diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..e96622d --- /dev/null +++ b/.gitignore @@ -0,0 +1,16 @@ +data/ +ignore/ +models/ + +*.pkl +*.h5 +*.zip + +*.jpg +*.png + +*.env +*.json + +__pycache__/ +.ipynb_checkpoints/ diff --git a/CH7.ipynb b/CH7.ipynb deleted file mode 100644 index 2a844e4..0000000 --- a/CH7.ipynb +++ /dev/null @@ -1,625 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## append.py" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "import apache_beam as beam\n", - "import argparse\n", - "from apache_beam.options.pipeline_options import PipelineOptions\n", - "from apache_beam.io import ReadFromText\n", - "from apache_beam.io import WriteToText\n", - "\n", - "# define a function for transforming the data \n", - "class AppendDoFn(beam.DoFn):\n", - " def process(self, element):\n", - " return element + \" - Hello World!\"\n", - " \n", - "# set up pipeline parameters \n", - "parser = argparse.ArgumentParser()\n", - "parser.add_argument('--input', dest='input',\n", - " default='gs://dataflow-samples/shakespeare/kinglear.txt')\n", - "parser.add_argument('--output', dest='output',\n", - " default='gs://dsp_model_store/shakespeare/kinglear.txt')\n", - "known_args, pipeline_args = parser.parse_known_args(None)\n", - "pipeline_options = PipelineOptions(pipeline_args)\n", - "\n", - "# define the pipeline steps \n", - "p = beam.Pipeline(options=pipeline_options)\n", - "lines = p | 'read' >> ReadFromText(known_args.input)\n", - "appended = lines | 'append' >> beam.ParDo(AppendDoFn())\n", - "appended | 'write' >> WriteToText(known_args.output)\n", - "\n", - "# run the pipeline \n", - "result = p.run()\n", - "result.wait_until_finish()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## dataflow_read.py" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "ERROR:root:Exception at bundle , due to an exception.\n", - " Traceback (most recent call last):\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 343, in call\n", - " finish_state)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 383, in attempt_call\n", - " result = evaluator.finish_bundle()\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\", line 319, in finish_bundle\n", - " with self._source.reader() as reader:\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\", line 495, in reader\n", - " kms_key=self.kms_key)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\", line 864, in __init__\n", - " 'Missing executing project information. Please use the --project '\n", - "RuntimeError: Missing executing project information. Please use the --project command line option to specify it.\n", - "\n", - "ERROR:root:Exception at bundle , due to an exception.\n", - " Traceback (most recent call last):\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 343, in call\n", - " finish_state)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 383, in attempt_call\n", - " result = evaluator.finish_bundle()\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\", line 319, in finish_bundle\n", - " with self._source.reader() as reader:\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\", line 495, in reader\n", - " kms_key=self.kms_key)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\", line 864, in __init__\n", - " 'Missing executing project information. Please use the --project '\n", - "RuntimeError: Missing executing project information. Please use the --project command line option to specify it.\n", - "\n", - "ERROR:root:Exception at bundle , due to an exception.\n", - " Traceback (most recent call last):\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 343, in call\n", - " finish_state)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 383, in attempt_call\n", - " result = evaluator.finish_bundle()\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\", line 319, in finish_bundle\n", - " with self._source.reader() as reader:\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\", line 495, in reader\n", - " kms_key=self.kms_key)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\", line 864, in __init__\n", - " 'Missing executing project information. Please use the --project '\n", - "RuntimeError: Missing executing project information. Please use the --project command line option to specify it.\n", - "\n", - "ERROR:root:Exception at bundle , due to an exception.\n", - " Traceback (most recent call last):\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 343, in call\n", - " finish_state)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 383, in attempt_call\n", - " result = evaluator.finish_bundle()\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\", line 319, in finish_bundle\n", - " with self._source.reader() as reader:\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\", line 495, in reader\n", - " kms_key=self.kms_key)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\", line 864, in __init__\n", - " 'Missing executing project information. Please use the --project '\n", - "RuntimeError: Missing executing project information. Please use the --project command line option to specify it.\n", - "\n", - "ERROR:root:Giving up after 4 attempts.\n", - "WARNING:root:A task failed with exception: Missing executing project information. Please use the --project command line option to specify it.\n" - ] - }, - { - "ename": "RuntimeError", - "evalue": "Missing executing project information. Please use the --project command line option to specify it.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0;31m# run the pipeline\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 29\u001b[0;31m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait_until_finish\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/direct_runner.py\u001b[0m in \u001b[0;36mwait_until_finish\u001b[0;34m(self, duration)\u001b[0m\n\u001b[1;32m 429\u001b[0m 'DirectRunner does not support duration argument.')\n\u001b[1;32m 430\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 431\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_executor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mawait_completion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 432\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPipelineState\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDONE\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 433\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\u001b[0m in \u001b[0;36mawait_completion\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mawait_completion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 400\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_executor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mawait_completion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 401\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mshutdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\u001b[0m in \u001b[0;36mawait_completion\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 444\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mupdate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexception\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 445\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mupdate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 446\u001b[0;31m \u001b[0mraise_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 447\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 448\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecutor_service\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshutdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, state_sampler)\u001b[0m\n\u001b[1;32m 341\u001b[0m \u001b[0mstart_state\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 342\u001b[0m \u001b[0mprocess_state\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 343\u001b[0;31m finish_state)\n\u001b[0m\u001b[1;32m 344\u001b[0m \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 345\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\u001b[0m in \u001b[0;36mattempt_call\u001b[0;34m(self, metrics_container, side_input_values, start_state, process_state, finish_state)\u001b[0m\n\u001b[1;32m 381\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mfinish_state\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 383\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mevaluator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfinish_bundle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 384\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogical_metric_updates\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmetrics_container\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_cumulative\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 385\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\u001b[0m in \u001b[0;36mfinish_bundle\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 317\u001b[0m \u001b[0mbundles\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_read_values_to_bundles\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 318\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 319\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_source\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mreader\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 320\u001b[0m \u001b[0mbundles\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_read_values_to_bundles\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 321\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\u001b[0m in \u001b[0;36mreader\u001b[0;34m(self, test_bigquery_client)\u001b[0m\n\u001b[1;32m 493\u001b[0m \u001b[0muse_legacy_sql\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muse_legacy_sql\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 494\u001b[0m \u001b[0mflatten_results\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflatten_results\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 495\u001b[0;31m kms_key=self.kms_key)\n\u001b[0m\u001b[1;32m 496\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 497\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, source, test_bigquery_client, use_legacy_sql, flatten_results, kms_key)\u001b[0m\n\u001b[1;32m 862\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecuting_project\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mtest_bigquery_client\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 863\u001b[0m raise RuntimeError(\n\u001b[0;32m--> 864\u001b[0;31m \u001b[0;34m'Missing executing project information. Please use the --project '\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 865\u001b[0m 'command line option to specify it.')\n\u001b[1;32m 866\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrow_as_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcoder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRowAsDictJsonCoder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mRuntimeError\u001b[0m: Missing executing project information. Please use the --project command line option to specify it." - ] - } - ], - "source": [ - "import apache_beam as beam\n", - "import argparse\n", - "from apache_beam.options.pipeline_options import PipelineOptions\n", - "\n", - "parser = argparse.ArgumentParser()\n", - "known_args, pipeline_args = parser.parse_known_args(None)\n", - "pipeline_options = PipelineOptions(pipeline_args)\n", - "\n", - "class ApplyDoFn(beam.DoFn):\n", - " def process(self, element):\n", - " print(element)\n", - "\n", - "\n", - "query = \"\"\"\n", - "select *\n", - "from `bigquery-public-data.samples.natality`\n", - "order by rand()\n", - "limit 100\n", - "\"\"\"\n", - "\n", - "# define the pipeline steps\n", - "p = beam.Pipeline(options=pipeline_options)\n", - "data = p | 'Read from BigQuery' >> beam.io.Read(\n", - " beam.io.BigQuerySource(query=query, use_standard_sql=True))\n", - "scored = data | 'Apply Model' >> beam.ParDo(ApplyDoFn())\n", - "\n", - "# run the pipeline\n", - "result = p.run()\n", - "result.wait_until_finish()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Query Natality" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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yearpluralityapgar_5minmother_agefather_agegestation_weeksever_bornmother_marriedweight
019700.00.0374638.0817.625790
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\n", - "
" - ], - "text/plain": [ - " year plurality apgar_5min mother_age father_age gestation_weeks \\\n", - "0 1970 0.0 0.0 37 46 38.0 \n", - "1 1971 1.0 0.0 43 47 38.0 \n", - "2 1972 1.0 0.0 46 48 41.0 \n", - "3 1972 1.0 0.0 38 34 99.0 \n", - "4 1973 1.0 0.0 42 49 99.0 \n", - "\n", - " ever_born mother_married weight \n", - "0 8 1 7.625790 \n", - "1 12 1 7.438397 \n", - "2 13 1 8.437091 \n", - "3 10 1 7.374463 \n", - "4 10 1 5.813590 " - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from google.cloud import bigquery\n", - "client = bigquery.Client()\n", - "\n", - "sql = \"\"\"\n", - "SELECT year, plurality, apgar_5min, \n", - " mother_age, father_age, \n", - " gestation_weeks, ever_born\n", - " ,case when mother_married = true \n", - " then 1 else 0 end as mother_married\n", - " ,weight_pounds as weight\n", - " FROM `bigquery-public-data.samples.natality`\n", - " limit 10000\n", - "\"\"\"\n", - "\n", - "natalityDF = client.query(sql).to_dataframe().fillna(0)\n", - "natalityDF.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Train and Save Model" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LinearRegression\n", - "import pickle\n", - "from google.cloud import storage\n", - "\n", - "# fit and pickle a model \n", - "model = LinearRegression()\n", - "model.fit(natalityDF.iloc[:,1:8], natalityDF['weight'])\n", - "pickle.dump(model, open(\"natality.pkl\", 'wb'))\n", - "\n", - "# Save to GCS\n", - "bucket = storage.Client().get_bucket('dsp_model_store')\n", - "blob = bucket.blob('natality/sklearn-linear')\n", - "blob.upload_from_filename('natality.pkl')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Test Model Loading " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "from google.cloud import storage\n", - "import pickle \n", - "\n", - "bucket = storage.Client().get_bucket('dsp_model_store')\n", - "blob = bucket.get_blob('natality/sklearn-linear')\n", - "model = pickle.loads(blob.download_as_string())\n", - "model\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Prediction Pipeline " - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ec2-user/.local/lib/python3.7/site-packages/ipykernel_launcher.py:45: BeamDeprecationWarning: parse_table_schema_from_json is deprecated since 2.11.0. Use bigquery_tools.parse_table_schema_from_json instead.\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/ipykernel_launcher.py:73: BeamDeprecationWarning: BigQuerySink is deprecated since 2.11.0. Use WriteToBigQuery instead.\n", - "ERROR:root:Exception at bundle , due to an exception.\n", - " Traceback (most recent call last):\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 343, in call\n", - " finish_state)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 383, in attempt_call\n", - " result = evaluator.finish_bundle()\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\", line 319, in finish_bundle\n", - " with self._source.reader() as reader:\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\", line 495, in reader\n", - " kms_key=self.kms_key)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\", line 864, in __init__\n", - " 'Missing executing project information. Please use the --project '\n", - "RuntimeError: Missing executing project information. Please use the --project command line option to specify it.