diff --git a/mup_examples/mutransfer_lr_owt/plot.ipynb b/mup_examples/mutransfer_lr_owt/plot.ipynb index 82ac3e7d50..d32c8e95b8 100644 --- a/mup_examples/mutransfer_lr_owt/plot.ipynb +++ b/mup_examples/mutransfer_lr_owt/plot.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -35,7 +35,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -127,7 +127,7 @@ " avg_final_losses = np.array(avg_final_losses)\n", " sem_losses = np.array(sem_losses)\n", " ax.plot(lrs_to_plot, avg_final_losses, label=width, marker='o', color=color_helper.get_rgb(width_idx))\n", - " ax.fill_between(lrs_to_plot, avg_final_losses-sem_losses, avg_final_losses+sem_losses, color=color_helper.get_rgb(width_idx), alpha=0.5)\n", + " ax.fill_between(lrs_to_plot, avg_final_losses-sem_losses, avg_final_losses+sem_losses, color=color_helper.get_rgb(width_idx), alpha=0.33)\n", " \n", " if len(avg_final_losses):\n", " optimum_idx = np.argmin(avg_final_losses)\n", diff --git a/mup_examples/mutransfer_lr_shakespeare_char/plot.ipynb b/mup_examples/mutransfer_lr_shakespeare_char/plot.ipynb index d4499edf4a..0af530af00 100644 --- a/mup_examples/mutransfer_lr_shakespeare_char/plot.ipynb +++ b/mup_examples/mutransfer_lr_shakespeare_char/plot.ipynb @@ -2,114 +2,186 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[7.713680182046037]\n", - "[7.713680182046037, 7.578597941049716]\n", - "[7.713680182046037, 7.578597941049716, 7.5295395579764515]\n", - "[7.377347325891014]\n", - "[7.377347325891014, 7.420063619691182]\n", - "[7.377347325891014, 7.420063619691182, 7.443194997989066]\n", - "[7.329561152109286]\n", - "[7.329561152109286, 7.366863715939406]\n", - "[7.329561152109286, 7.366863715939406, 7.307259675933094]\n", - "[7.600088274575831]\n", - "[7.600088274575831, 7.633412655776109]\n", - "[7.600088274575831, 7.633412655776109, 7.593391794499343]\n", - "[8.094918464257464]\n", - "[8.094918464257464, 8.114772114327284]\n", - "[8.094918464257464, 8.114772114327284, 8.098092819617047]\n", - "[8.807770628270095]\n", - "[8.807770628270095, 8.820072061647245]\n", - "[8.807770628270095, 8.820072061647245, 8.830211453321503]\n", - "[9.524922115046804]\n", - "[9.524922115046804, 9.523051277408754]\n", - "[9.524922115046804, 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", + "image/png": 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", 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" ] @@ -201,7 +273,7 @@ " mean_losses = np.array(mean_losses)\n", " sem_losses = np.array(sem_losses)\n", " ax.plot(lrs_to_plot, mean_losses, label=width, marker='o', color=color_helper.get_rgb(width_idx))\n", - " ax.fill_between(lrs_to_plot, mean_losses-sem_losses, mean_losses+sem_losses, color=color_helper.get_rgb(width_idx), alpha=0.5)\n", + " ax.fill_between(lrs_to_plot, mean_losses-sem_losses, mean_losses+sem_losses, color=color_helper.get_rgb(width_idx), alpha=0.33)\n", " \n", " if len(mean_losses):\n", " optimum_idx = np.argmin(mean_losses)\n", @@ -224,13 +296,6 @@ "plt.show()\n", "plt.close()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {