{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-09-23T11:31:04.426953Z", "start_time": "2018-09-23T11:31:04.389908Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/hegder/anaconda3/envs/dp2/lib/python3.5/site-packages/ipyparallel/client/client.py:459: RuntimeWarning: \n", " Controller appears to be listening on localhost, but not on this machine.\n", " If this is true, you should specify Client(...,sshserver='you@Gamma')\n", " or instruct your controller to listen on an external IP.\n", " RuntimeWarning)\n" ] }, { "data": { "text/plain": [ "[0, 1, 2, 3, 4, 5, 6, 7]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import ipyparallel as ipp\n", "\n", "rc = ipp.Client()\n", "dview = rc[:]\n", "\n", "rc.ids\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-09-23T11:31:16.406170Z", "start_time": "2018-09-23T11:31:11.595017Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using MXNet backend\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Dataset has been loaded\n", "[stdout:0] Dataset has been loaded\n", "[stdout:1] Dataset has been loaded\n", "[stdout:2] Dataset has been loaded\n", "[stdout:3] Dataset has been loaded\n", "[stdout:4] Dataset has been loaded\n", "[stdout:5] Dataset has been loaded\n", "[stdout:6] Dataset has been loaded\n", "[stdout:7] Dataset has been loaded\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[stderr:0] Using MXNet backend\n", "[stderr:1] Using MXNet backend\n", "[stderr:2] Using MXNet backend\n", "[stderr:3] Using MXNet backend\n", "[stderr:4] Using MXNet backend\n", "[stderr:5] Using MXNet backend\n", "[stderr:6] Using MXNet backend\n", "[stderr:7] Using MXNet backend\n" ] } ], "source": [ "%%px --local\n", "\n", "import numpy as np\n", "import warnings\n", "import hyptune as htun\n", "import scnets as scn\n", "import h5py\n", "import os\n", "from sklearn.model_selection import train_test_split\n", "\n", "warnings.filterwarnings('ignore')\n", "#now load this dataset \n", "h5f = h5py.File('./datasets/s8_sio2tio2_v2.h5','r')\n", "X = h5f['sizes'][:]\n", "Y = h5f['spectrum'][:]\n", "\n", "#get the ranges of the loaded data\n", "num_layers = X.shape[1]\n", "num_lpoints = Y.shape[1]\n", "size_max = np.amax(X)\n", "size_min = np.amin(X)\n", "size_av = 0.5*(size_max + size_min)\n", "\n", "#this information is not given in the dataset\n", "lam_min = 300\n", "lam_max = 1200\n", "lams = np.linspace(lam_min, lam_max, num_lpoints)\n", "\n", "#create a train - test split of the dataset\n", "x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size=0.55, random_state=42)\n", "\n", "# normalize inputs \n", "x_train = (x_train - 50)/20 \n", "x_test = (x_test - 50)/20 \n", "\n", "print(\"Dataset has been loaded\")\n", "# print(\"x-train\", x_train.shape)\n", "# print(\"x-test \", x_test.shape)\n", "# print(\"y-train\", y_train.shape)\n", "# print(\"y-test \", y_test.shape)\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2018-09-23T10:47:39.279420Z", "start_time": "2018-09-23T10:47:39.234266Z" } }, "outputs": [], "source": [ "%%px --local\n", "import numpy as np\n", "import warnings\n", "import hyptune as htun\n", "import scnets as scn\n", "import h5py\n", "import os\n", "from sklearn.model_selection import train_test_split\n", "print(42)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-09-23T11:31:25.335380Z", "start_time": "2018-09-23T11:31:25.316581Z" } }, "outputs": [], "source": [ "def ff(x):\n", " func = scn.resnet\n", "\n", "\n", " param_grid = dict(num_units=[x], \n", " red_dim=[8,16],\n", " gpu_id=[x%2],\n", " batch_size=[32, 64],\n", " ker_size=[3, 5, 7])\n", " cvresults = htun.get_cv_grid(modelfunc=func, \n", " param_grid=param_grid,\n", " num_epochs=250,\n", " x_train=x_train,\n", " y_train=y_train)\n", " htres = htun.print_tuning_results(cvresults, func)\n", " outname = \"n\" + str(x) + \"_cvsrch.dat\"\n", " htres.to_csv(outname)\n", " \n", "\n", "\n", "asyn = dview.map_async(ff,[2,3, 4, 5, 6])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-09-23T11:31:29.177764Z", "start_time": "2018-09-23T11:31:29.173886Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 3 folds for each of 12 candidates, totalling 36 fits\n", "\n", "Fitting 3 folds for each of 12 candidates, totalling 36 fits\n", "\n", "Fitting 3 folds for each of 12 candidates, totalling 36 fits\n", "\n", "Fitting 3 folds for each of 12 candidates, totalling 36 fits\n", "\n", "Fitting 3 folds for each of 12 candidates, totalling 36 fits\n", "\n" ] } ], "source": [ "for out in asyn.stdout:\n", " print(out)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-09-23T13:24:22.475122Z", "start_time": "2018-09-23T13:24:22.303118Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "#from scattnlay import scattnlay, fieldnlay\n", "\n", "#import jtplot submodule from jupyterthemes\n", "from jupyterthemes import jtplot\n", "# currently installed theme will be used to\n", "# set plot style if no arguments provided\n", "jtplot.style()\n", "\n", "\n", "\n", "a = np.linspace(1,100)\n", "b = np.sin(a)\n", "plt.plot(a,b)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-09-23T15:37:28.252167Z", "start_time": "2018-09-23T15:37:28.078206Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fixing random state for reproducibility\n", "np.random.seed(19680801)\n", "\n", "# Compute pie slices\n", "N = 20\n", "theta = np.linspace(0.0, 2 * np.pi, N, endpoint=False)\n", "radii = 10 * np.random.rand(N)\n", "width = np.pi / 4 * np.random.rand(N)\n", "\n", "ax = plt.subplot(111, projection='polar')\n", "bars = ax.bar(theta, radii, width=width, bottom=0.0)\n", "\n", "# Use custom colors and opacity\n", "for r, bar in zip(radii, bars):\n", " bar.set_facecolor(plt.cm.viridis(r / 10.))\n", " bar.set_alpha(0.5)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "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": "3.7.0" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }