From 8731cb08ccb3ccf59b43870429622175e5a855e1 Mon Sep 17 00:00:00 2001 From: Juan Eiros Date: Thu, 24 May 2018 14:13:18 +0100 Subject: [PATCH] improve readme --- README.md | 7 +++++-- dialanine-example.ipynb | 27 +++++++++------------------ features.png | Bin 0 -> 43501 bytes losses.png | Bin 0 -> 19561 bytes 4 files changed, 14 insertions(+), 20 deletions(-) create mode 100644 features.png create mode 100644 losses.png diff --git a/README.md b/README.md index 3af7916..46a7bc8 100644 --- a/README.md +++ b/README.md @@ -27,5 +27,8 @@ from mdgan import MDGAN trjs = AlanineDipeptide().get().trajectories data, sc = make_trajectory_trainable(trjs) # sc is the MinMaxScaler we'll need it later gan = MDGAN(n_atoms=22) -losses = gan.train(data, num_epochs=10) # That's it -``` \ No newline at end of file +losses = gan.train(data, num_epochs=50) # That's it +``` + +![losses](./losses.png) +![features](./features.png) \ No newline at end of file diff --git a/dialanine-example.ipynb b/dialanine-example.ipynb index 78feaad..ce45f92 100644 --- a/dialanine-example.ipynb +++ b/dialanine-example.ipynb @@ -201,25 +201,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 80, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "(,\n", - " )" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -227,7 +216,8 @@ } ], "source": [ - "plot_losses(losses)" + "f, a = plot_losses(losses)\n", + "f.savefig('losses.png')" ] }, { @@ -238,7 +228,7 @@ "\n", "Let's generate 10000 fake conformations with the GAN and see how they compare to actual structures.\n", "\n", - "To do that, create a ten thousand 100-dimensional input vectors to pass into the generator, and get predictions out of it." + "To do that, create ten thousand 100-dimensional input vectors to pass into the generator, and get predictions out of it." ] }, { @@ -336,14 +326,14 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -356,7 +346,8 @@ "ax2.hexbin(real_ftraj[0][:, 0], real_ftraj[0][:, 1], bins='log', mincnt=1)\n", "ax1.set(xlim=[-np.pi, np.pi], ylim=[-np.pi, np.pi], title='fake', xlabel='$\\phi$ (rad)', ylabel='$\\psi$ (rad)',);\n", "ax2.set(xlim=[-np.pi, np.pi], ylim=[-np.pi, np.pi], title='real', xlabel='$\\phi$ (rad)', ylabel='$\\psi$ (rad)');\n", - "f.tight_layout()" + "f.tight_layout()\n", + "f.savefig('features.png')" ] }, { diff --git a/features.png b/features.png new file mode 100644 index 0000000000000000000000000000000000000000..436046a2428fd83993a252e7da7f70abf44da616 GIT binary patch literal 43501 zcma%ib95!m7wwI0+nRXdiEZ1qZQGvMwlT3YNhY>AvF*G&-*3J3{(V`iS8^+TySu7S z?X&kjRgnsE;s~&~umAu6K~h3Q2><}82Oh-GkieEjYD!DsFK}leNfl_|j}Np-1n@JA zgM_9t004*j?*N(G^m_+3a=D0VxG3A3xwsoTnF4GLT^wxeU2H6kh}}$`oGtC`h`%#1 zGkm8bws3KA_`%5d|4v}AcQR*WgM0Z601yKtMFdqmvd=f&JycX*`);o2=aVw-rJ%`? zy%4|^kVVypMTfV}YIPf`tv@s!b@3h<9$jtAtAZdDQAANll!TEI04KZ|GQCglpY4MJ 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