\n", - "\n", - "ERROR:root:Exception at bundle , due to an exception.\n", - " Traceback (most recent call last):\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 343, in call\n", - " finish_state)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 383, in attempt_call\n", - " result = evaluator.finish_bundle()\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\", line 319, in finish_bundle\n", - " with self._source.reader() as reader:\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\", line 495, in reader\n", - " kms_key=self.kms_key)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\", line 864, in __init__\n", - " 'Missing executing project information. Please use the --project '\n", - "RuntimeError: Missing executing project information. Please use the --project command line option to specify it.\n", - "\n", - "ERROR:root:Exception at bundle , due to an exception.\n", - " Traceback (most recent call last):\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 343, in call\n", - " finish_state)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 383, in attempt_call\n", - " result = evaluator.finish_bundle()\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\", line 319, in finish_bundle\n", - " with self._source.reader() as reader:\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\", line 495, in reader\n", - " kms_key=self.kms_key)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\", line 864, in __init__\n", - " 'Missing executing project information. Please use the --project '\n", - "RuntimeError: Missing executing project information. Please use the --project command line option to specify it.\n", - "\n", - "ERROR:root:Exception at bundle , due to an exception.\n", - " Traceback (most recent call last):\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 343, in call\n", - " finish_state)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\", line 383, in attempt_call\n", - " result = evaluator.finish_bundle()\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\", line 319, in finish_bundle\n", - " with self._source.reader() as reader:\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\", line 495, in reader\n", - " kms_key=self.kms_key)\n", - " File \"/home/ec2-user/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\", line 864, in __init__\n", - " 'Missing executing project information. Please use the --project '\n", - "RuntimeError: Missing executing project information. Please use the --project command line option to specify it.\n", - "\n", - "ERROR:root:Giving up after 4 attempts.\n", - "WARNING:root:A task failed with exception: Missing executing project information. Please use the --project command line option to specify it.\n" - ] - }, - { - "ename": "RuntimeError", - "evalue": "Missing executing project information. Please use the --project command line option to specify it.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;31m# run the pipeline\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 78\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 79\u001b[0;31m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait_until_finish\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/direct_runner.py\u001b[0m in \u001b[0;36mwait_until_finish\u001b[0;34m(self, duration)\u001b[0m\n\u001b[1;32m 429\u001b[0m 'DirectRunner does not support duration argument.')\n\u001b[1;32m 430\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 431\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_executor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mawait_completion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 432\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPipelineState\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDONE\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 433\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\u001b[0m in \u001b[0;36mawait_completion\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mawait_completion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 400\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_executor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mawait_completion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 401\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mshutdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\u001b[0m in \u001b[0;36mawait_completion\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 444\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mupdate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexception\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 445\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mupdate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexc_info\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 446\u001b[0;31m \u001b[0mraise_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 447\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 448\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecutor_service\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshutdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/future/utils/__init__.py\u001b[0m in \u001b[0;36mraise_\u001b[0;34m(tp, value, tb)\u001b[0m\n\u001b[1;32m 411\u001b[0m \u001b[0mexc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 412\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mexc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mtb\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 413\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mexc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 414\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mexc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 415\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, state_sampler)\u001b[0m\n\u001b[1;32m 341\u001b[0m \u001b[0mstart_state\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 342\u001b[0m \u001b[0mprocess_state\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 343\u001b[0;31m finish_state)\n\u001b[0m\u001b[1;32m 344\u001b[0m \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 345\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/executor.py\u001b[0m in \u001b[0;36mattempt_call\u001b[0;34m(self, metrics_container, side_input_values, start_state, process_state, finish_state)\u001b[0m\n\u001b[1;32m 381\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mfinish_state\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 383\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mevaluator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfinish_bundle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 384\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogical_metric_updates\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmetrics_container\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_cumulative\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 385\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/runners/direct/transform_evaluator.py\u001b[0m in \u001b[0;36mfinish_bundle\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 317\u001b[0m \u001b[0mbundles\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_read_values_to_bundles\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 318\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 319\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_source\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mreader\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 320\u001b[0m \u001b[0mbundles\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_read_values_to_bundles\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 321\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery.py\u001b[0m in \u001b[0;36mreader\u001b[0;34m(self, test_bigquery_client)\u001b[0m\n\u001b[1;32m 493\u001b[0m \u001b[0muse_legacy_sql\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muse_legacy_sql\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 494\u001b[0m \u001b[0mflatten_results\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflatten_results\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 495\u001b[0;31m kms_key=self.kms_key)\n\u001b[0m\u001b[1;32m 496\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 497\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/apache_beam/io/gcp/bigquery_tools.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, source, test_bigquery_client, use_legacy_sql, flatten_results, kms_key)\u001b[0m\n\u001b[1;32m 862\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecuting_project\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mtest_bigquery_client\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 863\u001b[0m raise RuntimeError(\n\u001b[0;32m--> 864\u001b[0;31m \u001b[0;34m'Missing executing project information. Please use the --project '\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 865\u001b[0m 'command line option to specify it.')\n\u001b[1;32m 866\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrow_as_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcoder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRowAsDictJsonCoder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mRuntimeError\u001b[0m: Missing executing project information. Please use the --project command line option to specify it." - ] - } - ], - "source": [ - "import apache_beam as beam\n", - "import argparse\n", - "from apache_beam.options.pipeline_options import PipelineOptions\n", - "from apache_beam.options.pipeline_options import SetupOptions\n", - "from apache_beam.io.gcp.bigquery import parse_table_schema_from_json\n", - "import json\n", - "\n", - "query = \"\"\"\n", - " SELECT year, plurality, apgar_5min, \n", - " mother_age, father_age, \n", - " gestation_weeks, ever_born\n", - " ,case when mother_married = true \n", - " then 1 else 0 end as mother_married\n", - " ,weight_pounds as weight\n", - " ,current_timestamp as time\n", - " ,GENERATE_UUID() as guid\n", - " FROM `bigquery-public-data.samples.natality` \n", - " limit 100 \n", - "\"\"\"\n", - "\n", - "class ApplyDoFn(beam.DoFn):\n", - "\n", - " def __init__(self):\n", - " self._model = None\n", - " from google.cloud import storage\n", - " import pandas as pd\n", - " import pickle as pkl\n", - " self._storage = storage\n", - " self._pkl = pkl\n", - " self._pd = pd\n", - " \n", - " def process(self, element):\n", - " if self._model is None:\n", - " bucket = self._storage.Client().get_bucket('dsp_model_store')\n", - " blob = bucket.get_blob('natality/sklearn-linear')\n", - " self._model = self._pkl.loads(blob.download_as_string())\n", - " \n", - " new_x = self._pd.DataFrame.from_dict(element, orient = \"index\").transpose().fillna(0) \n", - " weight = self._model.predict(new_x.iloc[:,1:8])[0]\n", - " return [ { 'guid': element['guid'], 'weight': weight, 'time': str(element['time']) } ]\n", - "\n", - "schema = parse_table_schema_from_json(json.dumps({'fields':\n", - " [ { 'name': 'guid', 'type': 'STRING'},\n", - " { 'name': 'weight', 'type': 'FLOAT64'},\n", - " { 'name': 'time', 'type': 'STRING'} ]}))\n", - "\n", - "class PublishDoFn(beam.DoFn):\n", - " \n", - " def __init__(self):\n", - " from google.cloud import datastore \n", - " self._ds = datastore\n", - " \n", - " def process(self, element):\n", - " client = self._ds.Client()\n", - " key = client.key('natality-guid', element['guid'])\n", - " entity = self._ds.Entity(key)\n", - " entity['weight'] = element['weight'] \n", - " entity['time'] = element['time']\n", - " client.put(entity)\n", - "\n", - "parser = argparse.ArgumentParser()\n", - "known_args, pipeline_args = parser.parse_known_args(None)\n", - "pipeline_options = PipelineOptions(pipeline_args)\n", - "\n", - "# define the pipeline steps\n", - "p = beam.Pipeline(options=pipeline_options)\n", - "data = p | 'Read from BigQuery' >> beam.io.Read(\n", - " beam.io.BigQuerySource(query=query, use_standard_sql=True))\n", - "scored = data | 'Apply Model' >> beam.ParDo(ApplyDoFn())\n", - "scored | 'Save to BigQuery' >> beam.io.Write(beam.io.BigQuerySink(\n", - " 'weight_preds', 'dsp_demo', schema = schema,\n", - " create_disposition=beam.io.BigQueryDisposition.CREATE_IF_NEEDED,\n", - " write_disposition=beam.io.BigQueryDisposition.WRITE_APPEND))\n", - "\n", - "scored | 'Create entities' >> beam.ParDo(PublishDoFn())\n", - "\n", - "# run the pipeline\n", - "result = p.run()\n", - "result.wait_until_finish()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Read from Datastore" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "\n", - "from google.cloud import datastore\n", - "client = datastore.Client()\n", - "query = client.query(kind='natality-guid')\n", - "\n", - "query_iter = query.fetch()\n", - "for entity in query_iter:\n", - " print(entity)\n", - " break\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": "3.7.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/DSP-CH1.ipynb b/DSP-CH1.ipynb deleted file mode 100644 index a2bd7e9..0000000 --- a/DSP-CH1.ipynb +++ /dev/null @@ -1,1633 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1.5 Data Sets" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Housing Data Set" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATlabel
00.0063218.02.310.00.5386.57565.24.09001.0296.015.3396.904.9824.0
10.027310.07.070.00.4696.42178.94.96712.0242.017.8396.909.1421.6
20.027290.07.070.00.4697.18561.14.96712.0242.017.8392.834.0334.7
30.032370.02.180.00.4586.99845.86.06223.0222.018.7394.632.9433.4
40.069050.02.180.00.4587.14754.26.06223.0222.018.7396.905.3336.2
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" - ], - "text/plain": [ - " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n", - "0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 296.0 \n", - "1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 242.0 \n", - "2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 242.0 \n", - "3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 222.0 \n", - "4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 222.0 \n", - "\n", - " PTRATIO B LSTAT label \n", - "0 15.3 396.90 4.98 24.0 \n", - "1 17.8 396.90 9.14 21.6 \n", - "2 17.8 392.83 4.03 34.7 \n", - "3 18.7 394.63 2.94 33.4 \n", - "4 18.7 396.90 5.33 36.2 " - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.datasets import load_boston\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "data, target = load_boston(True)\n", - "bostonDF = pd.DataFrame(data, columns=load_boston().feature_names)\n", - "bostonDF['label'] = target\n", - "bostonDF.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Game Purchases" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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G1G2G3G4G5G6G7G8G9G10label
000010000000
100001000000
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400101101101
\n", - "
" - ], - "text/plain": [ - " G1 G2 G3 G4 G5 G6 G7 G8 G9 G10 label\n", - "0 0 0 0 1 0 0 0 0 0 0 0\n", - "1 0 0 0 0 1 0 0 0 0 0 0\n", - "2 0 0 1 0 0 0 0 0 0 0 0\n", - "3 0 0 1 0 0 1 1 0 0 1 1\n", - "4 0 0 1 0 1 1 0 1 1 0 1" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gamesDF = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", - "gamesDF.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Big Query" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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source_yearyearmonthdaywdaystateis_malechild_raceweight_poundsplurality...alcohol_usedrinks_per_weekweight_gain_poundsborn_alive_aliveborn_alive_deadborn_deadever_bornfather_racefather_agerecord_weight
01970197094NoneHITrue77.625790NaN...NoneNoneNone70087462
11971197162NoneHIFalse67.4383971.0...NoneNoneNone1100126472
2197219721127NoneHIFalse78.4370911.0...NoneNoneNone1200137482
3197219721110NoneHITrue77.3744631.0...NoneNoneNone603107342
4197319731226NoneHIFalse75.8135901.0...NoneNoneNone801107492
\n", - "

5 rows × 31 columns

\n", - "
" - ], - "text/plain": [ - " source_year year month day wday state is_male child_race \\\n", - "0 1970 1970 9 4 None HI True 7 \n", - "1 1971 1971 6 2 None HI False 6 \n", - "2 1972 1972 11 27 None HI False 7 \n", - "3 1972 1972 11 10 None HI True 7 \n", - "4 1973 1973 12 26 None HI False 7 \n", - "\n", - " weight_pounds plurality ... alcohol_use drinks_per_week \\\n", - "0 7.625790 NaN ... None None \n", - "1 7.438397 1.0 ... None None \n", - "2 8.437091 1.0 ... None None \n", - "3 7.374463 1.0 ... None None \n", - "4 5.813590 1.0 ... None None \n", - "\n", - " weight_gain_pounds born_alive_alive born_alive_dead born_dead ever_born \\\n", - "0 None 7 0 0 8 \n", - "1 None 11 0 0 12 \n", - "2 None 12 0 0 13 \n", - "3 None 6 0 3 10 \n", - "4 None 8 0 1 10 \n", - "\n", - " father_race father_age record_weight \n", - "0 7 46 2 \n", - "1 6 47 2 \n", - "2 7 48 2 \n", - "3 7 34 2 \n", - "4 7 49 2 \n", - "\n", - "[5 rows x 31 columns]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from google.cloud import bigquery\n", - "client = bigquery.Client()\n", - "\n", - "sql = \"\"\"\n", - " SELECT * \n", - " FROM `bigquery-public-data.samples.natality`\n", - " limit 10\n", - "\"\"\"\n", - "\n", - "natalityDF = client.query(sql).to_dataframe()\n", - "natalityDF.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "natalityDF = client.query(\"\"\"\n", - " SELECT year\n", - " FROM `bigquery-public-data.samples.natality`\n", - " order by rand()\n", - " limit 10000\n", - "\"\"\").to_dataframe()\n", - "\n", - "natalityDF['year'].hist(figsize = (10, 6), ylabelsize = 20, xlabelsize = 20)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Kaggle " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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game_idseasontypedate_timedate_time_GMTaway_team_idhome_team_idaway_goalshome_goalsoutcomehome_rink_side_startvenuevenue_linkvenue_time_zone_idvenue_time_zone_offsetvenue_time_zone_tz
0201103022120112012P2012-04-292012-04-29T19:00:00Z1434home win OTrightWells Fargo Center/api/v1/venues/nullAmerica/New_York-4EDT
1201103022220112012P2012-05-012012-05-01T23:30:00Z1441away win REGrightWells Fargo Center/api/v1/venues/nullAmerica/New_York-4EDT
2201103022320112012P2012-05-032012-05-03T23:30:00Z4134home win OTleftPrudential Center/api/v1/venues/nullAmerica/New_York-4EDT
3201103022420112012P2012-05-062012-05-06T23:30:00Z4124home win REGleftPrudential Center/api/v1/venues/nullAmerica/New_York-4EDT
4201103022520112012P2012-05-082012-05-08T23:30:00Z1431away win REGrightWells Fargo Center/api/v1/venues/nullAmerica/New_York-4EDT
\n", - "
" - ], - "text/plain": [ - " game_id season type date_time date_time_GMT away_team_id \\\n", - "0 2011030221 20112012 P 2012-04-29 2012-04-29T19:00:00Z 1 \n", - "1 2011030222 20112012 P 2012-05-01 2012-05-01T23:30:00Z 1 \n", - "2 2011030223 20112012 P 2012-05-03 2012-05-03T23:30:00Z 4 \n", - "3 2011030224 20112012 P 2012-05-06 2012-05-06T23:30:00Z 4 \n", - "4 2011030225 20112012 P 2012-05-08 2012-05-08T23:30:00Z 1 \n", - "\n", - " home_team_id away_goals home_goals outcome home_rink_side_start \\\n", - "0 4 3 4 home win OT right \n", - "1 4 4 1 away win REG right \n", - "2 1 3 4 home win OT left \n", - "3 1 2 4 home win REG left \n", - "4 4 3 1 away win REG right \n", - "\n", - " venue venue_link venue_time_zone_id \\\n", - "0 Wells Fargo Center /api/v1/venues/null America/New_York \n", - "1 Wells Fargo Center /api/v1/venues/null America/New_York \n", - "2 Prudential Center /api/v1/venues/null America/New_York \n", - "3 Prudential Center /api/v1/venues/null America/New_York \n", - "4 Wells Fargo Center /api/v1/venues/null America/New_York \n", - "\n", - " venue_time_zone_offset venue_time_zone_tz \n", - "0 -4 EDT \n", - "1 -4 EDT \n", - "2 -4 EDT \n", - "3 -4 EDT \n", - "4 -4 EDT " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "nhlDF = pd.read_csv('game.csv') \n", - "nhlDF.head()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1.6 Prototype Models" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Linear Regression" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "R^2: 0.6782455627123873\n", - "Mean Error: 3.2663365637402775\n" - ] - } - ], - "source": [ - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.datasets import load_boston\n", - "import pandas as pd\n", - "\n", - "# load Boston housing data set \n", - "data, target = load_boston(True)\n", - "bostonDF = pd.DataFrame(data, columns=load_boston().feature_names)\n", - "bostonDF['label'] = target\n", - "\n", - "# create train and test splits of the housing data set \n", - "x_train, x_test, y_train, y_test = train_test_split(bostonDF.drop(['label'], axis=1), bostonDF['label'], test_size=0.33)\n", - "\n", - "# train a linear regression model\n", - "model = LinearRegression()\n", - "model.fit(x_train, y_train)\n", - "\n", - "# print results \n", - "print(\"R^2: \" + str(model.score(x_test, y_test)))\n", - "print(\"Mean Error: \" + str(sum(abs(y_test - model.predict(x_test) ))/y_test.count()))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Logistic Regression" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy: 0.868501124487366\n", - "ROC: 0.7516323389377122\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ec2-user/.local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", - " FutureWarning)\n" - ] - } - ], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import roc_auc_score\n", - "import pandas as pd\n", - "\n", - "gamesDF = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", - "\n", - "# create train and test splits of the game data set \n", - "x_train, x_test, y_train, y_test = train_test_split(gamesDF.drop(['label'], axis=1), gamesDF['label'], test_size=0.33)\n", - "\n", - "# train a linear regression model\n", - "model = LogisticRegression()\n", - "model.fit(x_train, y_train)\n", - "\n", - "# print results \n", - "print(\"Accuracy: \" + str(model.score(x_test, y_test)))\n", - "print(\"ROC: \" + str(roc_auc_score(y_test, model.predict_proba(x_test)[:, 1] )))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Keras Regression" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", - "Using TensorFlow backend.\n" - ] - }, - { - "data": { - "text/plain": [ - "'2.2.4'" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import tensorflow as tf\n", - "import keras\n", - "from keras import models, layers\n", - "import matplotlib.pyplot as plt\n", - "keras.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: Logging before flag parsing goes to stderr.\n", - "W0804 22:35:51.524632 139785758517056 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:74: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n", - "\n", - "W0804 22:35:51.538296 139785758517056 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", - "\n", - "W0804 22:35:51.541135 139785758517056 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n", - "\n", - "W0804 22:35:51.556861 139785758517056 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:133: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.\n", - "\n", - "W0804 22:35:51.564965 139785758517056 deprecation.py:506] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n", - "W0804 22:35:51.638699 139785758517056 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/optimizers.py:790: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n", - "\n", - "W0804 22:35:51.656665 139785758517056 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3376: The name tf.log is deprecated. Please use tf.math.log instead.\n", - "\n", - "W0804 22:35:51.661705 139785758517056 deprecation.py:323] From /home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/ops/nn_impl.py:180: add_dispatch_support..wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Use tf.where in 2.0, which has the same broadcast rule as np.where\n", - "W0804 22:35:51.754153 139785758517056 deprecation.py:323] From /home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/ops/metrics_impl.py:809: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Deprecated in favor of operator or tf.math.divide.\n" - ] - } - ], - "source": [ - "# create train and test splits of the game data set \n", - "x_train, x_test, y_train, y_test = train_test_split(gamesDF.drop(['label'], axis=1), gamesDF['label'], test_size=0.33)\n", - "\n", - "# define the network strcuture \n", - "model = models.Sequential()\n", - "model.add(layers.Dense(64, activation='relu', input_shape=(10,)))\n", - "model.add(layers.Dropout(0.1))\n", - "model.add(layers.Dense(64, activation='relu'))\n", - "model.add(layers.Dropout(0.1))\n", - "model.add(layers.Dense(64, activation='relu'))\n", - "model.add(layers.Dense(1, activation='sigmoid'))\n", - "\n", - "# define ROC AUC as a metric \n", - "def auc(y_true, y_pred):\n", - " auc = tf.metrics.auc(y_true, y_pred)[1]\n", - " keras.backend.get_session().run(tf.local_variables_initializer())\n", - " return auc\n", - " \n", - "# compile and fit the model \n", - "model.compile(optimizer='rmsprop', loss='binary_crossentropy', metrics=[auc])\n", - "history = model.fit(x_train, y_train, epochs=100, batch_size=100, validation_split = .2, verbose=0)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "loss = history.history['auc']\n", - "val_loss = history.history['val_auc']\n", - "epochs = range(1, len(loss) + 1)\n", - "\n", - "plt.figure(figsize=(12,6) )\n", - "plt.rcParams.update({'font.size': 20})\n", - "plt.plot(epochs, loss, 'bo', label='Training loss')\n", - "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n", - "plt.legend()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ROC: 0.8133713707026232\n" - ] - } - ], - "source": [ - "results = model.evaluate(x_test, y_test, verbose = 0)\n", - "print(\"ROC: \" + str(results[1]))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1.7 Feature Engineering" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "\n", - "game_df = pd.read_csv(\"game.csv\")\n", - "plays_df = pd.read_csv(\"game_plays.csv\")\n", - "\n", - "plays_df = plays_df.drop(['secondaryType', 'periodType', \n", - " 'dateTime', 'rink_side'], axis=1).fillna(0)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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indexevent = Faceoffevent = Shotevent = Hitevent = Stoppageevent = Blocked Shotevent = Missed Shotevent = Giveawayevent = Takeawayevent = Penalty...team_id_againstxyperiodperiodTimeperiodTimeRemaininggoals_awaygoals_homest_xst_y
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" - ], - "text/plain": [ - " index event = Faceoff event = Shot event = Hit event = Stoppage \\\n", - "0 0 0 0 0 0 \n", - "1 1 0 0 0 0 \n", - "2 2 0 0 0 0 \n", - "3 3 1 0 0 0 \n", - "4 4 0 0 0 0 \n", - "\n", - " event = Blocked Shot event = Missed Shot event = Giveaway \\\n", - "0 0 0 0 \n", - "1 0 0 0 \n", - "2 0 0 0 \n", - "3 0 0 0 \n", - "4 0 0 1 \n", - "\n", - " event = Takeaway event = Penalty ... team_id_against x y \\\n", - "0 0 0 ... 0.0 0.0 0.0 \n", - "1 0 0 ... 0.0 0.0 0.0 \n", - "2 0 0 ... 0.0 0.0 0.0 \n", - "3 0 0 ... 1.0 0.0 0.0 \n", - "4 0 0 ... 1.0 28.0 24.0 \n", - "\n", - " period periodTime periodTimeRemaining goals_away goals_home st_x st_y \n", - "0 1 0 1200 0 0 0.0 0.0 \n", - "1 1 0 1200 0 0 0.0 0.0 \n", - "2 1 0 1200 0 0 0.0 0.0 \n", - "3 1 0 1200 0 0 0.0 0.0 \n", - "4 1 21 1179 0 0 -28.0 -24.0 \n", - "\n", - "[5 rows x 37 columns]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import featuretools as ft\n", - "from featuretools import Feature \n", - "\n", - "es = ft.EntitySet(id=\"plays\")\n", - "es = es.entity_from_dataframe(entity_id=\"plays\", dataframe=plays_df, index=\"play_id\",\n", - " variable_types = { \"event\": ft.variable_types.Categorical, \n", - " \"description\": ft.variable_types.Categorical }) \n", - "\n", - "f1 = Feature(es[\"plays\"][\"event\"])\n", - "f2 = Feature(es[\"plays\"][\"description\"])\n", - "\n", - "encoded, defs = ft.encode_features(plays_df, [f1, f2], top_n=10)\n", - "encoded.reset_index(inplace=True)\n", - "encoded.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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game_idSUM(plays.index)SUM(plays.event = Faceoff)SUM(plays.event = Shot)SUM(plays.event = Hit)SUM(plays.event = Stoppage)SUM(plays.event = Blocked Shot)SUM(plays.event = Missed Shot)SUM(plays.event = Giveaway)SUM(plays.event = Takeaway)...MEAN(plays.x)MEAN(plays.y)MEAN(plays.period)MEAN(plays.periodTime)MEAN(plays.periodTimeRemaining)MEAN(plays.goals_away)MEAN(plays.goals_home)MEAN(plays.st_x)MEAN(plays.st_y)COUNT(plays)
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3201002000410857221916072374626151428...3.555556-1.2402402.069069587.099099569.6576581.5195201.7957966.7357360.681682333
4201002000512565442356066494437332817...-6.4405411.1864861.967568613.672973586.3270270.0000001.6351358.9432430.143243370
\n", - "

5 rows × 212 columns

\n", - "
" - ], - "text/plain": [ - " game_id SUM(plays.index) SUM(plays.event = Faceoff) \\\n", - "0 2010020001 1097336604 43 \n", - "1 2010020002 1100541237 56 \n", - "2 2010020003 1088867005 85 \n", - "3 2010020004 1085722191 60 \n", - "4 2010020005 1256544235 60 \n", - "\n", - " SUM(plays.event = Shot) SUM(plays.event = Hit) \\\n", - "0 47 61 \n", - "1 53 66 \n", - "2 53 33 \n", - "3 72 37 \n", - "4 66 49 \n", - "\n", - " SUM(plays.event = Stoppage) SUM(plays.event = Blocked Shot) \\\n", - "0 31 43 \n", - "1 44 30 \n", - "2 65 38 \n", - "3 46 26 \n", - "4 44 37 \n", - "\n", - " SUM(plays.event = Missed Shot) SUM(plays.event = Giveaway) \\\n", - "0 24 23 \n", - "1 28 20 \n", - "2 17 22 \n", - "3 15 14 \n", - "4 33 28 \n", - "\n", - " SUM(plays.event = Takeaway) ... MEAN(plays.x) MEAN(plays.y) \\\n", - "0 13 ... -6.016026 0.185897 \n", - "1 10 ... 5.086053 -0.252226 \n", - "2 11 ... -4.735211 1.042254 \n", - "3 28 ... 3.555556 -1.240240 \n", - "4 17 ... -6.440541 1.186486 \n", - "\n", - " MEAN(plays.period) MEAN(plays.periodTime) \\\n", - "0 1.939103 591.794872 \n", - "1 1.949555 576.124629 \n", - "2 1.960563 606.757746 \n", - "3 2.069069 587.099099 \n", - "4 1.967568 613.672973 \n", - "\n", - " MEAN(plays.periodTimeRemaining) MEAN(plays.goals_away) \\\n", - "0 608.205128 1.019231 \n", - "1 623.875371 1.178042 \n", - "2 593.242254 2.002817 \n", - "3 569.657658 1.519520 \n", - "4 586.327027 0.000000 \n", - "\n", - " MEAN(plays.goals_home) MEAN(plays.st_x) MEAN(plays.st_y) COUNT(plays) \n", - "0 1.993590 0.246795 -1.391026 312 \n", - "1 0.545994 10.931751 0.056380 337 \n", - "2 1.473239 6.267606 1.194366 355 \n", - "3 1.795796 6.735736 0.681682 333 \n", - "4 1.635135 8.943243 0.143243 370 \n", - "\n", - "[5 rows x 212 columns]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "es = ft.EntitySet(id=\"plays\")\n", - "es = es.entity_from_dataframe(entity_id=\"plays\", dataframe=encoded, index=\"play_id\")\n", - "es = es.normalize_entity(base_entity_id=\"plays\",new_entity_id=\"games\", index=\"game_id\")\n", - "\n", - "features,transform=ft.dfs(entityset=es,target_entity=\"games\",max_depth=2)\n", - "features.reset_index(inplace=True)\n", - "features.head()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "import framequery as fq\n", - "\n", - "# assign labels to the generated features\n", - "features = fq.execute(\"\"\"\n", - " SELECT f.*, case when g.type = 'P' then 1 else 0 end as label\n", - " FROM features f \n", - " JOIN game_df g\n", - " on f.game_id = g.game_id\n", - "\"\"\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ec2-user/.local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", - " FutureWarning)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy: 0.9472607612949129\n", - "ROC: 0.9233913450657509\n" - ] - } - ], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.metrics import roc_auc_score\n", - "\n", - "# create inputs for sklearn\n", - "y = features['label']\n", - "X = features.drop(['label', 'game_id'], axis=1).fillna(0)\n", - "\n", - "# train a classifier \n", - "lr = LogisticRegression()\n", - "model = lr.fit(X, y)\n", - "\n", - "# Results\n", - "print(\"Accuracy: \" + str(model.score(X, y)))\n", - "print(\"ROC: \" + str(roc_auc_score(y, model.predict_proba(X)[:, 1] )))" - ] - } - ], - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/DSP-CH2.ipynb b/DSP-CH2.ipynb deleted file mode 100644 index 73349b7..0000000 --- a/DSP-CH2.ipynb +++ /dev/null @@ -1,688 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "{'used': False, 'source': 'user', 'type': 'cat', 'deleted': False, '_id': '5d38b2270f1c57001592f12d', 'user': '5a9ac18c7478810ea6c06381', 'text': 'Among the British government officials who keep things running smoothly at 10 Downing Street is Larry, a cat that holds the distinguished position of Chief Mouser. Larry\\'s duties, according to the U.K. government, include \"greeting guests\", \"testing antique furniture for napping quality\", and \"contemplating a solution to the mouse occupancy of the house.\".', 'createdAt': '2019-07-24T19:31:51.941Z', 'updatedAt': '2019-08-24T20:20:02.145Z', '__v': 0}\n", - "Among the British government officials who keep things running smoothly at 10 Downing Street is Larry, a cat that holds the distinguished position of Chief Mouser. Larry's duties, according to the U.K. government, include \"greeting guests\", \"testing antique furniture for napping quality\", and \"contemplating a solution to the mouse occupancy of the house.\".\n" - ] - } - ], - "source": [ - "import requests\n", - " \n", - "result = requests.get(\"http://cat-fact.herokuapp.com/facts/random\")\n", - "print(result)\n", - "print(result.json())\n", - "print(result.json()['text'])\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Echo Service\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# load Flask \n", - "import flask\n", - "app = flask.Flask(__name__)\n", - "\n", - "# define a predict function as an endpoint \n", - "@app.route(\"/\", methods=[\"GET\",\"POST\"])\n", - "def predict():\n", - " data = {\"success\": False}\n", - " \n", - " # check for passed in parameters \n", - " params = flask.request.json\n", - " if params is None:\n", - " params = flask.request.args\n", - " \n", - " # if parameters are found, echo the msg parameter \n", - " if \"msg\" in params.keys(): \n", - " data[\"response\"] = params.get(\"msg\")\n", - " data[\"success\"] = True\n", - " \n", - " # return a response in json format \n", - " return flask.jsonify(data)\n", - " \n", - "# start the flask app, allow remote connections\n", - "#if __name__ == '__main__':\n", - "# app.run(host='0.0.0.0')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Call the Service" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'response': 'Hello from URL!', 'success': True}\n", - "{'response': 'Hello from params', 'success': True}\n", - "{'response': 'Hello from data', 'success': True}\n" - ] - } - ], - "source": [ - "import requests\n", - "\n", - "result = requests.get(\"http://52.90.199.190:5000/?msg=Hello from URL!\")\n", - "print(result.json())\n", - "\n", - "result = requests.get(\"http://52.90.199.190:5000/\", params = { 'msg': 'Hello from params' })\n", - "print(result.json())\n", - "\n", - "result = requests.post(\"http://52.90.199.190:5000/\", json = { 'msg': 'Hello from data' })\n", - "print(result.json())\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from PIL import Image\n", - "import io\n", - "import base64\n", - "\n", - "image = open(\"luna.png\", \"rb\").read()\n", - "encoded = base64.b64encode(image)\n", - "result = requests.get(\"http://52.90.199.190:5000/\", json = {'msg': encoded})\n", - "\n", - "encoded = result.json()['response']\n", - "imgData = base64.b64decode(encoded)\n", - "plt.imshow( np.array(Image.open(io.BytesIO(imgData)) ))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Models" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ec2-user/.local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", - " FutureWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", - " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", - " multi_class='warn', n_jobs=None, penalty='l2',\n", - " random_state=None, solver='warn', tol=0.0001, verbose=0,\n", - " warm_start=False)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "from sklearn.linear_model import LogisticRegression\n", - "\n", - "df = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", - "x = df.drop(['label'], axis=1)\n", - "y = df['label']\n", - "\n", - "model = LogisticRegression()\n", - "model.fit(x, y)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.93108997, 0.06891003],\n", - " [0.86467 , 0.13533 ],\n", - " [0.85753053, 0.14246947],\n", - " ...,\n", - " [0.89944263, 0.10055737],\n", - " [0.85753053, 0.14246947],\n", - " [0.89944263, 0.10055737]])" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pickle\n", - "pickle.dump(model, open(\"logit.pkl\", 'wb'))\n", - "\n", - "model = pickle.load(open(\"logit.pkl\", 'rb'))\n", - "model.predict_proba(x)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# ML Flow" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.93108997, 0.06891003],\n", - " [0.86467 , 0.13533 ],\n", - " [0.85753053, 0.14246947],\n", - " ...,\n", - " [0.89944263, 0.10055737],\n", - " [0.85753053, 0.14246947],\n", - " [0.89944263, 0.10055737]])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import mlflow\n", - "import mlflow.sklearn\n", - "import shutil\n", - "\n", - "model_path = \"models/logit_games_v1\"\n", - "shutil.rmtree(model_path)\n", - "mlflow.sklearn.save_model(model, model_path)\n", - "\n", - "loaded = mlflow.sklearn.load_model(model_path)\n", - "loaded.predict_proba(x)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/util/nest.py:1286: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", - " _pywrap_tensorflow.RegisterType(\"Mapping\", _collections.Mapping)\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/training/tracking/object_identity.py:61: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", - " class ObjectIdentityDictionary(collections.MutableMapping):\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", - "Using TensorFlow backend.\n", - "/home/ec2-user/.local/lib/python3.7/site-packages/keras/callbacks.py:20: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n", - " from collections import Iterable\n", - "WARNING: Logging before flag parsing goes to stderr.\n", - "W0901 23:17:34.464357 139668059199296 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:74: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n", - "\n", - "W0901 23:17:34.479326 139668059199296 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", - "\n", - "W0901 23:17:34.483170 139668059199296 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n", - "\n", - "W0901 23:17:34.500256 139668059199296 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:133: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.\n", - "\n", - "W0901 23:17:34.508882 139668059199296 deprecation.py:506] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n", - "W0901 23:17:34.551001 139668059199296 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/optimizers.py:790: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n", - "\n", - "W0901 23:17:34.571220 139668059199296 deprecation_wrapper.py:119] From /home/ec2-user/.local/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3376: The name tf.log is deprecated. Please use tf.math.log instead.\n", - "\n", - "W0901 23:17:34.577606 139668059199296 deprecation.py:323] From /home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/ops/nn_impl.py:180: add_dispatch_support..wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Use tf.where in 2.0, which has the same broadcast rule as np.where\n", - "W0901 23:17:34.671839 139668059199296 deprecation.py:323] From /home/ec2-user/.local/lib/python3.7/site-packages/tensorflow/python/ops/metrics_impl.py:809: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", - "Instructions for updating:\n", - "Deprecated in favor of operator or tf.math.divide.\n" - ] - } - ], - "source": [ - "import tensorflow as tf\n", - "import keras\n", - "from keras import models, layers\n", - "\n", - "\n", - "# define the network structure \n", - "model = models.Sequential()\n", - "model.add(layers.Dense(64, activation='relu', input_shape=(10,)))\n", - "model.add(layers.Dropout(0.1))\n", - "model.add(layers.Dense(64, activation='relu'))\n", - "model.add(layers.Dense(1, activation='sigmoid'))\n", - "\n", - "# define ROC AUC as a metric \n", - "def auc(y_true, y_pred):\n", - " auc = tf.metrics.auc(y_true, y_pred)[1]\n", - " keras.backend.get_session().run(\n", - " tf.local_variables_initializer())\n", - " return auc\n", - " \n", - "# compile and fit the model \n", - "model.compile(optimizer='rmsprop',\n", - " loss='binary_crossentropy', metrics=[auc])\n", - "history = model.fit(x, y, epochs=100, batch_size=100, \n", - " validation_split = .2, verbose=0)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.30503726916928864, 0.8148908399801748]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from keras.models import load_model\n", - "model.save(\"games.h5\")\n", - "\n", - "model = load_model('games.h5', custom_objects={'auc': auc})\n", - "model.evaluate(x, y, verbose = 0)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.30503726916928864, 0.8148908399801748]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import mlflow.keras\n", - "\n", - "model_path = \"models/keras_games_v1\"\n", - "mlflow.keras.save_model(model, model_path)\n", - "\n", - "loaded = mlflow.keras.load_model(model_path, custom_objects={'auc': auc})\n", - "loaded.evaluate(x, y, verbose = 0)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# scikit-learn endpoint" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " * Serving Flask app \"__main__\" (lazy loading)\n", - " * Environment: production\n", - " WARNING: This is a development server. Do not use it in a production deployment.\n", - " Use a production WSGI server instead.\n", - " * Debug mode: off\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " * Running on http://0.0.0.0:5000/ (Press CTRL+C to quit)\n" - ] - } - ], - "source": [ - "\n", - "import pandas as pd\n", - "from sklearn.linear_model import LogisticRegression\n", - "import mlflow\n", - "import mlflow.sklearn\n", - "import flask\n", - "\n", - "model_path = \"models/logit_games_v1\"\n", - "model = mlflow.sklearn.load_model(model_path)\n", - "\n", - "app = flask.Flask(__name__)\n", - "\n", - "@app.route(\"/\", methods=[\"GET\",\"POST\"])\n", - "def predict():\n", - " data = {\"success\": False}\n", - " params = flask.request.args\n", - "\n", - " if \"G1\" in params.keys(): \n", - " new_row = { \"G1\": params.get(\"G1\"), \"G2\": params.get(\"G2\"), \n", - " \"G3\": params.get(\"G3\"), \"G4\": params.get(\"G4\"), \n", - " \"G5\": params.get(\"G5\"), \"G6\": params.get(\"G6\"), \n", - " \"G7\": params.get(\"G7\"), \"G8\": params.get(\"G8\"), \n", - " \"G9\": params.get(\"G9\"), \"G10\": params.get(\"G10\") }\n", - "\n", - " new_x = pd.DataFrame.from_dict(new_row, orient = \"index\").transpose() \n", - " data[\"response\"] = str(model.predict_proba(new_x)[0][1])\n", - " data[\"success\"] = True\n", - "\n", - " return flask.jsonify(data)\n", - "\n", - "if __name__ == '__main__':\n", - " app.run(host='0.0.0.0')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.32732567\n" - ] - } - ], - "source": [ - "import requests\n", - "\n", - "new_row = { \"G1\": 0, \"G2\": 0, \"G3\": 0, \"G4\": 0, \"G5\": 0,\n", - " \"G6\": 0, \"G7\": 0, \"G8\": 0, \"G9\": 0, \"G10\": 1 }\n", - "\n", - "result = requests.get(\"http://52.90.199.190:5000/\", params=new_row)\n", - "print(result.json()['response'])\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Keras Endpoint" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "import pandas as pd\n", - "import mlflow\n", - "import mlflow.keras\n", - "import flask\n", - "import tensorflow as tf\n", - "import keras as k\n", - "\n", - "def auc(y_true, y_pred):\n", - " auc = tf.metrics.auc(y_true, y_pred)[1]\n", - " k.backend.get_session().run(\n", - " tf.local_variables_initializer())\n", - " return auc\n", - "\n", - "global graph\n", - "graph = tf.get_default_graph()\n", - "model_path = \"models/keras_games_v1\"\n", - "model = mlflow.keras.load_model(model_path, custom_objects={'auc': auc})\n", - "\n", - "app = flask.Flask(__name__)\n", - "\n", - "@app.route(\"/\", methods=[\"GET\",\"POST\"])\n", - "def predict():\n", - " data = {\"success\": False}\n", - " params = flask.request.args\n", - "\n", - " if \"G1\" in params.keys(): \n", - " new_row = { \"G1\": params.get(\"G1\"), \"G2\": params.get(\"G2\"), \n", - " \"G3\": params.get(\"G3\"), \"G4\": params.get(\"G4\"), \n", - " \"G5\": params.get(\"G5\"), \"G6\": params.get(\"G6\"), \n", - " \"G7\": params.get(\"G7\"), \"G8\": params.get(\"G8\"), \n", - " \"G9\": params.get(\"G9\"), \"G10\": params.get(\"G10\") }\n", - "\n", - " new_x = pd.DataFrame.from_dict(new_row, orient = \"index\").transpose() \n", - "\n", - " with graph.as_default(): \n", - " data[\"response\"] = str(model.predict(new_x)[0][0])\n", - " data[\"success\"] = True\n", - "\n", - " return flask.jsonify(data)\n", - "\n", - "#if __name__ == '__main__':\n", - "# app.run(host='0.0.0.0')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dash" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'0.06745113592634559'" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "import mlflow.sklearn\n", - "\n", - "\n", - "model_path = \"models/logit_games_v1\"\n", - "model = mlflow.sklearn.load_model(model_path)\n", - "\n", - "\n", - "def update_prediction(game1, game2):\n", - "\n", - " new_row = { \"G1\": float(game1), \"G2\": float(game2), \n", - " \"G3\": 0, \"G4\": 0, \n", - " \"G5\": 0, \"G6\": 0, \n", - " \"G7\": 0, \"G8\": 0, \n", - " \"G9\": 0, \"G10\":0 }\n", - "\n", - " new_x = pd.DataFrame.from_dict(new_row, orient = \"index\").transpose() \n", - " return str(model.predict_proba(new_x)[0][1]) \n", - "\n", - "update_prediction(1, 0)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Call the Heroku " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from PIL import Image\n", - "import io\n", - "import base64\n", - "import requests\n", - "\n", - "image = open(\"luna.png\", \"rb\").read()\n", - "encoded = base64.b64encode(image)\n", - "\n", - "result = requests.get(\"https://obscure-coast-69593.herokuapp.com/echo\", params = {'msg': encoded})\n", - "result\n", - "\n", - "#encoded = result.json()['response']\n", - "#imgData = base64.b64decode(encoded)\n", - "#plt.imshow( np.array(Image.open(io.BytesIO(imgData)) ))\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'response': 'Hello from Heroku Prod', 'success': True}\n" - ] - } - ], - "source": [ - "import requests\n", - "result = requests.get(\"https://obscure-coast-69593.herokuapp.com\", \n", - " params = { 'msg': 'Hello from Heroku Prod' })\n", - "print(result.json())\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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/DSP-Ch8.ipynb b/DSP-Ch8.ipynb deleted file mode 100644 index 1969ea1..0000000 --- a/DSP-Ch8.ipynb +++ /dev/null @@ -1,378 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Spark Streaming" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Kafka Producer" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from kafka import KafkaProducer\n", - "from json import dumps\n", - "import time\n", - " \n", - "producer = KafkaProducer(bootstrap_servers=['localhost:9092'],\n", - " value_serializer=lambda x: dumps(x).encode('utf-8'))\n", - " \n", - "data = {'hello' : 'world', 'time': time.time()}\n", - "producer.send('dsp', data)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Kafka Consumer" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from kafka import KafkaConsumer\n", - "from json import loads\n", - " \n", - "consumer = KafkaConsumer('dsp',\n", - " bootstrap_servers=['localhost:9092'],\n", - " value_deserializer=lambda x: loads(x.decode('utf-8')))\n", - " \n", - "for x in consumer:\n", - " print(x.value)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model Producer" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "RecordMetadata(topic='dsp', partition=0, topic_partition=TopicPartition(topic='dsp', partition=0), offset=109, timestamp=1576709681368, checksum=None, serialized_key_size=-1, serialized_value_size=142, serialized_header_size=-1)" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "from kafka import KafkaProducer\n", - "from json import dumps\n", - "import time\n", - "import uuid\n", - "\n", - "producer = KafkaProducer(bootstrap_servers=['54.166.148.190:9092'],\n", - " value_serializer=lambda x: dumps(x).encode('utf-8'))\n", - "\n", - "data = { 'G1': 1, 'G2': 0, 'G3': 0, 'G4': 0, 'G5': 0, \n", - " 'G6': 0, 'G7': 0, 'G8': 0, 'G9': 0, 'G10': 0, \n", - " 'User_ID': str(uuid.uuid1())}\n", - "result = producer.send('dsp', data)\n", - "result.get()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Streaming Pipeline " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "from pyspark.sql.types import StringType\n", - "import json \n", - "import pandas as pd\n", - "from sklearn.linear_model import LogisticRegression\n", - "\n", - "# build a logsitic regression model \n", - "gamesDF = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", - "model = LogisticRegression() \n", - "model.fit(gamesDF.iloc[:,0:10], gamesDF['label'])\n", - "\n", - "# read from Kafka \n", - "df = spark .readStream.format(\"kafka\") \\\n", - " .option(\"kafka.bootstrap.servers\", \"54.166.148.190:9092\") \\\n", - " .option(\"subscribe\", \"dsp\").load()\n", - "\n", - "# define the UDF for scoring users \n", - "def score(row):\n", - " d = json.loads(row)\n", - " p = pd.DataFrame.from_dict(d, orient = \"index\").transpose() \n", - " pred = model.predict_proba(p.iloc[:,0:10])[0][0]\n", - " result = {'User_ID': d['User_ID'], 'pred': pred }\n", - " return str(json.dumps(result))\n", - " \n", - "# select the value field and apply the UDF \n", - "df = df.selectExpr(\"CAST(value AS STRING)\")\n", - "score_udf = udf(score, StringType()) \n", - "df = df.select( score_udf(\"value\").alias(\"value\"))\n", - "\n", - "# Write results to Kafka \n", - "query = df.writeStream.format(\"kafka\") \\\n", - " .option(\"kafka.bootstrap.servers\", \"54.166.148.190:9092\") \\\n", - " .option(\"topic\", \"preds\") \\\n", - " .option(\"checkpointLocation\", \"/temp\").start()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model Consumer" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from kafka import KafkaConsumer\n", - "from json import loads\n", - "\n", - "consumer = KafkaConsumer('preds',\n", - " bootstrap_servers=['54.166.148.190:9092'],\n", - " value_deserializer=lambda x: loads(x))\n", - "\n", - "for x in consumer:\n", - " print(x.value)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dataflow Streaming" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PubSub Consumer" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import time\n", - "from google.cloud import pubsub_v1\n", - "\n", - "subscriber = pubsub_v1.SubscriberClient()\n", - "subscription_path = subscriber.subscription_path(\"gameanalytics-199018\", \"dsp\")\n", - "\n", - "def callback(message):\n", - " print(message.data)\n", - " message.ack()\n", - "\n", - "subscriber.subscribe(subscription_path, callback=callback)\n", - "\n", - "while True:\n", - " time.sleep(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PubSub Producer" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from google.cloud import pubsub_v1\n", - "\n", - "publisher = pubsub_v1.PublisherClient()\n", - "topic_path = publisher.topic_path(\"gameanalytics-199018\", \"natality\")\n", - "\n", - "data = \"Hello World!\".encode('utf-8')\n", - "publisher.publish(topic_path, data=data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Streaming Pipeline" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import apache_beam as beam\n", - "import argparse\n", - "from apache_beam.options.pipeline_options import PipelineOptions\n", - "from apache_beam.io.gcp.bigquery import parse_table_schema_from_json\n", - "import json\n", - "\n", - "class ApplyDoFn(beam.DoFn):\n", - "\n", - " def __init__(self):\n", - " self._model = None\n", - " from google.cloud import storage\n", - " import pandas as pd\n", - " import pickle as pkl\n", - " import json as js\n", - " self._storage = storage\n", - " self._pkl = pkl\n", - " self._pd = pd\n", - " self._json = js\n", - " \n", - " def process(self, element):\n", - " if self._model is None:\n", - " bucket = self._storage.Client().get_bucket(\n", - " 'dsp_model_store')\n", - " blob = bucket.get_blob('natality/sklearn-linear')\n", - " self._model =self._pkl.loads(blob.download_as_string())\n", - " \n", - " element = self._json.loads(element.decode('utf-8'))\n", - " new_x = self._pd.DataFrame.from_dict(element, \n", - " orient = \"index\").transpose().fillna(0) \n", - " weight = self._model.predict(new_x.iloc[:,1:8])[0]\n", - " return [ { 'guid': element['guid'], 'weight': weight, \n", - " 'time': str(element['time']) } ]\n", - " \n", - "class PublishDoFn(beam.DoFn):\n", - " \n", - " def __init__(self):\n", - " from google.cloud import datastore \n", - " self._ds = datastore\n", - " \n", - " def process(self, element):\n", - " client = self._ds.Client()\n", - " key = client.key('natality-guid', element['guid'])\n", - " entity = self._ds.Entity(key)\n", - " entity['weight'] = element['weight'] \n", - " entity['time'] = element['time']\n", - " client.put(entity)\n", - " \n", - "# set up pipeline parameters \n", - "parser = argparse.ArgumentParser()\n", - "known_args, pipeline_args = parser.parse_known_args(None)\n", - "pipeline_options = PipelineOptions(pipeline_args)\n", - "\n", - "# define the topics \n", - "topic = \"projects/{project}/topics/{topic}\"\n", - "topic = topic.format(project = \"gameanalytics-199018\", topic = \"natality\")\n", - "\n", - "schema = parse_table_schema_from_json(json.dumps({'fields':\n", - " [ { 'name': 'guid', 'type': 'STRING'},\n", - " { 'name': 'weight', 'type': 'FLOAT64'},\n", - " { 'name': 'time', 'type': 'STRING'} ]}))\n", - "\n", - "# define the pipeline steps \n", - "p = beam.Pipeline(options=pipeline_options)\n", - "lines = p | 'Read PubSub' >> beam.io.ReadFromPubSub(topic=topic)\n", - "scored = lines | 'apply' >> beam.ParDo(ApplyDoFn())\n", - "scored | 'Create entities' >> beam.ParDo(PublishDoFn())\n", - "\n", - "# run the pipeline \n", - "result = p.run()\n", - "result.wait_until_finish()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Streaming Producer" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "import json\n", - "from google.cloud import pubsub_v1\n", - "import time \n", - "\n", - "publisher = pubsub_v1.PublisherClient()\n", - "topic_path = publisher.topic_path(\"gameanalytics-199018\", \"natality\")\n", - "\n", - "data = json.dumps({'year': 2001, 'plurality': 1, 'apgar_5min': 99, 'mother_age': 33, \n", - " 'father_age': 40, 'gestation_weeks': 38, 'ever_born': 8, \n", - " 'mother_married': 1, 'weight': 6.8122838958, \n", - " 'time': str(time.time()), \n", - " 'guid': 'b281c5e8-85b2-4cbd-a2d8-e501ca816363'}\n", - ").encode('utf-8') \n", - "\n", - "publisher.publish(topic_path, data=data)" - ] - } - ], - "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": "3.7.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/DSP_CH3.ipynb b/DSP_CH3.ipynb deleted file mode 100644 index c5f3527..0000000 --- a/DSP_CH3.ipynb +++ /dev/null @@ -1,623 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'google.appengine'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m#import webapp2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mgoogle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappengine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapi\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mapp_identity\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'google.appengine'" - ] - } - ], - "source": [ - "\n", - "\n", - "# CLOUD STORAGE\n", - "# https://cloud.google.com/appengine/docs/standard/python/googlecloudstorageclient/read-write-to-cloud-storage\n", - "\n", - "#import logging\n", - "#import os\n", - "#import cloudstorage as gcs\n", - "#import webapp2\n", - "\n", - "#from google.appengine.api import app_identity\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'response': 'Hello from Cloud Function', 'success': True}\n" - ] - } - ], - "source": [ - "\n", - "import requests\n", - "\n", - "result = requests.post(\"https://us-central1-gameanalytics-199018.cloudfunctions.net/echo\", json = { 'msg': 'Hello from Cloud Function' })\n", - "print(result.json())\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'response': 'Hello from Auth', 'success': True}\n" - ] - } - ], - "source": [ - "\n", - "\n", - "import requests\n", - "\n", - "result = requests.post(\"https://us-central1-gameanalytics-199018.cloudfunctions.net/auth\", json = { 'msg': 'Hello from Auth' })\n", - "print(result.json())\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "ename": "JSONDecodeError", - "evalue": "Expecting value: line 2 column 1 (char 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mJSONDecodeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m result = requests.post(\"https://us-central1-gameanalytics-199018.cloudfunctions.net/predict\", \\\n\u001b[1;32m 4\u001b[0m json = { 'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0', 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0' })\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/requests/models.py\u001b[0m in \u001b[0;36mjson\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 895\u001b[0m \u001b[0;31m# used.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 896\u001b[0m \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 897\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcomplexjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\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[0m\u001b[1;32m 898\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 899\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/simplejson/__init__.py\u001b[0m in \u001b[0;36mloads\u001b[0;34m(s, encoding, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, use_decimal, **kw)\u001b[0m\n\u001b[1;32m 516\u001b[0m \u001b[0mparse_constant\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mobject_pairs_hook\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 517\u001b[0m and not use_decimal and not kw):\n\u001b[0;32m--> 518\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_default_decoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 519\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 520\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mJSONDecoder\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/simplejson/decoder.py\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(self, s, _w, _PY3)\u001b[0m\n\u001b[1;32m 368\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_PY3\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbytes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 369\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 370\u001b[0;31m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraw_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 371\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 372\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/simplejson/decoder.py\u001b[0m in \u001b[0;36mraw_decode\u001b[0;34m(self, s, idx, _w, _PY3)\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mord0\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0xef\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0midx\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'\\xef\\xbb\\xbf'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[0midx\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 400\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscan_once\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 2 column 1 (char 1)" - ] - } - ], - "source": [ - "\n", - "import requests\n", - "\n", - "result = requests.post(\"https://us-central1-gameanalytics-199018.cloudfunctions.net/predict\", \\\n", - " json = { 'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0', 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0' })\n", - "print(result.json())\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Prediction 0.06745113592634559\n" - ] - } - ], - "source": [ - "\n", - "import requests\n", - "\n", - "result = requests.post(\"https://3z5btf0ucb.execute-api.us-east-1.amazonaws.com/default/logit\", \\\n", - " json = { 'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0', 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0' })\n", - "print(result.text)\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ben-df-test\n", - "dataproc-de8793b2-5dc6-4500-9aff-cfd3d4b60aa8-us\n", - "dsp_model_store\n", - "dsp_model_store_1\n", - "dsp_pmodel_store\n", - "gameanalytics-199018.appspot.com\n", - "staging.gameanalytics-199018.appspot.com\n" - ] - } - ], - "source": [ - "from google.cloud import storage\n", - "bucket_name = \"dsp_model_store_1\"\n", - "\n", - "storage_client = storage.Client()\n", - "#storage_client.create_bucket(bucket_name)\n", - "\n", - "for bucket in storage_client.list_buckets():\n", - " print(bucket.name)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# save to GCS\n", - "bucket = storage_client.get_bucket(bucket_name)\n", - "blob = bucket.blob(\"serverless/keras/v1\")\n", - "blob.upload_from_filename(\"logit.pkl\")\n", - "blob.upload_from_filename(\"games.h5\")\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", - " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", - " multi_class='warn', n_jobs=None, penalty='l2',\n", - " random_state=None, solver='warn', tol=0.0001, verbose=0,\n", - " warm_start=False)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "# load from GCS\n", - "blob = bucket.blob(\"serverless/logit/v1\")\n", - "blob.download_to_filename(\"/tmp/local_logit.pkl\")\n", - "\n", - "import pickle as pk\n", - "model = pk.load(open(\"/tmp/local_logit.pkl\", 'rb'))\n", - "model\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "from google.cloud import storage\n", - "\n", - "storage_client = storage.Client()\n", - "bucket_name = \"dsp_model_store_1\"\n", - "\n", - "storage_client = storage.Client()\n", - "bucket = storage_client.get_bucket(bucket_name)\n", - "\n", - "blob = bucket.blob(\"serverless/logit/v1\")\n", - "blob.download_to_filename(\"/tmp/local_logit.pkl\")\n", - "\n", - "model = pickle.load(open(\"/tmp/local_logit.pkl\", 'rb'))\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "b'\\x80\\x03csklearn.linear_model.logistic\\nLogisticRegression\\nq\\x00)\\x81q\\x01}q\\x02(X\\x07\\x00\\x00\\x00penaltyq\\x03X\\x02\\x00\\x00\\x00l2q\\x04X\\x04\\x00\\x00\\x00dualq\\x05\\x89X\\x03\\x00\\x00\\x00tolq\\x06G?\\x1a6\\xe2\\xeb\\x1cC-X\\x01\\x00\\x00\\x00Cq\\x07G?\\xf0\\x00\\x00\\x00\\x00\\x00\\x00X\\r\\x00\\x00\\x00fit_interceptq\\x08\\x88X\\x11\\x00\\x00\\x00intercept_scalingq\\tK\\x01X\\x0c\\x00\\x00\\x00class_weightq\\nNX\\x0c\\x00\\x00\\x00random_stateq\\x0bNX\\x06\\x00\\x00\\x00solverq\\x0cX\\x04\\x00\\x00\\x00warnq\\rX\\x08\\x00\\x00\\x00max_iterq\\x0eKdX\\x0b\\x00\\x00\\x00multi_classq\\x0fh\\rX\\x07\\x00\\x00\\x00verboseq\\x10K\\x00X\\n\\x00\\x00\\x00warm_startq\\x11\\x89X\\x06\\x00\\x00\\x00n_jobsq\\x12NX\\x08\\x00\\x00\\x00l1_ratioq\\x13NX\\x08\\x00\\x00\\x00classes_q\\x14cnumpy.core.multiarray\\n_reconstruct\\nq\\x15cnumpy\\nndarray\\nq\\x16K\\x00\\x85q\\x17C\\x01bq\\x18\\x87q\\x19Rq\\x1a(K\\x01K\\x02\\x85q\\x1bcnumpy\\ndtype\\nq\\x1cX\\x02\\x00\\x00\\x00i8q\\x1dK\\x00K\\x01\\x87q\\x1eRq\\x1f(K\\x03X\\x01\\x00\\x00\\x00b\\x89C\\x04\\x05\\x00\\x00\\x00q?tq@bX\\x10\\x00\\x00\\x00_sklearn_versionqAX\\x06\\x00\\x00\\x000.21.3qBub.'" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from google.cloud import storage\n", - "\n", - "storage_client = storage.Client()\n", - "bucket_name = \"dsp_model_store_1\"\n", - "\n", - "storage_client = storage.Client()\n", - "bucket = storage_client.get_bucket(bucket_name)\n", - "blob = bucket.blob(\"serverless/logit/v1\")\n", - "\n", - "contents = blob.download_as_string()\n", - "contents" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "blob" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from google.cloud import storage\n", - "\n", - "storage_client = storage.Client()\n", - "\n", - "def hello_gcs_generic(data, context):\n", - " bucket = storage_client.get_bucket(data['bucket'])\n", - " blob = bucket.blob(data['name'])\n", - " contents = blob.download_as_string()\n", - " # Process the file contents, etc..." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "import cloudstorage as gcs" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "module 'cloudstorage' has no attribute 'open'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfilenamee\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"gs://dsp_model_store_1/serverless/logit/v1/local_logit.pkl\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mgcs_file\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgcs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mcontents\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgcs_file\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mgcs_file\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: module 'cloudstorage' has no attribute 'open'" - ] - } - ], - "source": [ - "filenamee = \"gs://dsp_model_store_1/serverless/logit/v1/local_logit.pkl\"\n", - "\n", - "gcs_file = gcs.open(filename)\n", - "contents = gcs_file.read()\n", - "gcs_file.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from google.cloud import storage\n", - "bucket_name = \"dsp_model_store_1\"\n", - "\n", - "storage_client = storage.Client()\n", - "bucket = storage_client.get_bucket(bucket_name)\n", - "\n", - "blob = bucket.blob(\"serverless/logit/v1\")\n", - "blob.download_to_filename(\"local_logit.pkl\")\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pickle \n", - "\n", - "blob = bucket.blob(\"serverless/logit/v1\")\n", - "#blob.download_to_filename(\"local_logit.pkl\")\n", - "#model = pickle.load(open(\"local_logit.pkl\", 'rb'))\n", - "\n", - "sm = blob.download_as_string(\"local_logit.pkl\")\n", - "#model = pickle.load(sm)\n", - "\n", - "\n", - "#model\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "from google.resumable_media.requests import Download\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "download = Download(\n", - " download_url, stream=file_obj, headers=headers, start=start, end=end\n", - " )\n", - " download.consume(transport)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'str' object has no attribute '_http'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m#model = pickle.load(open(\"local_logit.pkl\", 'rb'))\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0msm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mblob\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdownload_as_string\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"local_logit.pkl\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0;31m#model = pickle.load(sm)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/google/cloud/storage/blob.py\u001b[0m in \u001b[0;36mdownload_as_string\u001b[0;34m(self, client, start, end)\u001b[0m\n\u001b[1;32m 705\u001b[0m \"\"\"\n\u001b[1;32m 706\u001b[0m \u001b[0mstring_buffer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 707\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdownload_to_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstring_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclient\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mclient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 708\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mstring_buffer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 709\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/google/cloud/storage/blob.py\u001b[0m in \u001b[0;36mdownload_to_file\u001b[0;34m(self, file_obj, client, start, end)\u001b[0m\n\u001b[1;32m 642\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"accept-encoding\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"gzip\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 643\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 644\u001b[0;31m \u001b[0mtransport\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_transport\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclient\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 645\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 646\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_download\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtransport\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfile_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdownload_url\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/google/cloud/storage/blob.py\u001b[0m in \u001b[0;36m_get_transport\u001b[0;34m(self, client)\u001b[0m\n\u001b[1;32m 525\u001b[0m \"\"\"\n\u001b[1;32m 526\u001b[0m \u001b[0mclient\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_require_client\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclient\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 527\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mclient\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_http\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 528\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 529\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_get_download_url\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: 'str' object has no attribute '_http'" - ] - } - ], - "source": [ - "import pickle \n", - "\n", - "blob = bucket.blob(\"serverless/logit/v1\")\n", - "#blob.download_to_filename(\"local_logit.pkl\")\n", - "#model = pickle.load(open(\"local_logit.pkl\", 'rb'))\n", - "\n", - "sm = blob.download_as_string(\"local_logit.pkl\")\n", - "#model = pickle.load(sm)\n", - "\n", - "\n", - "#model\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "blob = bucket.blob(\"serverless/logit/v1\")\n", - "blob" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "storage_client = storage.Client()\n", - " bucket = storage_client.get_bucket(bucket_name)\n", - " blob = bucket.blob(source_blob_name)\n", - "\n", - " blob.download_to_filename(destination_file_name)\n", - "\n", - " print('Blob {} downloaded to {}.'.format(\n", - " source_blob_name,\n", - " destination_file_name))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/DSP_CH5.ipynb b/DSP_CH5.ipynb deleted file mode 100644 index 633eaef..0000000 --- a/DSP_CH5.ipynb +++ /dev/null @@ -1,177 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ec2-user/.local/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", - " FutureWarning)\n", - "1it [00:03, 3.35s/it]\n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from google.oauth2 import service_account\n", - "from sklearn.linear_model import LogisticRegression\n", - "from datetime import datetime\n", - "import pandas_gbq\n", - "\n", - "# fetch the data set and add IDs \n", - "gamesDF = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", - "gamesDF['User_ID'] = gamesDF.index \n", - "gamesDF['New_User'] = np.floor(np.random.randint(0, 10, gamesDF.shape[0])/9)\n", - "\n", - "# train and test groups \n", - "train = gamesDF[gamesDF['New_User'] == 0]\n", - "x_train = train.iloc[:,0:10]\n", - "y_train = train['label']\n", - "test = gamesDF[gamesDF['New_User'] == 1]\n", - "x_test = test.iloc[:,0:10]\n", - "\n", - "# build a model\n", - "model = LogisticRegression()\n", - "model.fit(x_train, y_train)\n", - "y_pred = model.predict_proba(x_test)[:, 1]\n", - "\n", - "# build a predictions data frame\n", - "resultDF = pd.DataFrame({'User_ID':test['User_ID'], 'Pred':y_pred} ) \n", - "resultDF['time'] = str(datetime. now())\n", - "\n", - "# save predictions to BigQuery \n", - "table_id = \"dsp_demo.user_scores\"\n", - "project_id = \"gameanalytics-199018\"\n", - "credentials = service_account.Credentials.from_service_account_file('dsdemo.json')\n", - "pandas_gbq.to_gbq(resultDF, table_id, project_id=project_id, if_exists = 'replace', credentials=credentials)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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User_IDPredtime
027350.1121542019-11-04 01:06:02.929789
165970.2096462019-11-04 01:06:02.929789
2131590.2096462019-11-04 01:06:02.929789
3181790.2096462019-11-04 01:06:02.929789
44660.2839512019-11-04 01:06:02.929789
\n", - "
" - ], - "text/plain": [ - " User_ID Pred time\n", - "0 2735 0.112154 2019-11-04 01:06:02.929789\n", - "1 6597 0.209646 2019-11-04 01:06:02.929789\n", - "2 13159 0.209646 2019-11-04 01:06:02.929789\n", - "3 18179 0.209646 2019-11-04 01:06:02.929789\n", - "4 466 0.283951 2019-11-04 01:06:02.929789" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from google.oauth2 import service_account\n", - "import pandas_gbq\n", - "\n", - "credentials = service_account.Credentials.from_service_account_file(\n", - " 'dsdemo.json',\n", - ")\n", - "\n", - "project_id = \"gameanalytics-199018\"\n", - "sql = \"SELECT * FROM dsp_demo.user_scores\"\n", - "df = pandas_gbq.read_gbq(sql, project_id=project_id, credentials=credentials)\n", - "df.head()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.7.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/README.md b/README.md index 1142aa0..b2f4b66 100644 --- a/README.md +++ b/README.md @@ -1 +1,2 @@ -# DS_Production \ No newline at end of file +# Ben G. Weber +# Data Science in Production: Building Scalable Model Pipelines with Python diff --git a/apply.py b/apply.py deleted file mode 100644 index c52c512..0000000 --- a/apply.py +++ /dev/null @@ -1,80 +0,0 @@ -import apache_beam as beam -import argparse -from apache_beam.options.pipeline_options import PipelineOptions -from apache_beam.options.pipeline_options import SetupOptions -from apache_beam.io.gcp.bigquery import parse_table_schema_from_json -import json - -query = """ - SELECT year, plurality, apgar_5min, - mother_age, father_age, - gestation_weeks, ever_born - ,case when mother_married = true - then 1 else 0 end as mother_married - ,weight_pounds as weight - ,current_timestamp as time - ,GENERATE_UUID() as guid - FROM `bigquery-public-data.samples.natality` - limit 100 -""" - -class ApplyDoFn(beam.DoFn): - - def __init__(self): - self._model = None - from google.cloud import storage - import pandas as pd - import pickle as pkl - self._storage = storage - self._pkl = pkl - self._pd = pd - - def process(self, element): - if self._model is None: - bucket = self._storage.Client().get_bucket('dsp_model_store') - blob = bucket.get_blob('natality/sklearn-linear') - self._model = self._pkl.loads(blob.download_as_string()) - - new_x = self._pd.DataFrame.from_dict(element, orient = "index").transpose().fillna(0) - weight = self._model.predict(new_x.iloc[:,1:8])[0] - return [ { 'guid': element['guid'], 'weight': weight, 'time': str(element['time']) } ] - -schema = parse_table_schema_from_json(json.dumps({'fields': - [ { 'name': 'guid', 'type': 'STRING'}, - { 'name': 'weight', 'type': 'FLOAT64'}, - { 'name': 'time', 'type': 'STRING'} ]})) - -class PublishDoFn(beam.DoFn): - - def __init__(self): - from google.cloud import datastore - self._ds = datastore - - def process(self, element): - client = self._ds.Client() - key = client.key('natality-guid', element['guid']) - entity = self._ds.Entity(key) - entity['weight'] = element['weight'] - entity['time'] = element['time'] - client.put(entity) - -parser = argparse.ArgumentParser() -known_args, pipeline_args = parser.parse_known_args(None) -pipeline_options = PipelineOptions(pipeline_args) - -# define the pipeline steps -p = beam.Pipeline(options=pipeline_options) -data = p | 'Read from BigQuery' >> beam.io.Read( - beam.io.BigQuerySource(query=query, use_standard_sql=True)) -scored = data | 'Apply Model' >> beam.ParDo(ApplyDoFn()) -scored | 'Save to BigQuery' >> beam.io.Write(beam.io.BigQuerySink( - 'weight_preds', 'dsp_demo', schema = schema, - create_disposition=beam.io.BigQueryDisposition.CREATE_IF_NEEDED, - write_disposition=beam.io.BigQueryDisposition.WRITE_APPEND)) - -scored | 'Create entities' >> beam.ParDo(PublishDoFn()) - -# run the pipeline -result = p.run() -result.wait_until_finish() - diff --git a/book_sample.pdf b/book_sample.pdf deleted file mode 100644 index c556f05..0000000 Binary files a/book_sample.pdf and /dev/null differ diff --git a/ch6_pyspark.html b/ch6_pyspark.html deleted file mode 100644 index 40cbd3d..0000000 --- a/ch6_pyspark.html +++ /dev/null @@ -1,42 +0,0 @@ - - - - -ch6_pyspark - Databricks - - - - - - - - - - - - - - - - - - - diff --git a/ch6_pyspark.ipynb b/ch6_pyspark.ipynb deleted file mode 100644 index 1df24b8..0000000 --- a/ch6_pyspark.