name='recurrent_kernel',\n", - " initializer='orthogonal')\n", + " initializer=self.recurrent_initializer)\n", "\n", " def bias_initializer(_, *args, **kwargs):\n", " return backend.concatenate([\n", @@ -74,12 +78,29 @@ " i = self.activation(x_i + backend.dot(h_tm1_i, self.recurrent_kernel[:, :self.units]))\n", " o = self.recurrent_activation(x_o + backend.dot(h_tm1_o, self.recurrent_kernel[:, self.units:self.units * 2]))\n", " h = (1-o)*h_tm1 + o*i \n", - " return h, [h]" + " return h, [h]\n", + " def get_config(self):\n", + " config = {\n", + " 'units':\n", + " self.units,\n", + " 'activation':\n", + " activations.serialize(self.activation),\n", + " 'recurrent_activation':\n", + " activations.serialize(self.recurrent_activation),\n", + " 'kernel_initializer':\n", + " initializers.serialize(self.kernel_initializer),\n", + " 'recurrent_initializer':\n", + " initializers.serialize(self.recurrent_initializer),\n", + " 'bias_initializer':\n", + " initializers.serialize(self.bias_initializer),\n", + " }\n", + " base_config = super(MyLSTMCell, self).get_config()\n", + " return dict(list(base_config.items()) + list(config.items()))" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -107,20 +128,20 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential_4\"\n", + "Model: \"sequential\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "rnn_3 (RNN) (None, 256) 133120 \n", + "rnn (RNN) (None, 256) 133120 \n", "_________________________________________________________________\n", - "dense_4 (Dense) (None, 1) 257 \n", + "dense (Dense) (None, 1) 257 \n", "=================================================================\n", "Total params: 133,377\n", "Trainable params: 133,377\n", @@ -140,62 +161,109 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/100\n", - "316/316 [==============================] - 15s 42ms/step - loss: 3.0641e-04 - mae: 0.0062 - val_loss: 3.2293e-04 - val_mae: 0.0142\n", - "Epoch 2/100\n", - "316/316 [==============================] - 14s 44ms/step - loss: 2.4610e-05 - mae: 0.0033 - val_loss: 3.3410e-04 - val_mae: 0.0155\n", - "Epoch 3/100\n", - "316/316 [==============================] - 14s 45ms/step - loss: 2.1154e-05 - mae: 0.0031 - val_loss: 7.4050e-05 - val_mae: 0.0061\n", - "Epoch 4/100\n", - "316/316 [==============================] - 16s 50ms/step - loss: 1.6972e-05 - mae: 0.0028 - val_loss: 4.9741e-05 - val_mae: 0.0052\n", - "Epoch 5/100\n", - "316/316 [==============================] - 17s 53ms/step - loss: 1.0206e-05 - mae: 0.0021 - val_loss: 6.4587e-05 - val_mae: 0.0063\n", - "Epoch 6/100\n", - "316/316 [==============================] - 20s 62ms/step - loss: 1.0868e-05 - mae: 0.0023 - val_loss: 2.7775e-05 - val_mae: 0.0042\n", - "Epoch 7/100\n", - "316/316 [==============================] - 19s 59ms/step - loss: 6.5035e-06 - mae: 0.0017 - val_loss: 1.7228e-05 - val_mae: 0.0033\n", - "Epoch 8/100\n", - "316/316 [==============================] - 22s 70ms/step - loss: 6.2703e-06 - mae: 0.0017 - val_loss: 9.0175e-06 - val_mae: 0.0023\n", - "Epoch 9/100\n", - "316/316 [==============================] - 21s 67ms/step - loss: 2.7319e-06 - mae: 0.0011 - val_loss: 1.5253e-04 - val_mae: 0.0121\n", - "Epoch 10/100\n", - "316/316 [==============================] - 23s 73ms/step - loss: 2.1410e-06 - mae: 0.0010 - val_loss: 4.4484e-06 - val_mae: 0.0017\n", - "Epoch 11/100\n", - "316/316 [==============================] - 23s 73ms/step - loss: 1.5835e-06 - mae: 8.5142e-04 - val_loss: 6.1331e-07 - val_mae: 5.7958e-04\n", - "Epoch 12/100\n", - "316/316 [==============================] - 24s 75ms/step - loss: 7.1325e-07 - mae: 6.0712e-04 - val_loss: 1.0227e-06 - val_mae: 9.0314e-04\n", - "Epoch 13/100\n", - "316/316 [==============================] - 24s 76ms/step - loss: 4.7941e-07 - mae: 4.8084e-04 - val_loss: 5.7104e-07 - val_mae: 5.6563e-04\n", - "Epoch 14/100\n", - "316/316 [==============================] - 23s 74ms/step - loss: 7.7609e-07 - mae: 6.0069e-04 - val_loss: 2.7408e-06 - val_mae: 0.0014\n", - "Epoch 15/100\n", - "316/316 [==============================] - 24s 75ms/step - loss: 1.1771e-06 - mae: 6.4934e-04 - val_loss: 7.7251e-06 - val_mae: 0.0025\n", - "Epoch 16/100\n", - "316/316 [==============================] - 22s 70ms/step - loss: 2.5699e-06 - mae: 8.0822e-04 - val_loss: 3.7690e-06 - val_mae: 0.0014\n", - "Epoch 17/100\n", - "316/316 [==============================] - 21s 66ms/step - loss: 1.4527e-05 - mae: 0.0022 - val_loss: 2.4289e-05 - val_mae: 0.0047\n", - "Epoch 18/100\n", - "316/316 [==============================] - 21s 67ms/step - loss: 1.3836e-06 - mae: 7.1944e-04 - val_loss: 3.1227e-06 - val_mae: 0.0014\n" + "Epoch 1/40\n", + "316/316 [==============================] - 16s 45ms/step - loss: 1.6519e-04 - mae: 0.0060 - val_loss: 1.6963e-04 - val_mae: 0.0094\n", + "Epoch 2/40\n", + "316/316 [==============================] - 14s 43ms/step - loss: 3.1132e-05 - mae: 0.0037 - val_loss: 2.8602e-04 - val_mae: 0.0141\n", + "Epoch 3/40\n", + "316/316 [==============================] - 14s 43ms/step - loss: 2.0348e-05 - mae: 0.0030 - val_loss: 7.1224e-05 - val_mae: 0.0059\n", + "Epoch 4/40\n", + "316/316 [==============================] - 14s 45ms/step - loss: 1.9540e-05 - mae: 0.0029 - val_loss: 7.5771e-05 - val_mae: 0.0066\n", + "Epoch 5/40\n", + "316/316 [==============================] - 17s 54ms/step - loss: 8.9756e-06 - mae: 0.0020 - val_loss: 3.0532e-05 - val_mae: 0.0039\n", + "Epoch 6/40\n", + "316/316 [==============================] - 16s 52ms/step - loss: 8.3518e-06 - mae: 0.0020 - val_loss: 9.4491e-05 - val_mae: 0.0088\n", + "Epoch 7/40\n", + "316/316 [==============================] - 22s 71ms/step - loss: 4.9506e-06 - mae: 0.0015 - val_loss: 9.2201e-06 - val_mae: 0.0022\n", + "Epoch 8/40\n", + "316/316 [==============================] - 19s 62ms/step - loss: 3.1421e-06 - mae: 0.0012 - val_loss: 7.2957e-06 - val_mae: 0.0021\n", + "Epoch 9/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 1.3934e-06 - mae: 8.4691e-04 - val_loss: 2.8792e-06 - val_mae: 0.0013\n", + "Epoch 10/40\n", + "316/316 [==============================] - 16s 52ms/step - loss: 6.9306e-07 - mae: 6.0091e-04 - val_loss: 4.6894e-06 - val_mae: 0.0021\n", + "Epoch 11/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 8.1388e-07 - mae: 6.2994e-04 - val_loss: 3.7257e-06 - val_mae: 0.0017\n", + "Epoch 12/40\n", + "316/316 [==============================] - 16s 49ms/step - loss: 4.7803e-07 - mae: 4.8209e-04 - val_loss: 7.9740e-07 - val_mae: 6.6792e-04\n", + "Epoch 13/40\n", + "316/316 [==============================] - 18s 56ms/step - loss: 5.8323e-07 - mae: 4.9060e-04 - val_loss: 1.9175e-05 - val_mae: 0.0041\n", + "Epoch 14/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 2.4572e-06 - mae: 0.0010 - val_loss: 4.0723e-05 - val_mae: 0.0062\n", + "Epoch 15/40\n", + "316/316 [==============================] - 17s 53ms/step - loss: 9.1414e-06 - mae: 0.0018 - val_loss: 2.8532e-06 - val_mae: 0.0014\n", + "Epoch 16/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 4.9097e-07 - mae: 4.9285e-04 - val_loss: 2.5271e-06 - val_mae: 0.0013\n", + "Epoch 17/40\n", + "316/316 [==============================] - 15s 49ms/step - loss: 4.9143e-07 - mae: 4.7103e-04 - val_loss: 1.3630e-05 - val_mae: 0.0034\n", + "Epoch 18/40\n", + "316/316 [==============================] - 18s 56ms/step - loss: 5.3089e-07 - mae: 5.0688e-04 - val_loss: 6.0696e-06 - val_mae: 0.0021\n", + "Epoch 19/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 3.1396e-06 - mae: 0.0010 - val_loss: 1.1868e-05 - val_mae: 0.0031\n", + "Epoch 20/40\n", + "316/316 [==============================] - 16s 52ms/step - loss: 1.1566e-06 - mae: 7.1802e-04 - val_loss: 2.3470e-06 - val_mae: 0.0012\n", + "Epoch 21/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 3.9564e-07 - mae: 4.5048e-04 - val_loss: 2.5454e-06 - val_mae: 0.0012\n", + "Epoch 22/40\n", + "316/316 [==============================] - 15s 47ms/step - loss: 6.2789e-06 - mae: 0.0012 - val_loss: 2.5535e-06 - val_mae: 0.0012\n", + "Epoch 23/40\n", + "316/316 [==============================] - 17s 55ms/step - loss: 3.3528e-07 - mae: 3.9775e-04 - val_loss: 2.6315e-06 - val_mae: 0.0013\n", + "Epoch 24/40\n", + "316/316 [==============================] - 19s 60ms/step - loss: 7.4603e-07 - mae: 6.1938e-04 - val_loss: 2.6130e-05 - val_mae: 0.0049\n", + "Epoch 25/40\n", + "316/316 [==============================] - 17s 53ms/step - loss: 5.9027e-06 - mae: 0.0014 - val_loss: 1.0875e-04 - val_mae: 0.0102\n", + "Epoch 26/40\n", + "316/316 [==============================] - 17s 55ms/step - loss: 1.0080e-06 - mae: 6.0941e-04 - val_loss: 1.5855e-06 - val_mae: 9.2403e-04\n", + "Epoch 27/40\n", + "316/316 [==============================] - 19s 60ms/step - loss: 1.2669e-06 - mae: 7.5163e-04 - val_loss: 1.0175e-05 - val_mae: 0.0028\n", + "Epoch 28/40\n", + "316/316 [==============================] - 22s 70ms/step - loss: 7.6960e-07 - mae: 5.8802e-04 - val_loss: 3.0473e-05 - val_mae: 0.0053\n", + "Epoch 29/40\n", + "316/316 [==============================] - 21s 66ms/step - loss: 6.3202e-07 - mae: 5.6573e-04 - val_loss: 9.7654e-06 - val_mae: 0.0029\n", + "Epoch 30/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 1.1498e-06 - mae: 7.1048e-04 - val_loss: 2.0116e-06 - val_mae: 0.0010\n", + "Epoch 31/40\n", + "316/316 [==============================] - 15s 46ms/step - loss: 0.2509 - mae: 0.1006 - val_loss: 0.0729 - val_mae: 0.2503\n", + "Epoch 32/40\n", + "316/316 [==============================] - 16s 52ms/step - loss: 4.5276e-04 - mae: 0.0152 - val_loss: 0.0894 - val_mae: 0.2781\n", + "Epoch 33/40\n", + "316/316 [==============================] - 19s 59ms/step - loss: 3.6103e-04 - mae: 0.0137 - val_loss: 0.1021 - val_mae: 0.2990\n", + "Epoch 34/40\n", + "316/316 [==============================] - 18s 56ms/step - loss: 3.9244e-04 - mae: 0.0145 - val_loss: 0.1148 - val_mae: 0.3184\n", + "Epoch 35/40\n", + "316/316 [==============================] - 15s 49ms/step - loss: 3.8687e-04 - mae: 0.0145 - val_loss: 0.1080 - val_mae: 0.3056\n", + "Epoch 36/40\n", + "316/316 [==============================] - 14s 45ms/step - loss: 3.5855e-04 - mae: 0.0137 - val_loss: 0.1169 - val_mae: 0.3209\n", + "Epoch 37/40\n", + "316/316 [==============================] - 15s 48ms/step - loss: 4.7031e-04 - mae: 0.0163 - val_loss: 0.1143 - val_mae: 0.3141\n", + "Epoch 38/40\n", + "316/316 [==============================] - 17s 55ms/step - loss: 3.7953e-04 - mae: 0.0149 - val_loss: 0.1105 - val_mae: 0.3095\n", + "Epoch 39/40\n", + "316/316 [==============================] - 19s 61ms/step - loss: 3.5849e-04 - mae: 0.0144 - val_loss: 0.1095 - val_mae: 0.3084\n", + "Epoch 40/40\n", + "316/316 [==============================] - 17s 54ms/step - loss: 4.6334e-04 - mae: 0.0166 - val_loss: 0.0909 - val_mae: 0.2791\n" ] } ], "source": [ "model.compile(optimizer=optimizers.Adam(),loss='mse', metrics=['mae'])\n", - "early_stopping = callbacks.EarlyStopping(patience=5) # default monitor='val_loss'\n", - "hist = model.fit(x_train, y_train,batch_size=16,epochs=100,callbacks=[early_stopping],validation_data=(x_test,y_test))\n", - "# hist = model.fit(x_train, y_train,batch_size=16,epochs=40,validation_data=(x_test,y_test))" + "save_file_name = './my_lstm_trading.h5'\n", + "checkpoint = callbacks.ModelCheckpoint(save_file_name, verbose=1, save_best_only=True)\n", + "early_stopping = callbacks.EarlyStopping(patience=5)\n", + "\n", + "# hist = model.fit(x_train, y_train,batch_size=16,epochs=100,callbacks=[early_stopping,checkpoint],validation_data=(x_test,y_test))\n", + "hist = model.fit(x_train, y_train,batch_size=16,epochs=40,validation_data=(x_test,y_test))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -204,12 +272,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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XyCamM8bkviAT0EJgkohMEJEivEYFc5PKzAWucsuXAk+7ZzhzgZmuldwEvCuWBQeqU0SuBc4HrlDVvb/xRaTOPVdCRKbjnfO2QM44SV1VMQCbd1lfIGOMSRbYLTj3TOd64AkgDNyrqstE5BbgJVWdC9wDPCAiLcB2vISCK/cIsBzoA65T1ShAf3W6Q/4YWAP83eWbx1yLt0uBz4tIH7AbmOmSXODqqrzbZBvbuhldXXroFVbGp+a2BGSMyX2BPgNyt7zmJa27KWG5G7gsxb63ArcOpk63vt9zUdU7gTsPKnCf1Lm+QBv96gtU2QCIJSBjTF6wkRACtDcB+TUaQkGxNztq29qByxpjTJazBBSgypICSgrD/iUgcH2BrBGCMSb3WQIKkIhQVxXx7xYceNMy2C04Y0wesAQUsLrKiM9XQGO8BJSedhTGGBMYS0AB8/8KaDT07Yau7f7VaYwxGWAJKGB1VRE2tXcTi/l0xWJ9gYwxecISUMDqKiPsiSrbu3r9qdD6Ahlj8oQloIDZ1NzGGNM/S0AB870vUNkICBdbAjLG5DxLQAGLXwFt8KshgojNC2SMyQuWgAI2oryYcEjY5GtTbOsLZIzJfZaAAhYOCaMqin1uij3GEpAxJudZAkqDuiq/O6OOho6NEN3jX53GGJNmloDSoK4ygM6oGoNdG/yr0xhj0swSUBr4fgVkfYGMMXnAElAa1FVG6OjpY1e3T7fMrC+QMSYPWAJKg3hT7E1+3YarsisgY0zuswSUBvs6o/b4U2FRGZQMtwRkjMlploDSoL6qBIANbbv9q9T6AhljcpwloDQYVVkM+HgLDqwvkDEm51kCSoNIYZjq0kI2+N0XyKZkMMbksEATkIhcICIrRKRFRG7oZ3uxiDzsts8XkfEJ225061eIyPkD1SkiD7r1r4nIvSJS6NaLiNzhyi8VkZOCPOdU6qpKfL4CGg3dbdDd7l+dxhiTRoElIBEJA3cBFwKTgStEZHJSsWuAHao6EbgduM3tOxmYCRwLXADcLSLhAep8EDgGOB4oAa516y8EJrnXLOBH/p/twOoqfR6OJ94XqL3VvzqNMSaNgrwCmg60qOoqVe0F5gAzksrMAO53y48C54iIuPVzVLVHVd8GWlx9KetU1XnqAAuA0QnH+IXb9CIwTETqgzrpVOqqSnwejsf6AhljcltBgHU3AmsTPq8DTk1VRlX7RKQNqHHrX0za1/3Jf+A63a23K4EvHiCORmBD0n6z8K6QqK2tpbm5eaDz61dHR0e/+3Zv72Vrxx6eevoZCkIypLoTFXdv5XRgxcKn2dBaeEh1pYo5m1nMwcu1eMFiThe/Yg4yAWXK3cBzqvr8weykqrOB2QDTpk3TpqamIR28ubmZ/vbdXLaW37Ys5egppzJmeOmQ6t5PLArzZ3F0bSlHDzHWuFQxZzOLOXi5Fi9YzOniV8xB3oJrBcYkfB7t1vVbRkQKgCpg2wH2PWCdIvJtYCTwlYOMI3C1fo+GEApDZYPdgjPG5KwgE9BCYJKITBCRIrxGBXOTyswFrnLLlwJPu2c4c4GZrpXcBLwGBAsOVKeIXAucD1yhqrGkY3zatYY7DWhT1bQPI10fnxnV76bYloCMMTkqsFtw7pnO9cATQBi4V1WXicgtwEuqOhe4B3hARFqA7XgJBVfuEWA50Adcp6pRgP7qdIf8MbAG+LvXjoHHVPUWYB5wEV5Dhi7gM0Gd84HUVvp8BQReAlq30L/6jDEmjQJ9BqSq8/ASQOK6mxKWu4HLUux7K3DrYOp06/s9F3dFdd1BBR6AykgBpUVh/6+Alv0OYjEIWZ9iY0xusd9aaSIi/k9MV9kIsT3Qudm/Oo0xJk0sAaVRbaXfU3NbXyBjTO6yBJRG9X7PjFrl+tpaAjLG5CBLQGlUWxVh865uYjH1p0JLQMaYHGYJKI3qqyLsiSrbOnv9qTBSBUXlloCMMTnJElAa+d4UW8T1BVo7cFljjMkyloDSKLDOqDYitjEmBw0qAYnIF0Wk0o0mcI+ILBaR84IOLt/UuSsgX5ti22gIxpgcNdgroH9U1XbgPKAab7Tp7wYWVZ6qKS+mICRsbNvtX6WVo6FzC+zxsU5jjEmDwSag+PwBFwEPuOFvDn1OgcNMOCSMqihmY1uPf5XGW8K1r/evTmOMSYPBJqBFIvJnvAT0hIhUALEB9jH9qK2KsLHdx6sVa4ptjMlRgx0L7hpgCrBKVbtEZDgZGtQz19VXRVixcZd/FVa5efosARljcsxgr4BOB1ao6k4R+QfgW0BbcGHlL9+H46m0BGSMyU2DTUA/ArpE5ETgq8BbwC8CiyqP1VdF6OyNsqt7jz8VFhRDea31BTLG5JzBJqA+N63BDOBOVb0LqAgurPwV2LxA1hfIGJNjBpuAdonIjXjNr/8oIiGgMLiw8ld9VQngc2fUyka7BWeMyTmDTUCXAz14/YE2AqOB7wUWVR7b2xnV72kZ2taB+jTIqTHGpMGgEpBLOg8CVSJyMdCtqvYMaAhGVRYDfieg0bCnC3bv8K9OY4wJ2GCH4vkEsABv+uxPAPNF5NIgA8tXkcIww8uK/B+OB+w2nDEmpwy2H9A3gVNUdTOAiIwEngIeDSqwfFbn+8yoCU2x60/wr15jjAnQYJ8BheLJx9k2mH1F5AIRWSEiLSJyQz/bi0XkYbd9voiMT9h2o1u/QkTOH6hOEbnerVMRGZGwvklE2kTkFfe6aZDnHJi6qojPV0A2NbcxJvcMNgH9r4g8ISJXi8jVwB+BeQfaQUTCwF3AhcBk4AoRmZxU7Bpgh6pOBG4HbnP7TgZmAscCFwB3i0h4gDpfAM4F1vQTzvOqOsW9bhnkOQfG986opSMgXAztloByVk8H/PRseOfFTEdiTNoMthHCvwCzgRPca7aqfmOA3aYDLaq6SlV7gTl4/YgSzQDud8uPAueIiLj1c1S1R1XfBlpcfSnrVNWXVXX1YM4n0+qrImzr7KWnL+pPhaGQdxvOroByV+tL0LoIXv9DpiMxJm0G+wwIVf0N8JuDqLsRSOyevw44NVUZVe0TkTagxq1/MWlf96BjwDr7c7qILAHWA19zo3nvR0RmAbMAamtraW5uHkS179bR0THgvjs3eKMgzP3zs4ws9WdOwBNjZYTeWcbLQ4h7MDFnm3yLeeyaRzkC2Ln8GV4p7r9MuuXbd5ytDueYD5iARGQX0F/nEgFUVSsPOYLgLQbGqWqHiFwE/A6YlFxIVWfjXeUxbdo0bWpqGtLBmpubGWjf0JtbuPe1BYyfPIVTxg8f0nHeZcfx8PazAx67P4OJOdvkXcxzfgrAsN1raDrz/RAKpy+wFPLuO85Sh3PMB/zzW1UrVLWyn1fFIJJPKzAm4fNot67fMiJSAFThNXBIte9g6kw+h3ZV7XDL84DCxEYKmVBXFURn1NGwawNE+/yr06RP6yIoLIPeDtjWkulojEkLf+7/9G8hMElEJohIEV6jgrlJZeYCV7nlS4Gn3Zhzc4GZrpXcBLwrlgWDrHM/IlLnnishItPxznmbL2c4RIElII15Scjklvb13r/bCZ/wPrcuzmw8xqRJYAlIVfuA64EngNeBR1R1mYjcIiKXuGL3ADUi0gJ8BbjB7bsMeARYDvwvcJ2qRlPVCSAiXxCRdXhXRUtF5GfuGJcCr7lnQHcAM12Sy5iK4gJKi8I+N8W2aRlyVusi7/3Emd5V0PqXMxuPMWky6EYIQ+Fuec1LWndTwnI33ugK/e17K3DrYOp06+/ASzDJ6+8E7jzY2IMkIl5fIL/HgwNLQLmodRGECqB+CtSfaAnIHDaCvAVnDqCu0ufOqPGJ6awvUO5pXQy1x0FhBBqmwsal9izPHBYsAWWI71dAxeVQUm1XQLkmFvOueBpP9j43ngR93bDl9czGZUwaWALKkLrKCJvau4nFfHwcVTnaElCu2dYCPe37ElDDVO/dbsOZw4AloAypq4rQF1O2dvb4V2mVJaCcE2+AEE9A1ROguMoSkDksWALKkPjEdJvaLAEd1loXQVEFjHB9o0MhaLCGCObwYAkoQ+J9gTa07fav0qrR0L0Tenb5V6cJVusiaJiy/8gHDVNh42vQ5+MfJ8ZkIUtAGRJPQJsCmZjugINDmGzR1wMbX/UaHiRqOAlie2DTu4YsNCavWALKkBFlxRSExGZGPZxtfM1LNPHnP3HWEMEcJiwBZUgoJNRWRtjg93A8YH2BckVyA4S4YWOhZLglIJP3LAFlUG1lsb+34MrrQMJ2BZQrWhdBee2+TsRxIt5VkCUgk+csAWVQfVWJv1dA4QKoqLcElCvWL/aufryxcvfXeBJsfh16u9IflzFpYgkog+JTc/s6Nqo1xc4N3W2w9c13N0CIa5gKGoVNr6U3LmPSyBJQBtVVFdPVG2VXj4/jflkCyg3x22vJz3/irCGCOQxYAsqguqoSADb53RChvdUbY8xkr3gDhHiiSVZR7z0fsrmBTB6zBJRB8dEQfG8JF+2Fzi3+1Wn817oYaiZ6A8j2R8TrD2RXQCaPWQLKoPr4zKjWF+jw07oo9e23uIap3nMiG9nC5ClLQBk0qrIYCGBqbrC+QNksPgX3YBIQChuWpiUsY9LNElAGFReEqSkrsiugw83e5z8pWsDFWUMEk+csAWVYbWXE30YIkWFQWGYJKJvFp+CuO/7A5cpHelOtr7eGCCY/WQLKsPoqn4fjEXFNsdf6V6fxV+IU3ANpmGJXQCZvWQLKsNqqiL/D8YBLQDYidlZKnoJ7IA1TYfsq2L0j2LiMyYBAE5CIXCAiK0SkRURu6Gd7sYg87LbPF5HxCdtudOtXiMj5A9UpIte7dSoiIxLWi4jc4bYtFZEBbrynV31lhG2dvfT0Rf2r1DqjZq/kKbgHEn8OtGFJcDEZkyGBJSARCQN3ARcCk4ErRGRyUrFrgB2qOhG4HbjN7TsZmAkcC1wA3C0i4QHqfAE4F1iTdIwLgUnuNQv4kZ/neahqXVPsze0+z4zauRn2+HxlZQ5dqhGwU6mf4vaz50Am/wR5BTQdaFHVVaraC8wBZiSVmQHc75YfBc4REXHr56hqj6q+DbS4+lLWqaovq+rqfuKYAfxCPS8Cw0Sk3tczPQSBdUYFb0QEk12Sp+AeSOlwqJ5gz4FMXioIsO5GIPFJ+Drg1FRlVLVPRNqAGrf+xaR942PWD1TnYOJoBDYkFhKRWXhXSNTW1tLc3DxAtf3r6Og4qH1bO7whc55+cTFda/z55xi2YytTgFee+yM7q08YsPzBxpwNcjXm9hXNREvHs+S55we93+SCRipXvciLaT7fXP2OLebg+RVzkAkop6jqbGA2wLRp07SpqWlI9TQ3N3Mw+7Z37+Gbf/0zwxsn0HTmkUM65rtsHwtL/o0pE0bAlIFjOdiYs0Euxvzs009S2bkaTr/u4GIvXApP/pWmU46DshEDl/dJLn7HFnN6+BVzkLfgWoExCZ9Hu3X9lhGRAqAK2HaAfQdT51DiyJiK4gLKisJsbPPxGVB8gjNriJBVyjve7n8K7oFYh1STp4JMQAuBSSIyQUSK8BoVzE0qMxe4yi1fCjyt3uQ4c4GZrpXcBLwGBAsGWWeyucCnXWu404A2Vd0wwD5pIyLUVkXY2L7bv0oLiqFslPUFyjKV7Su9hYNNQPUnAmIJyOSdwG7BuWc61wNPAGHgXlVdJiK3AC+p6lzgHuABEWkBtuMlFFy5R4DlQB9wnapGwWtunVynW/8F4OtAHbBUROap6rXAPOAivIYMXcBngjrnoaqvivg7HhxYX6AsVLHrTTcFd8PB7Rip9BotWAIyeSbQZ0CqOg8vASSuuylhuRu4LMW+twK3DqZOt/4O4I5+1itw3cHGnk61lRHmr9rub6VVjbDlTX/rNIekYlcLjEkxBfdAGqbC28/5H5QxGWQjIWSBejcaQizm59TcY7xnQH5O922GrruNsq51qafgHkjDVG8E7fasuXtszCGzBJQF6ioj9MWUrZ0+d0bd02lDuGSLgabgHkh85Gy7DWfyiCWgLBCfmjuYeYHsOVBWGGgK7oHUHQ8SsgRk8ooloCwQHw3B1wRUafMCZZXWxXSVNKSegnsgRaUw8j2WgExesQSUBWqr3MyoNjFd/mpdRHvlUYdWR8NUb24ge65n8oQloCwwoqyYgpD4ewVUNhLCRZaAsoGbgntXxSDHf0ulcSp0bbP+XSZvWALKAqGQUFvpc1+gUMgbEcESUOa55z/tlYeYgGxEBJNnLAFlibqqiL+34MDmBcoWrYsgVEhn2YRDq6f2OAgVWgIyecMSUJaoqwwqAa21ZwaZ1roIao8lFi46tHoKiqF2ss0NZPKGJaAsUeeG41E/k0X9iV4z7LnXQ5+PfYzM4MVisP6Voff/SdYw1avP/qgwecASUJaoq4zQ1RtlV0+ff5VO/yyc+S/w8i/hvousF30mHOwU3ANpOAl62mD7Kn/qMyaDLAFlibqqAPoChUJw9rfgEw/A5tdh9gdg7QL/6jcDO9gpuAdiDRFMHrEElCUCSUBxky+Ba5+CwlLvSmjRz/0/hunfwU7BPZBR74FwsSUgkxcsAWWJQEZDSFQ7GWY9AxPOhD98ER7/MvT1BnMss0/rImiYAqGwP/WFC71heSwBmTxgCShLjKoMYDSEZCXV8Klfwxlfgpfuhfs/DLs2BXe8RJvfgN9+Dv73Xw+fB+h9PbDxVf9uv8U1ngQblkAs6m+9xqSZJaAsUVwQpqasiA1BXQHFhcLwwe/Apfd6v8RmN1ERn6kzCBtfg0eugrtPg1cfhRfvgr/eHtzxssnG14Y2BfdAGqZCb4fXwMGYHGYJKIvUuXmB0uK4j8O1T0K4gKkv3wgvP+hv/RuWwJxPwY/PgJa/wPu/Al99A467FP5yC6z4k7/Hy0Z+N0CIs4YIJk9YAsoidZWR4K+A9jvg8fBPzbRVvQd+/8/wp29AdM+h1dm6CH41E35yJrz9PHzgBvjSUjjnJigbATPu9Pon/eZar2VePmtdBOV1Bz8F90BGHAWFZdYh1eQ8S0BZJK1XQHFlNSw94WY47TqY/2N44KPQufXg63lnPvzy4/DTs+Gdv8NZ34Ivvwpn3Qilw/eVKyyBmb+CojJ4aCZ0+TwVeTZZv9i7+hnKFNwHEgp7SdyugEyOswSUReoqI2zv7KV7T3ofLmsoDBf8X/jobFi3EGY3ebfQBmP1C3D/JXDved4vxHNvhi+/Bh/4F4hU9b9PVSNc/qA3SvSvrzr0q65s1N0GW9/0RrAOQsNU2LgUoj52XDYmzQJNQCJygYisEJEWEbmhn+3FIvKw2z5fRMYnbLvRrV8hIucPVKeITHB1tLg6i9z6q0Vki4i84l7XBnnOhyLeF2hze4aGzTnxcvjH//Vaqd1zPiz9df/lVGHVs3Dfh+DnF3m30s77D/jSq/C+L0NxxcDHGnMKfPj/wdvPwRPf9Pc8ssGhTsE9kIap0NcNW94Ipn5j0iCwBCQiYeAu4EJgMnCFiExOKnYNsENVJwK3A7e5fScDM4FjgQuAu0UkPECdtwG3u7p2uLrjHlbVKe71swBO1xd7O6Om+zZcooapMKvZa+r72LVecoj/la0KLU/BvefDLy6B7W/BBd+FLy6B9/4f77bawZjySTj9eljwk/zrHHuoU3APZG9DBHsOZHJXkFdA04EWVV2lqr3AHGBGUpkZwP1u+VHgHBERt36Oqvao6ttAi6uv3zrdPme7OnB1fiS4UwtGvUtAG9p2ZzaQ8pHw6d/D9Fnw9zvhwY/Dst/Bz87xnvO0rYOLvg9feAVO+7w3XfRQffAWmHgu/PGr3u28fNG6GGomDn0K7oEMPwKKq+w5kMlpQSagRiBx6sZ1bl2/ZVS1D2gDag6wb6r1NcBOV0d/x/q4iCwVkUdFZMyhnFSQat1oCGlviNCfcCFc9D245E5Y8zfvWU3HFrj4h/CFl2H6P0Fh5NCPEwrDx++B6vHwyJWw851DrzMbtC4K7vYbeOP8NVhDBJPbCjIdQBr8AXhIVXtE5LN4V0dnJxcSkVnALIDa2lqam5uHdLCOjo4h7wsQCcPCZS0cFUvftMsHjnkM5VNuo7RrHVtGvhftKIC//t33GEqO/DInL/o63T/9MC9P/S7RgpJDiDmzinq28d5dG1jZVUlrQox+x3xE3whGb/gbzz/9JBoq9K3euGz+jlOxmNPDt5hVNZAXcDrwRMLnG4Ebk8o8AZzulguArYAkl42XS1Wn22crUNDfsRPKh4G2gWI/+eSTdaieeeaZIe+rqnr295/Rz//ypUOq42Adasy+Wfmk6s3DVOf8g2o0esCiWRNzf5bPVf12perahfut9j3m1x7zjrNukb/1Oln9HadgMadHqpiBl/Qg8kSQt+AWApNc67QivEYFc5PKzAWucsuXAk+7k5gLzHSt5CYAk4AFqep0+zzj6sDV+XsAEalPON4lQFb3fqyrSnNn1Gwy8Vz44L/D63Phuf/KdDRD56bgpva4YI/TcJL3brfhTI4K7BacqvaJyPV4Vy9h4F5VXSYit+BlybnAPcADItICbMdLKLhyjwDLgT7gOlWNAvRXpzvkN4A5IvIfwMuuboAviMglrp7twNVBnbMf6ipL+PtbQ+gImi9Ovw42L4fm//SmHpic3G4lB7Qugrrj/HlGdiDDxkLJcEtAJmcF+gxIVecB85LW3ZSw3A1clmLfW4FbB1OnW78Kr5Vc8vr4bbqcUFdVzKZdPURjSjjkcw/6XCACF98OW1d6o2cPP8IbMihXxKfgPuETwR9LZN8U3cbkIBsJIcvUVZUQjSnbOjLUGTUbFBTD5b/0mjA/dIXX+i5X+D0F90AapnpXjL1d6TmeMT6yBJRl9k5Mlw1NsTOpohZmPgidW7zm2bkyed7eDqgnped4DVNBo7DptfQczxgfWQLKMvs6ox7mCQi8X64z7vIGN5331dyYyM7vKbgH0mgNEUzuOhz6AeWUrOqMmg2Ov9S7xfT8D6D2eDh1VqYjOjC/p+AeSEU9lNdaAjI5ya6AskxNWRGFYbEroERnfQuOuhD+9wZY1ZzpaFILagruA4k3RLC5gUwOsgSUZUIhYVRFhE2WgPYJheBjs72J2B65CravynRE/QtqCu6BNEz1pn7o2ZXe4xpziCwBZaHDujNqKpFKuOJX3l/8D11BuC8LW30FNQX3QBpOAhQ2LE3vcY05RJaAslBGZkbNBcOPgMvuh60rmfbSl+DpW2HLikxHtU9QU3APpGGK927PgUyOsQSUheoqvSugvmgs06FknyM+AFfMoTtSC89/H+6aDj9+H/z1h7AzfQO49is+ArbfU3APpHwUVI62uYFMzrFWcFlodHUJu/dEOepbf2JURYT6YREahpXQUBWhvqqEBve5vqqEmrIiQofbiAlHnceS9UU0nXwMLPstvPooPPVt7zX2dDju43DsR6FsRPpi6m6DbSvhxJnpO2aihil2BXS42rAUHv8SDBsHH/oBlA7PdESDZgkoC31i2hjKigpYt6OL9W3dbGjbzfL17Ty1fBM9fftfFRWFQ9RVRbykVFWSkKy85cZhJVRE/B+qPytU1HkT4p32ea9hwmu/8ZLRvK/Bn74BR54Fx18Gx3xocNOEH4qgp+AeSONJ8MbjsHtHcJPgmewS3QN/vR2evQ0iw7xEtOZv8JG7vIF9c4AloCxUVlzAJ05597x5qsqOrj2s37mb9Tt3s6Gtm/Vtu1m/s5sNO3cz/+3tbGzvJhrbv8Pm8LIixtWUMm54KWNryhhfU+p9rimjpqwoXacVrOFHwJn/Au//GmxaBq89Cq/+Bn77WSiIwFHne8lo4geDGSQ06Cm4BxI/7oYlcERTZmIw6bP5Dfjd57w/fI6/DC78L2+m4sdmebMWT/8sfPA7UHjgebUyzRJQDhERhpcVMbysiOMaq/otE40pm3d1e0mpbTfrduxmzbYu1mzrZOHqHfx+yfr9BhQoKwpTU6wcu24R42rKXGLyklN9ZST3bu+JeCNR1x0H53wb1i7wktFrj8Hy30NxJbznw14H1/FnQtin/wJ7p+Ae5k99B6t+ive+/mVLQPksFoUX74a//DsUl3uNco79iLetdDjMegae+g7M/5HXZ+5js/c1UslCloDyTDgk1Fd5z4fg3bdievqiLil1usTUxeKVa1mxaRdPvb6JPdF92akoHGLM8BLG1ZQxaVQ5U8cO46Sx1YyqDHiaAb+IwNhTvdf5/wlvP+vdpnv9D/DKg1A2Eo6+EI44y/ulfSj3zlsXwYQzfQv9oJUO96Y1tw6p+Wv7KvjdP3tDUx1zsTdqfPmo/csUlsCF34WjzvPK/uxcOOtf4Ywvpm90joNgCegwU1wQ5siR5Rw5snzvuubmLTQ1NRGNKRvadvPOti5Wb+tizfZO1mztYvW2Tv66cis/ec57/jS6uoSTxlZz8rhqThpbzTH1FRSGs7xBZbgAJp7jvT7037Dyz14yWvZ7WPwLQLy/FI8823uNng4Fg7w92b4edm3I3POfuIaTYN1LmY3B+E8VXroH/vxv3kSHH/0JnHD5fq0td3XvoaggRHGBSzJHng2f/xs8/mX4y3dg5ZPw0R9D9bgMnUT/LAGZvcIhYXR1KaOrS3nvxP239fRFWba+ncVrdrD4nR3Mf3sbc5esByBSGOKE0cP2JqSTxg6jprw4A2cwSIURmHyJ94r2ec2X33oG3nraa879/A+gsAzGv89ryHDk2d4oDKmaV2eqA2qyhqmw7DHo3JreFoAmOG3r4PfXw6pn4Mhz4JL/gapGAGIx5fmWrTw0/x2een0TFZECPnnqWK48bTx1VRHvqviyn8PSh+GPX4MfnQEXfc9rqZnurgIpWAIyg1JcEHbJxbutp6qsb+vem5AWr9nBT59bRZ9rADG+ppSTxlYzdVw1J4+t5ui6iuycYC9cAGOme6+mb3jNqVf/1UtGbz0DK5/wylU0uKsjd7su8Rd8uqbgHki8IcL6V2BSbrSCMimowiu/8sY/jEXh4h/CyVeDCBvbuvn1S2uZs3AtrTt3U11ayKdPH8+6HV3c3fwWP3l2FRcdX89nzhjP1LHVXsIZe7o3wePvPgdv/smrLwuaa1sCMkMiIjQOK6FxWAkfPtHr+d+9J8qrrW0sWuMlpOdWbuWxl1sBr7HDiWOGMaa6lD2xGHuiyp6+GH2xGL1Jy33RGHuiroxb7osqvQnLJWFl0vIXGD+ijAk1Zd77CO+9vPgQfqwjVV6z7WM+5H3escb76/Otp71mzq/80ltfd8K+hLR2QXqm4B5I/Yne+/rFloBy2a5N8Icveoli3Bkw4y76qsbx7BubeWjBOzz9xmZiCmdMrOGGC4/hvGNr9956e2dbF/f/fTWPLFzL3CXrmTJmGJ85YzwXHT+Gwqsfh7/d4Y0g8s58+Mjd3i3pDLIEZHwTKQxzyvjhnDLe+8tKVVm7fbd3hfTODhat2cFbWzZTGA5RFA5RGA5REBYKwyEK3Xtp0b7lAre+KKFcfPm1lWvoKQjxt5ZtPLa4db84RpQXM2FEKeMTE1NNGeNHlFJadJA/8tXjvL88T77a+0t0/Suwyl0d/f1OeOGHXrlTrj3Ur+/QRSqhZpJ1SE2Hnl3eJImlw/29nfXaY/DHr8Ce3XD+f7Lu6E/zyEutPPLSM2xs72ZEeTGf/cCRzDxlDONqyt61+9iaUv7t4sl8+YNH8ZtF6/j531bzxTmv8J/z3uDK08dxxfTrGH7k2fCbf4JffgxO/Ryce3PGmmtbAjKBERHG1pQytqaUj0xt9LXu5uKNNDWdDsDu3iirt3Wyemsnb7v31Vu7aH5zC1sWrdtvv1EVxftdNVWVFBISCIkgKd69l3c+IWkkNOLThEZ9moJTOqnespBhWxbTM+FyRnbtobKkAMnk/fXGk+Dt5zJ3/HzT3eaNN7jljf3f29ywT0XlXuvDYeO89+px+z4PGwtFpYM7Ttd2+ONXYdljxBqn8cJxt/Cz1wt5bu6zAJw5aSQ3X3Is57xn1KAa/JQXF3DVe8dz5WnjaH5zM/e9sJrvPbGCO/6yko9ObeQfP/I4R736A5j/433NteNX0GlkCcjkvJKiMO+pr+Q99ZXv2tbR0+clpHhi2tbF6q2d/OWNTWzt8GOa73LgTFi8AdhAWVHYG4nCvRrjI1MMK2FLV4zevhhFBQG2GGyY6j103rrS65eUJQ+bs97uHfsSzOY39iWaXev3lSmIeI1Rxp4OI6+GwlLYuQZ2rPaaSL/1NPTt3r/e8tr+E1T1eG8ywVCYmq0L4K5/Qnfv4Lkxn+fr689i01s7qauM8H/OnsQnpo1mdPUgE1mSUEg4+5hazj6mljc37eK+F1bz25fXMWfhWt575Ef52pnTmbr4X5GfngNnfxPe+4W0NtcONAGJyAXA/wPCwM9U9btJ24uBXwAnA9uAy1V1tdt2I3ANEAW+oKpPHKhOEZkAzAFqgEXAlarae6BjmPxXXlzAcY1V/Xbc3dW9h67eKDFVYuq1KlLFffbWgdumSizmvSeXicaUrR09rN+5m1Y3SsX6nd281trGts79k9zXn/8ToyqKExKUN8ZffGy/kqIwhWHxbj+GvPeCsFAY8t4LQnLgK6zRp3jvd07z/jqP/yVe7d4TP0f678ycl1Shp91LNO3rYfPrCVc0b0DHpn1lC0u9RHPEB2Dk0TDyGO992LgD/3JWhc4tXkLa4RLTTrf8zoteh2jdN5SWhgrRinqOb3uH1YVH8LndX2HlW+M46+ga/u/0MXzgqJEU+Ni94ajaCv7zY8fz9fOPZs7Ctfzi76v52FsRjh/+X9wx4hdMeOpmePPPaW2uHVgCEpEwcBfwQWAdsFBE5qrq8oRi1wA7VHWiiMwEbgMuF5HJwEzgWKABeEpEjnL7pKrzNuB2VZ0jIj92df8o1TGCOm+TOyoihYGPk9e9J7o3IT09/2Uqasd5n934fk8u30Rv0vh+AykIyd6kVFgQoiAke5+nFQicVvYdxuta6nQzdTs3MWr764yKNlOi+/913hUqZ3tRPTuL6mkrbqA9Uk97pIGOkka6ShpY1drLG/IWReEQxYXe87eighDF4RDFYSgOx4iEoSikFIeVopD3Kg4phaEYRaIUhWKIqveLO1TgXuGkd/eSsDf54IGoQm+Hd8tq9w73cstdOziyZSnseDhhXUI5je5fVVEZsZqj6Rt/Fn3Dj2JPzdH0Vk+it7yRqArRmPdHRl9MiXYr0fW7iMZ076s3GqOzJ0pXbx9dvd6797mczt5j6OqZ6K3vi9JZ3EdvRTdlPRsZsWcDI/o2UN+3iTHbt/B67DQeL76US889gsumjfGaUAeouqyIzzcdybXvn8ATyzZy3wurOWvNZ/hk8dF8e9199DT/Pyo/+t+BxhAX5BXQdKBFVVcBiMgcYAaQmIBmADe75UeBO8X7824GMEdVe4C3RaTF1Ud/dYrI68DZwCddmftdvT9KdQzVxAFpjAlGpDDMESPLOWJkOX2thTQ1HbXfdlVlW2fv3rH9uvdE6Ysqfa6lYF80Rp/7ZdcXbyEYi7cU9Mr1RXW/5S3R97ExpnvL9cWUvr4oJdF2avZsZGR0I6P6NjIytom63s3Uda/iSF6khP2v1tq0FF0rhIm5V5QwMQokuGlCYghRwkQJufcwUfE+h4lRrp0U0pdy/+EaYf26cnZqBW2UsVNr2KHj2Ek522JltFHOZh3GythoNnQPh3aBtxNraHGvoSspDFNWHKa0qIDSojBlxQWUFxdQWlFFWVENpcUnUFJUQG9RARuKwpRsfptnPnZ22oe9KgyHuPiEBi4+oYEla3dy3wuNnLf0aD4UPo6vpymGIBNQI5A4Qcs64NRUZVS1T0Ta8G6hNQIvJu0bf4rdX501wE5V7eunfKpjbE0MRERmAbMAamtraW5uPohT3aejo2PI+2aKxZweA8Vc7F4phd1ryEqBI9zL0wu8A7yjSuGeNkp2byLSvYlI92bo2ES4oNAlA+/VR5g+3fd5j4bpI0RUQ+zREH24d/W2ectCSGOIRhGihDSKECOkMa8WjXrbiSLqJbp4+RBRwholRIwYQqeU0xlyL6lwyxXsDpWzO1RGdxSKiwoR2NdwZO+y914DjHLL8QYmia+w7Ns3nLRt33ZvW6QAImGh2L0Xhb1t+8Tct5xCDDoiu3nuuWcP5R/WFx+pgw8MG0NY2gf8v+XX/z9rhOCo6mxgNsC0adO0qalpSPU0Nzcz1H0zxWJOj1yLOdfiBYs5XfyKOcgBvFqBxDkFRrt1/ZYRkQKgCq+hQKp9U63fBgxzdSQfK9UxjDHGZFCQCWghMElEJohIEV6jgrlJZeYCV7nlS4Gn3bOZucBMESl2rdsmAQtS1en2ecbVgavz9wMcwxhjTAYFdgvOPW+5HngC7871vaq6TERuAV5S1bnAPcADrpHBdryEgiv3CF6DhT7gOlWvCUt/dbpDfgOYIyL/Abzs6ibVMYwxxmRWoM+AVHUeMC9p3U0Jy93AZSn2vRW4dTB1uvWr2NdSLnF9ymMYY4zJnCyfxMUYY0y+sgRkjDEmIywBGWOMyQhLQMYYYzJCrEXyu4nIFmDNEHcfQdIoCznAYk6PXIs51+IFizldUsU8TlVHDrYSS0A+E5GXVHVapuM4GBZzeuRazLkWL1jM6eJXzHYLzhhjTEZYAjLGGJMRloD8NzvTAQyBxZweuRZzrsULFnO6+BKzPQMyxhiTEXYFZIwxJiMsARljjMkIS0BDJCIXiMgKEWkRkRv62V4sIg+77fNFZHwGwkyMZ4yIPCMiy0VkmYh8sZ8yTSLSJiKvuNdN/dWVTiKyWkRedfG81M92EZE73Pe8VEROykScCfEcnfD9vSIi7SLypaQyGf+eReReEdksIq8lrBsuIk+KyEr3Xp1i36tcmZUiclV/ZdIU7/dE5A337/5bERmWYt8D/gylOeabRaQ14d/+ohT7HvD3S5pjfjgh3tUi8kqKfQ/+e1ZVex3kC28qiLfw5jYuApYAk5PK/DPwY7c8E3g4wzHXAye55QrgzX5ibgIez/T3mxTTamDEAbZfBPwJEOA0YH6mY076OdmI1zkvq75n4EzgJOC1hHX/Bdzglm8Abutnv+HAKvde7ZarMxTveUCBW76tv3gH8zOU5phvBr42iJ+bA/5+SWfMSdt/ANzk1/dsV0BDMx1oUdVVqtoLzAFmJJWZAdzvlh8FzhHZb7L4tFLVDaq62C3vAl4HGjMVj49mAL9Qz4t4M+PWZzoo5xzgLVUd6qgagVHV5/Dmx0qU+DN7P/CRfnY9H3hSVber6g7gSeCCoOKM6y9eVf2zqva5jy/izYScNVJ8x4MxmN8vgThQzO731yeAh/w6niWgoWkE1iZ8Xse7f5nvLeP+k7QBNWmJbgDuduBUYH4/m08XkSUi8icROTa9kfVLgT+LyCIRmdXP9sH8W2TKTFL/Z8227xmgVlU3uOWNQG0/ZbL1+/5HvCvh/gz0M5Ru17vbhvemuM2Zrd/x+4FNqroyxfaD/p4tAR1mRKQc+A3wJVVtT9q8GO920YnA/wC/S3N4/Xmfqp4EXAhcJyJnZjqgwRBvyvhLgF/3szkbv+f9qHdPJSf6aIjIN/FmTn4wRZFs+hn6EXAkMAXYgHdLK1dcwYGvfg76e7YENDStwJiEz6Pdun7LiEgBUAVsS0t0KYhIIV7yeVBVH0verqrtqtrhlucBhSIyIs1hJsfU6t43A7/l3bPeDubfIhMuBBar6qbkDdn4PTub4rcv3fvmfspk1fctIlcDFwOfcknzXQbxM5Q2qrpJVaOqGgN+miKWrPqOYe/vsI8BD6cqM5Tv2RLQ0CwEJonIBPeX7kxgblKZuUC8hdClwNOp/oOkg7t/ew/wuqr+d4oydfHnVCIyHe/nI2NJU0TKRKQivoz30Pm1pGJzgU+71nCnAW0Jt5EyKeVfi9n2PSdI/Jm9Cvh9P2WeAM4TkWp3++g8ty7tROQC4OvAJaralaLMYH6G0ibp+eRHU8QymN8v6XYu8Iaqrutv45C/53S0rMjHF17rqzfxWqt80627Be8/A0AE7/ZLC7AAOCLD8b4P75bKUuAV97oI+BzwOVfmemAZXqubF4H3ZjjmI1wsS1xc8e85MWYB7nL/Dq8C07LgZ6MML6FUJazLqu8ZLzluAPbgPWO4Bu8Z5V+AlcBTwHBXdhrws4R9/9H9XLcAn8lgvC14z0riP8/xVqcNwLwD/QxlMOYH3M/pUrykUp8cs/v8rt8vmYrZrf95/Oc3oewhf882FI8xxpiMsFtwxhhjMsISkDHGmIywBGSMMSYjLAEZY4zJCEtAxhhjMsISkDF5xo22/Xim4zBmIJaAjDHGZIQlIGMyRET+QUQWuPlTfiIiYRHpEJHbxZuz6S8iMtKVnSIiLybMfVPt1k8UkafcwKaLReRIV325iDzq5st5MJMjsRuTiiUgYzJARN4DXA6coapTgCjwKbxRFF5S1WOBZ4Fvu11+AXxDVU/A60kfX/8gcJd6A5u+F68XO3ijnX8JmIzXS/2MgE/JmINWkOkAjDlMnQOcDCx0FycleIN/xtg34OMvgcdEpAoYpqrPuvX3A792Y281qupvAVS1G8DVt0DduF1uBsvxwF8DPytjDoIlIGMyQ4D7VfXG/VaK/FtSuaGOldWTsBzF/q+bLGS34IzJjL8Al4rIKAARGS4i4/D+T17qynwS+KuqtgE7ROT9bv2VwLPqzWy7TkQ+4uooFpHSdJ6EMYfC/ioyJgNUdbmIfAtvBskQ3ujD1wGdwHS3bTPecyLwpkf4sUswq4DPuPVXAj8RkVtcHZel8TSMOSQ2GrYxWUREOlS1PNNxGJMOdgvOGGNMRtgVkDHGmIywKyBjjDEZYQnIGGNMRlgCMsYYkxGWgIwxxmSEJSBjjDEZ8f8BLldgT0/BITIAAAAASUVORK5CYII=", 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -225,6 +293,7 @@ "plt.plot(hist.history['loss'], label='loss')\n", "plt.plot(hist.history['val_loss'], label='validation')\n", "plt.title(\"Loss trend\")\n", + "plt.legend()\n", "plt.xlabel('epoch')\n", "plt.ylabel('loss')\n", "plt.grid()\n", @@ -233,12 +302,41 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(hist.history['mae'], label='mae')\n", + "plt.plot(hist.history['val_mae'], label='validation')\n", + "plt.title(\"Mean Absolute Error trend\")\n", + "plt.ylabel('mae')\n", + "plt.xlabel('epoch')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] @@ -264,15 +362,15 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.858892 → 0.858345\n", - "77400.0 → 77352.02494485519\n" + "0.858892 → 0.558834\n", + "77400.0 → 51093.146293268044\n" ] } ],