diff --git a/notebook/Low_Rank_Model_Penguins_H2O.ipynb b/notebook/Low_Rank_Model_Penguins_H2O.ipynb index f8c746b..fec5e6c 100644 --- a/notebook/Low_Rank_Model_Penguins_H2O.ipynb +++ b/notebook/Low_Rank_Model_Penguins_H2O.ipynb @@ -38,7 +38,7 @@ "source": [ "from h2o.estimators import H2OGeneralizedLowRankEstimator\n", "from sklearn.metrics import pairwise\n", - "import seaborn as sns\n", + "#import seaborn as sns\n", "\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.datasets import make_classification\n", @@ -65,39 +65,39 @@ "text": [ "Checking whether there is an H2O instance running at http://localhost:54321 ..... not found.\n", "Attempting to start a local H2O server...\n", - " Java Version: java version \"13.0.2\" 2020-01-14; Java(TM) SE Runtime Environment (build 13.0.2+8); Java HotSpot(TM) 64-Bit Server VM (build 13.0.2+8, mixed mode, sharing)\n", - " Starting server from /Users/jcarde20/Library/Python/3.8/lib/python/site-packages/h2o/backend/bin/h2o.jar\n", - " Ice root: /var/folders/d_/pj93f9nd3k9fq5d2jcwxdbq9n_t54d/T/tmp0fzn_x8r\n", - " JVM stdout: /var/folders/d_/pj93f9nd3k9fq5d2jcwxdbq9n_t54d/T/tmp0fzn_x8r/h2o_jcarde20_started_from_python.out\n", - " JVM stderr: /var/folders/d_/pj93f9nd3k9fq5d2jcwxdbq9n_t54d/T/tmp0fzn_x8r/h2o_jcarde20_started_from_python.err\n", + " Java Version: java version \"1.8.0_291\"; Java(TM) SE Runtime Environment (build 1.8.0_291-b10); Java HotSpot(TM) 64-Bit Server VM (build 25.291-b10, mixed mode)\n", + " Starting server from /Users/puccini/opt/miniconda3/lib/python3.9/site-packages/h2o/backend/bin/h2o.jar\n", + " Ice root: /var/folders/dy/8_fqvqk533j0qrxgcml144zc0000gn/T/tmpxjnq5h4l\n", + " JVM stdout: /var/folders/dy/8_fqvqk533j0qrxgcml144zc0000gn/T/tmpxjnq5h4l/h2o_puccini_started_from_python.out\n", + " JVM stderr: /var/folders/dy/8_fqvqk533j0qrxgcml144zc0000gn/T/tmpxjnq5h4l/h2o_puccini_started_from_python.err\n", " Server is running at http://127.0.0.1:54321\n", "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n", - "Warning: Your H2O cluster version is too old (7 months and 20 days)! Please download and install the latest version from http://h2o.ai/download/\n" + "Warning: Your H2O cluster version is too old (11 months and 17 days)! Please download and install the latest version from http://h2o.ai/download/\n" ] }, { "data": { "text/html": [ "
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H2O_cluster_uptime:01 secs
02 secs
H2O_cluster_timezone:America/Phoenix
H2O_data_parsing_timezone:UTC
H2O_cluster_version:3.30.1.3
3.30.0.4
H2O_cluster_version_age:7 months and 20 days !!!
11 months and 17 days !!!
H2O_cluster_name:H2O_from_python_jcarde20_ei29po
H2O_from_python_puccini_1amdt3
H2O_cluster_total_nodes:1
H2O_cluster_free_memory:8 Gb
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H2O_cluster_total_cores:16
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H2O_cluster_allowed_cores:16
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H2O_cluster_status:accepting new members, healthy
H2O_connection_url:
H2O_API_Extensions:Amazon S3, XGBoost, Algos, AutoML, Core V3, TargetEncoder, Core V4
Python_version:3.8.1 final
" + "3.9.1 final" ], "text/plain": [ "-------------------------- ------------------------------------------------------------------\n", - "H2O_cluster_uptime: 01 secs\n", + "H2O_cluster_uptime: 02 secs\n", "H2O_cluster_timezone: America/Phoenix\n", "H2O_data_parsing_timezone: UTC\n", - "H2O_cluster_version: 3.30.1.3\n", - "H2O_cluster_version_age: 7 months and 20 days !!!\n", - "H2O_cluster_name: H2O_from_python_jcarde20_ei29po\n", + "H2O_cluster_version: 3.30.0.4\n", + "H2O_cluster_version_age: 11 months and 17 days !!!\n", + "H2O_cluster_name: H2O_from_python_puccini_1amdt3\n", "H2O_cluster_total_nodes: 1\n", - "H2O_cluster_free_memory: 8 Gb\n", - "H2O_cluster_total_cores: 16\n", - "H2O_cluster_allowed_cores: 16\n", + "H2O_cluster_free_memory: 1.778 Gb\n", + "H2O_cluster_total_cores: 8\n", + "H2O_cluster_allowed_cores: 8\n", "H2O_cluster_status: accepting new members, healthy\n", "H2O_connection_url: http://127.0.0.1:54321\n", "H2O_connection_proxy: {\"http\": null, \"https\": null}\n", "H2O_internal_security: False\n", "H2O_API_Extensions: Amazon S3, XGBoost, Algos, AutoML, Core V3, TargetEncoder, Core V4\n", - "Python_version: 3.8.1 final\n", + "Python_version: 3.9.1 final\n", "-------------------------- ------------------------------------------------------------------" ] }, @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -325,7 +325,7 @@ "9 4250.0 NaN " ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -336,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -345,7 +345,7 @@ "(344, 7)" ] }, - "execution_count": 92, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -411,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -420,7 +420,7 @@ "(344, 7)" ] }, - "execution_count": 93, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -438,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -448,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -467,7 +467,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -492,7 +492,7 @@ "data": { "text/plain": [] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -510,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -527,7 +527,34 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mInit signature:\u001b[0m \u001b[0mH2OGeneralizedLowRankEstimator\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;31mDocstring:\u001b[0m \n", + "Generalized Low Rank Modeling\n", + "\n", + "Builds a generalized low rank model of a H2O dataset.\n", + "\u001b[0;31mInit docstring:\u001b[0m Construct a new model instance.\n", + "\u001b[0;31mFile:\u001b[0m ~/opt/miniconda3/lib/python3.9/site-packages/h2o/estimators/glrm.py\n", + "\u001b[0;31mType:\u001b[0m H2OMeta\n", + "\u001b[0;31mSubclasses:\u001b[0m \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "H2OGeneralizedLowRankEstimator?" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -546,7 +573,6 @@ " svd_method= svd_method ,\n", " regularization_x = Xreg,\n", " regularization_y = Yreg,\n", - " representation_name ='my_very_cool_X',\n", " seed = seed)\n", "\n", " \n", @@ -580,7 +606,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -588,8 +614,8 @@ "output_type": "stream", "text": [ "glrm Model Build progress: |██████████████████████████████████████████████| 100%\n", - "CPU times: user 27.9 ms, sys: 8.96 ms, total: 36.9 ms\n", - "Wall time: 258 ms\n" + "CPU times: user 33 ms, sys: 4.8 ms, total: 37.8 ms\n", + "Wall time: 1.63 s\n" ] } ], @@ -612,12 +638,12 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -640,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -649,7 +675,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -667,16 +693,16 @@ "reconstr_species_ reconstr_island_ reconstr_bill_length_mm reconstr_bill_depth_mm reconstr_flipper_length_mm reconstr_body_mass_greconstr_sex \n", "\n", "\n", - "Adelie Torgersen -1.36797 1.12354 -0.880823 -0.468252MALE \n", - "Adelie Torgersen -1.56452 0.566639 -0.773371 -0.498625nan \n", - "Adelie Torgersen -1.13683 0.859679 -0.595212 -0.270185MALE \n", - "Adelie Torgersen -1.53626 1.92448 -0.605464 0.228835MALE \n", - "Adelie Torgersen -0.46838 1.94357 -0.273803 0.422134MALE \n", - "Adelie Torgersen -2.20443 0.553333 -1.29272 -1.01155 FEMALE \n", - "Adelie Torgersen -0.413959 2.41979 -0.403927 0.371423MALE \n", - "Adelie Biscoe -1.46225 0.107228 -1.06281 -0.952304FEMALE \n", - "Adelie Biscoe -1.3343 0.88806 -0.75497 -0.294731MALE \n", - "Adelie Biscoe -1.42028 0.165612 -0.838972 -0.64702 FEMALE \n", + "Adelie Torgersen -1.20803 1.0277 -0.861634 -0.520874MALE \n", + "Adelie Torgersen -1.94429 0.526379 -0.798886 -0.44779 nan \n", + "Adelie Torgersen -1.09577 0.737496 -0.608981 -0.342673nan \n", + "Adelie Torgersen -1.37892 1.74982 -0.585649 0.168607MALE \n", + "Adelie Torgersen -0.282952 1.62575 -0.23612 0.306742MALE \n", + "Adelie Torgersen -1.63617 0.503774 -1.18855 -1.03859 FEMALE \n", + "Adelie Torgersen -0.264007 2.44412 -0.335077 0.443711MALE \n", + "Adelie Biscoe -1.57467 -0.124197 -1.12168 -1.09621 FEMALE \n", + "Adelie Biscoe -1.33191 0.850883 -0.826691 -0.409753MALE \n", + "Adelie Biscoe -1.43825 0.199182 -0.935593 -0.758101FEMALE \n", "\n", "" ] @@ -688,7 +714,7 @@ "data": { "text/plain": [] }, - "execution_count": 103, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -706,7 +732,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -834,7 +860,7 @@ "3 0.993589 -0.837670 -0.129787 -0.759516 " ] }, - "execution_count": 104, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -852,7 +878,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -982,7 +1008,7 @@ "[344 rows x 4 columns]" ] }, - "execution_count": 105, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1000,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1025,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1041,7 +1067,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1075,14 +1101,14 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -1112,14 +1138,14 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -1149,7 +1175,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1185,14 +1211,14 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -1210,7 +1236,9 @@ "le_species = preprocessing.LabelEncoder().fit(sp)\n", "target = le_species.transform( sp )\n", "\n", - "LR(Xdata[ list(np.random.choice(Xdata.columns,3)) ],target )" + "LR(Xdata[ list(np.random.choice(Xdata.columns,3)) ],target )\n", + "\n", + "plt.show()" ] }, { @@ -1222,14 +1250,14 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1242,7 +1270,9 @@ "le_species = preprocessing.LabelEncoder().fit(sp)\n", "target = le_species.transform( sp )\n", "\n", - "LR( lrm['X'], target )" + "LR( lrm['X'], target )\n", + "\n", + "plt.show()" ] }, { @@ -1254,14 +1284,14 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "H2O session _sid_8b9c closed.\n" + "H2O session _sid_ba9a closed.\n" ] } ], @@ -1293,7 +1323,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.1" + "version": "3.9.1" } }, "nbformat": 4,