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"cells":[{"cell_type":"markdown","source":["# Chapter 6: Data Science in Production"],"metadata":{}},{"cell_type":"markdown","source":["# Cloud Storage"],"metadata":{}},{"cell_type":"code","source":["AWS_ACCESS_KEY = \"AK...\"\nAWS_SECRET_KEY = \"dC...\"\n\nsc._jsc.hadoopConfiguration().set(\"fs.s3n.awsAccessKeyId\", AWS_ACCESS_KEY)\nsc._jsc.hadoopConfiguration().set(\"fs.s3n.awsSecretAccessKey\", AWS_SECRET_KEY)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":3},{"cell_type":"code","source":["games_df = spark.read.csv(\"s3://dsp-ch6/csv/games-expand.csv\", header=True, inferSchema = True)\ndisplay(games_df)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":4},{"cell_type":"markdown","source":["# Intro to PySpark"],"metadata":{}},{"cell_type":"code","source":["stats_df = spark.read.csv(\"s3://dsp-ch6/csv/game_skater_stats.csv\", header=True, inferSchema = True)\ndisplay(stats_df)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":6},{"cell_type":"markdown","source":["### Persisting DataFrames"],"metadata":{}},{"cell_type":"code","source":["\n# avro is good for streaming, using here more as an introduction to different cloud file formats \n\n# AVRO write\navro_path = \"s3://dsp-ch6/avro/game_skater_stats/\"\nstats_df.write.mode('overwrite').format(\"com.databricks.spark.avro\").save(avro_path)\n\n# AVRO read \navro_df = sqlContext.read.format(\"com.databricks.spark.avro\").load(avro_path)\ndisplay(avro_df)\n\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":8},{"cell_type":"code","source":["# parquet out\nparquet_path = \"s3a://dsp-ch6/games-parquet/\"\navro_df.write.mode('overwrite').parquet(parquet_path)\n\n# parquet in\nparquet_df = sqlContext.read.parquet(parquet_path)\ndisplay(parquet_df)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":9},{"cell_type":"code","source":["# orc out\norc_path = \"s3a://dsp-ch6/games-orc/\"\nparquet_df.write.mode('overwrite').orc(orc_path)\n\n# orc in\norc_df = sqlContext.read.orc(orc_path)\ndisplay(orc_df)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":10},{"cell_type":"code","source":["\n# CSV out\ncsv_path = \"s3a://dsp-ch6/games-csv-out/\"\norc_df.coalesce(1).write.mode('overwrite').format(\"com.databricks.spark.csv\").option(\"header\", \"true\").save(csv_path)\n \n# and CSV to finish the round trip \ncsv_df = spark.read.csv(csv_path, header=True, inferSchema = True)\ndisplay(csv_df)\n "],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":11},{"cell_type":"markdown","source":["### Converting Data Frames"],"metadata":{}},{"cell_type":"code","source":["stats_pd = stats_df.toPandas()\ndisplay(stats_pd)\n\nstats_df = sqlContext.createDataFrame(stats_pd)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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2012030314847059661003000000200220001905098
2012030314847579468260042000000000006150211
20120303148473473610590013002000100108540205
20120303148465978640200000000100000040200
201003024184717161779100030042501002-165212811
20100302418466149179380001000020000107948163
2010030241846733117150900120000011004011053977
20100302418470201178700031002111100007400130
2010030241847004717111200210004800000087515186
201003024184717941794200330000120001-16712710
20100302418470622176570000002231000104601970
2010030241846808317117600310002600001110404591
20100302418470318171264002400200010020108616711
20100302418471309179320000000220000008250107
20100302418470778177250002002110000104662590
201003024184570631714760110000001200211151127198
2010030241845944417818001000200110000776042
20100302418460743171001001200000000001902099
2010030241846850917159900130000011004-11091378130
20100302418464962179050011000000000306942074
2010030241846785617129900200000011003011636130
2010030241846751417135210460001121320020111115091
2010030241846848228116400220020201001093139194
201003024184670962816612031010000200101099101461
20100302418471338288690042000220100007516949
20100302418474053281289103100047120011102163205
20100302418470273281335006000000020011103169235
2010030241846958128821000100000220000789032
201003024184716822812780032000000000109540324
201003024184696222812540042000111300019833268
2010030241846613928161100100002302000-1111196404
201003024184661382814201021010101711000-194563412
"]}}],"execution_count":13},{"cell_type":"code","source":["import databricks.koalas as ks\n\nstats_ks = stats_df.to_koalas()\nstats_df = stats_ks.to_spark()\n\nprint(stats_ks['timeOnIce'].mean())\nprint(stats_ks.iloc[:1, 1:2])\n\n#993.6149113898216\n\n# player_id\n#0 8467412\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
993.6149113898216\n player_id\n0 8467412\n
"]}}],"execution_count":14},{"cell_type":"code","source":["stats_df = sqlContext.createDataFrame(stats_df.to_koalas().toPandas())\nstats_df = ks.from_pandas(stats_df.toPandas()).to_spark()\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":15},{"cell_type":"markdown","source":["### Transforming Data"],"metadata":{}},{"cell_type":"code","source":["# summary stats \nstats_df = spark.read.csv(\"s3://dsp-ch6/csv/game_skater_stats.csv\", header=True, inferSchema = True)\nstats_df.createOrReplaceTempView(\"stats\")\n\nnew_df = spark.sql(\"\"\"\n select player_id, sum(1) as games, sum(goals) as goals\n from stats\n group by 1\n order by 3 desc\n limit 5\n\"\"\")\n\ndisplay(new_df)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
player_idgamesgoals
8471214788434
8474564655342
8474141748311
8475166700308
8470794782305
"]}}],"execution_count":17},{"cell_type":"code","source":["display(spark.sql(\"\"\"\n select cast(goals/shots * 50 as int)/50.0 as Goals_per_shot\n ,sum(1) as Players \n from (\n select player_id, sum(shots) as shots, sum(goals) as goals\n from stats\n group by 1\n having goals >= 5\n ) \n group by 1\n order by 1\n\"\"\"))"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
Goals_per_shotPlayers
0.03
0.0299
0.04220
0.06194
0.08217
0.1230
0.12142
0.1437
0.1621
0.185
0.23
0.321
"]}}],"execution_count":18},{"cell_type":"code","source":["from pyspark.sql.functions import lit\n\n# droping columns\ncopy_df = stats_df.drop('game_id', 'player_id')\n\n# selection columns \ncopy_df = copy_df.select('assists', 'goals', 'shots')\n\n# adding columns\ncopy_df = copy_df.withColumn(\"league\", lit('NHL'))\ndisplay(copy_df)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
assistsgoalsshotsleague
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"]}}],"execution_count":19},{"cell_type":"code","source":["# join\ncopy_df = stats_df.select('game_id', 'player_id').withColumn(\"league\", lit('NHL'))\ndf = copy_df.join(stats_df, ['game_id', 'player_id'])\ndisplay(df)\n\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
game_idplayer_idleagueteam_idtimeOnIceassistsgoalsshotshitspowerPlayGoalspowerPlayAssistspenaltyMinutesfaceOffWinsfaceoffTakentakeawaysgiveawaysshortHandedGoalsshortHandedAssistsblockedplusMinusevenTimeOnIceshortHandedTimeOnIcepowerPlayTimeOnIce
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20110302218472410NHL143600130003600000-143600
20110302218471233NHL113440140100132101001-1949239156
20110302218470920NHL1837102500012100021756081
20110302218473646NHL146500230001100000-146500
20110302218470610NHL11327113301000100020903268156
20110302218472382NHL1132400100020000001-2108522019
20110302218474641NHL1947001000061710000170316381
20110302218460626NHL1156000110020011001112263340
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20110302218464977NHL11248000100012100001104318916
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20110302218459670NHL41208102001000010021660209339
20110302218470640NHL41384101100200000010108131272
20110302218473512NHL414940130100142501001-198793414
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20110302218476461NHL4102600320009151000008771490
20110302218475170NHL458400120002400000-1501083
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20110302228468501NHL19910021000001000226683230
20110302228470609NHL1960000400000000000911049
20110302228471816NHL1124900010000012001-1928167154
20110302228471233NHL18600131000612000002537166157
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20110302228476457NHL179501250000001000279500
20110302228473646NHL139200110001200000-139200
20110302228470610NHL11213104100000100001806246161
20110302228472382NHL1137800010000001005-11012170196
20110302228474641NHL1131410420027150001121011181122
20110302228460626NHL11244012100200001002101321120
20110302228460465NHL16650001000000100004820183
20110302228460542NHL110650010000615200001727181157
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20120303118466333NHL6104710010000000000179517874
20120303118470596NHL68302130002001000036600170
20120303118475794NHL68300001000231000005920238
20120303118473473NHL610771011000111000028269242
20120303118465978NHL6395002100011000000353042
20120303118465951NHL533200030015000000002021219
20120303118469638NHL5709001000061001000049593121
20120303118468542NHL5136400210000001000-1979223162
20120303118462042NHL583300120000100003-27270106
20120303118471311NHL5744003000000000000704040
20120303118471675NHL51461004100461700000-298746428
20120303118466160NHL5815000400000110000583100132
20120303118470543NHL5102400230020020001-17620262
20120303118471215NHL5109900520051610000-18142283
20120303118474091NHL574500200003101000005751619
20120303118471702NHL589500220000001000-1804289
20120303118471724NHL5153400120000011002-21043118373
20120303118468114NHL59850002000000200106982870
20120303118465166NHL54990002000041000001743250
20120303118468498NHL5122100030020001001-19562569
20120303118471707NHL5106100430000000000-27160345
20120303118466393NHL5115000240000020001-190621232
20120303118467580NHL587900000000000001-17051740
20120303128473419NHL68810240002001000148042948
20120303128469619NHL61392002100000000002117214674
20120303128471717NHL687900010000000001087900
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20120303128470187NHL612861131000000000131192940
20120303128471514NHL6829002000089000000734950
20120303128470169NHL67391011000270000006261130
20120303128470230NHL6725001400000000000635900
20120303128476792NHL6943101300000000021895048
20120303128448208NHL6864201100000000003818046
20120303128467967NHL68710002000350000207531180
20120303128465009NHL61465001000000010041124714672
20120303128470638NHL6963112100010150000038652672
20120303128466333NHL611890000000000100131095940
20120303128470596NHL6966113100000200022918048
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20120303128473473NHL61056101100412000011984072
20120303128465978NHL656310210000010000056300
20120303128465951NHL579310160000000000-2732583
20120303128469638NHL54660010000140200104011550
20120303128471856NHL566300130005700000-166300
20120303128468542NHL5137210120000000002-212668620
20120303128462042NHL5100300220000011001-18970106
20120303128471675NHL51381002000081814000-111550226
20120303128466160NHL5760001300000000000735025
20120303128470543NHL599900240000001000-18820117
20120303128471215NHL51157005000091410000-29200237
20120303128474091NHL57800112000514000000743343
20120303128471702NHL5102700100000001001-2990343
20120303128471724NHL5138600100000002001-3108086220
20120303128468114NHL576500040000000000-2731340
20120303128468674NHL51076001200200000010107600
20120303128465166NHL567400120000010002-1603710
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20120303128471707NHL5113400410000011000-39470187
20120303128466393NHL599700230000000000-2932623
20120303138465951NHL5146700150021100000-212212460
20120303138471856NHL557800220022301000057800
20120303138468542NHL522111030000000000411627408176
20120303138462042NHL511810016002231100009480233
20120303138471675NHL5210100300002138300021149235574
20120303138466160NHL5114600060000000000091362171
20120303138470543NHL5174401430020010000112220522
20120303138471215NHL520240010200291621002-213600664
20120303138475761NHL5839005200000020010745094
20120303138474091NHL513940022000152510002011921984
20120303138471702NHL5121900010000000000-11151662
20120303138471724NHL524500080000000100301720192538
20120303138468114NHL510280033002000100108701580
20120303138468674NHL5157800050000000003-11488900
20120303138465166NHL58520021000121100204234290
20120303138468498NHL5229000150020010002-119383466
20120303138471707NHL5193200710000100000-213760556
20120303138466393NHL5160110220020000002113712300
20120303138473419NHL619211061002013000101535184202
20120303138469619NHL623940013000000000611735425234
20120303138471717NHL698600000020000000198600
20120303138471276NHL6214601400021222010021169374379
20120303138470187NHL6195700610020010005-1163629526
20120303138471514NHL611880011000461000109512370
20120303138470169NHL64110001000031000201862250
20120303138470230NHL69710012000000000106313400
20120303138476792NHL611900020000000200209080282
20120303138448208NHL6159510400000002000012320363
20120303138467967NHL61421002200282022002012032180
20120303138465009NHL625250023000001000121778446301
20120303138470638NHL61919015000013352000001391162366
20120303138466333NHL6208700160000010001-1179027423
20120303138470596NHL6154800220020010000113070241
20120303138475794NHL6120800210001200000010170191
20120303138473473NHL6181210080020003001114200392
20120303138465978NHL623600130000000000023600
20120303148465951NHL57910003000000000006791120
20120303148468542NHL515270012000000200201216149162
20120303148462042NHL567600120000100000-1588088
20120303148471311NHL569700030000002000069700
20120303148471675NHL513850041000102400000011780207
20120303148466160NHL54750000002000000003750100
20120303148470543NHL59870043000000100108470140
20120303148471215NHL5120600100008121000109990207
20120303148475761NHL556600020000000000-1496070
20120303148474091NHL59560011000101900000-177116718
20120303148471702NHL5950000200200000000894056
20120303148471724NHL516650063002000100101285144236
20120303148468114NHL573500020000000000-16141210
20120303148468674NHL578300000000000001-1773100
20120303148465166NHL55110003000020000103731380
20120303148468498NHL5140200120000001002012121828
20120303148471707NHL5128800510000001001010730215
20120303148466393NHL510160023000010000208191898
20120303148473419NHL610481033004000100119005098
20120303148469619NHL61654002400000000070137618692
20120303148471717NHL660101210000001002160100
20120303148471276NHL61376002100081701000112028985
20120303148470187NHL6112600100000000004010091170
20120303148471514NHL67470011000360000005871600
20120303148470230NHL6770000000000010000733370
20120303148473484NHL640600210000001000040600
20120303148476792NHL69680022000000000117820186
20120303148448208NHL69410000000001200007300211
20120303148467967NHL68840012000390000107051727
20120303148465009NHL615580003000001100201255186117
20120303148470638NHL610691030000172610000076698205
20120303148466333NHL610820002000000000009651170
20120303148470596NHL61003000000200220001905098
20120303148475794NHL68260042000000000006150211
20120303148473473NHL610590013002000100108540205
20120303148465978NHL640200000000100000040200
20100302418471716NHL1779100030042501002-165212811
20100302418466149NHL179380001000020000107948163
20100302418467331NHL17150900120000011004011053977
20100302418470201NHL178700031002111100007400130
20100302418470047NHL17111200210004800000087515186
20100302418471794NHL1794200330000120001-16712710
20100302418470622NHL176570000002231000104601970
20100302418468083NHL17117600310002600001110404591
20100302418470318NHL171264002400200010020108616711
20100302418471309NHL179320000000220000008250107
20100302418470778NHL177250002002110000104662590
20100302418457063NHL1714760110000001200211151127198
20100302418459444NHL17818001000200110000776042
20100302418460743NHL171001001200000000001902099
20100302418468509NHL17159900130000011004-11091378130
20100302418464962NHL179050011000000000306942074
20100302418467856NHL17129900200000011003011636130
20100302418467514NHL17135210460001121320020111115091
20100302418468482NHL28116400220020201001093139194
20100302418467096NHL2816612031010000200101099101461
20100302418471338NHL288690042000220100007516949
20100302418474053NHL281289103100047120011102163205
20100302418470273NHL281335006000000020011103169235
20100302418469581NHL28821000100000220000789032
20100302418471682NHL2812780032000000000109540324
20100302418469622NHL2812540042000111300019833268
20100302418466139NHL28161100100002302000-1111196404
20100302418466138NHL2814201021010101711000-194563412
"]}}],"execution_count":20},{"cell_type":"code","source":["# group by \nsummary_df = stats_df.groupBy(\"player_id\").agg({'timeOnIce':'avg', 'goals':'sum'})\ndisplay(summary_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
player_idavg(timeOnIce)sum(goals)
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84757651064.1075837742505244
84768561164.853260869565259
8476458918.089449541284480
8477476916.86343612334843
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8476445519.90909090909090
84764261188.250
8477461670.83018867924537
8479511658.27272727272730
8478881619.68627450980395
8470662572.10593220338988
8470619833.7490297542043127
8471716931.8247422680413106
8470054893.68755
84659141075.213675213675310
8473992882.40357142857153
8475795793.92156862745093
84745681083.261306532663425
84764411069.647798742138318
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8476331967.17
8460720453.5747126436781410
8478073796.91935483870960
8479206731.88095238095243
8480222974.72727272727271
8478512717.824561403508811
8479324875.20
8473456721.28571428571430
84695551352.805626598465637
84772151281.411504424778730
84620381099.70955165692134
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8476447663.3437512
84764291058.18023255813969
8474130545.41059602649016
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8477473601.39682539682545
8477466653.40
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8476882970.3787
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84784021284.4933333333333133
8476866481.00
8475982688.8750
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84674001376.204508856682952
8462033910.91176470588234
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8475246960.920382165605127
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8477380594.88888888888896
8474500751.00
8468486935.4085667215816170
84745651508.374005305039999
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8475714914.643652561247268
84778511176.721854304635811
8477962534.555555555555513
8471978804.66666666666660
8467412821.544600938967225
84661821237.30046948356818
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84673711106.791505791505994
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8476905723.931034482758613
8475204825.338461538461572
8476868796.00
8477486567.6250
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8476948791.718181818181813
8480821923.11111111111111
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8465166685.77363184079620
84652101126.84472049689439
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8474629887.00
8475723567.33333333333340
8475841904.52857142857155
8475736629.30864197530876
8479999809.56626506024113
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84651221100.347368421052612
8473564934.9837997054492118
8470603937.461077844311441
84745791088.663934426229619
8475178762.956878850102770
8474744603.52380952380950
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8469581846.757396449704230
84735481137.2190721649486285
8476469824.78441
8477085856.50
8478831657.750
8467335386.20
84706421545.617873651772148
8468505925.772043010752747
84775071098.42580645161319
8479370815.257861635220127
84779331040.540785498489487
8478106693.65789473684210
8471730295.250
8468626245.228571428571431
8464977974.124121779859556
84740911028.5387205387206121
84685091327.72793053545663
84652021181.244813278008221
84661481116.7099644128114180
8473932731.340909090909113
8475231780.204633204633267
8476779949.9510
8476352622.82352941176481
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8478409442.00
8474592542.21
84661421253.277936962750822
8467493674.408119658119643
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8475598915.80833333333334
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8478447810.00
8480330951.252
8478036636.853
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84681141055.55925925925934
8476195748.542713567839231
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84774041055.9877551020409102
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8469670703.39285714285714
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8470654694.930693069306934
84702811532.715789473684369
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8477444761.210937571
84757841036.7261724659606244
8470680473.90
8470634419.406250
84800691042.21
8471514995.222591362126251
84680641019.186968838526955
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8475343666.737623762376218
8478031694.00
8477326628.79166666666660
8477529736.01785714285713
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8470775802.605304212168461
84605611235.587719298245713
84712731040.4496111
8476808811.528368794326328
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8476886771.13675213675226
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8471428260.50
8476477598.73563218390811
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8469681393.33333333333330
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8467351920.334405144694521
84763891149.7493188010899101
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8476179502.30303030303033
8477227497.052631578947341
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8475816548.42307692307691
8476322589.00
8480029659.51
8474566696.8750
84594241326.22727272727275
84768541321.31673306772952
8479249736.00
84793951095.19230769230767
8479414760.85714285714293
8471692833.50
8470596990.777327935222675
8469474768.541666666666611
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8477240676.416666666666612
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8471810763.98754
8477474868.69306930693072
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8479366535.50
84800361406.568421052631514
8469638985.7698815566836115
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84695441056.6890343698853189
8471266859.506369426751660
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8471323803.732217573221839
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8476208501.00
8475990321.00
84781091081.02
8471311803.158469945355158
84649561218.765765765765812
84735841291.508928571428731
8475118920.38414634146348
8475192750.103092783505211
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84757911145.6913580246915204
8474660921.05084745762712
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84775031011.07894736842164
8469582622.20
8471682912.369186046511677
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84684831028.380859375166
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8478137767.521739130434810
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84774721101.57142857142870
8480163912.00
8474153715.58333333333344
84764621193.933701657458687
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8477455727.816753926701611
8474719776.756
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8466035927.217948717948713
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84596701221.93877551020423
8467330957.361471861471885
8469547641.235751295336734
8475797805.53448275862070
8467334762.851851851851826
84757441032.1604938271605125
8474019786.00
8477201313.11111111111111
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8477458642.36
8480083647.38461538461542
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8476116691.710691823899443
8473589826.98571428571432
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8479466527.33333333333340
8460580615.80
8460502226.60
84701871249.593073593073558
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84700411071.6687898089172227
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8475151921.8408239700375158
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84768841028.08
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84784541099.29545454545452
8477346950.79527559055126
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8477210459.28571428571431
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8476397832.250
8477010826.83758
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8476766538.16666666666660
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8476870594.3281253
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84706171004.312364425162782
8465978525.510504201680627
8460527617.2251
8475236949.4408233276158106
8475183659.145
8477471619.83333333333340
8479447570.00
8473484665.01030927835056
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84745201229.56305506216751
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8471708773.14285714285712
8471694493.150
8474146454.91304347826092
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"]}}],"execution_count":21},{"cell_type":"markdown","source":["## Pandas UDFs"],"metadata":{}},{"cell_type":"code","source":["# Sample data for a player \nsample_pd = spark.sql(\"\"\"\n select * from stats\n where player_id = 8471214\n\"\"\").toPandas()\n\n# Import python libraries \nfrom scipy.optimize import leastsq\nimport numpy as np\n\n# Define a function to fit\ndef fit(params, x, y):\n return (y - (params[0] + x * params[1] ))\n \n# Fit the curve and show the results \nresult = leastsq(fit, [1, 0], args=(sample_pd.shots, sample_pd.hits))\n\nprint(result)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
(array([ 2.98572669, -0.02376583]), 1)\n
"]}}],"execution_count":23},{"cell_type":"code","source":["# Load necessary libraries\nfrom pyspark.sql.functions import pandas_udf, PandasUDFType\nfrom pyspark.sql.types import *\nimport pandas as pd\n# Create the schema for the resulting data frame\nschema = StructType([StructField('ID', LongType(), True),\n StructField('p0', DoubleType(), True),\n StructField('p1', DoubleType(), True)])\n# Define the UDF, input and outputs are Pandas DFs\n@pandas_udf(schema, PandasUDFType.GROUPED_MAP)\ndef analyze_player(sample_pd):\n # return empty params in not enough data\n if (len(sample_pd.shots) <= 1):\n return pd.DataFrame({'ID': [sample_pd.player_id[0]], \n 'p0': [ 0 ], 'p1': [ 0 ]})\n \n # Perform curve fitting \n result = leastsq(fit, [1, 0], args=(sample_pd.shots, \n sample_pd.hits))\n # Return the parameters as a Pandas DF \n return pd.DataFrame({'ID': [sample_pd.player_id[0]], \n 'p0': [result[0][0]], 'p1': [result[0][1]]})\n# perform the UDF and show the results \nplayer_df = stats_df.groupby('player_id').apply(analyze_player)\ndisplay(player_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":24},{"cell_type":"markdown","source":["# MLlib Batch Pipeline"],"metadata":{}},{"cell_type":"code","source":["games_df = spark.read.csv(\"s3://dsp-ch6/csv/games-expand.csv\", header=True, inferSchema = True)\ngames_df.createOrReplaceTempView(\"games_df\")\n\ngames_df = spark.sql(\"\"\"\n select *, row_number() over (order by rand()) as user_id\n ,case when rand() > 0.7 then 1 else 0 end as test\n from games_df\n\"\"\")\n\ndisplay(games_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
G1G2G3G4G5G6G7G8G9G10labeluser_idtest
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"]}}],"execution_count":26},{"cell_type":"code","source":["#trainDF, testDF = games_df.randomSplit([0.7, 0.3])\ntrainDF = games_df.filter(\"test == 0\")\ntestDF = games_df.filter(\"test == 1\")\nprint(\"Train \" + str(trainDF.count()))\nprint(\"Test \" + str(testDF.count()))\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
Train 16024\nTest 6881\n
"]}}],"execution_count":27},{"cell_type":"code","source":["from pyspark.ml.feature import VectorAssembler\n\n# create a vector representation\nassembler = VectorAssembler(\n inputCols= trainDF.schema.names[0:10],\n outputCol=\"features\" )\n\ntrainVec = assembler.transform(trainDF).select('label', 'features')\ntestVec = assembler.transform(testDF).select('label', 'features', 'user_id')\n\ndisplay(testVec)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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1List(0, 10, List(1), List(1.0))850
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0List(0, 10, List(2), List(1.0))980
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0List(0, 10, List(0, 2, 3, 9), List(1.0, 1.0, 1.0, 1.0))1002
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0List(0, 10, List(7), List(1.0))1200
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0List(0, 10, List(7), List(1.0))1231
0List(0, 10, List(), List())1234
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0List(0, 10, List(), List())1448
0List(0, 10, List(), List())1452
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0List(0, 10, List(), List())1490
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0List(0, 10, List(4), List(1.0))1500
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0List(0, 10, List(7), List(1.0))1575
0List(0, 10, List(3), List(1.0))1576
1List(0, 10, List(), List())1582
0List(0, 10, List(7), List(1.0))1583
0List(0, 10, List(5), List(1.0))1584
0List(0, 10, List(2), List(1.0))1585
0List(0, 10, List(4), List(1.0))1587
0List(0, 10, List(0, 6), List(1.0, 1.0))1588
1List(0, 10, List(), List())1589
0List(0, 10, List(7), List(1.0))1590
1List(0, 10, List(1, 4, 5, 9), List(1.0, 1.0, 1.0, 1.0))1594
1List(0, 10, List(2, 4, 6, 9), List(1.0, 1.0, 1.0, 1.0))1595
0List(0, 10, List(7), List(1.0))1608
0List(0, 10, List(0), List(1.0))1609
0List(1, 10, List(), List(1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0))1610
0List(0, 10, List(3), List(1.0))1611
0List(0, 10, List(6), List(1.0))1614
0List(0, 10, List(2, 3, 6, 7), List(1.0, 1.0, 1.0, 1.0))1616
0List(0, 10, List(2), List(1.0))1617
1List(0, 10, List(4, 9), List(1.0, 1.0))1621
0List(0, 10, List(4, 5, 6, 7), List(1.0, 1.0, 1.0, 1.0))1625
0List(0, 10, List(7), List(1.0))1631
0List(0, 10, List(4, 6), List(1.0, 1.0))1632
0List(0, 10, List(3), List(1.0))1633
0List(1, 10, List(), List(1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0))1636
0List(0, 10, List(0, 2), List(1.0, 1.0))1643
0List(0, 10, List(6), List(1.0))1647
0List(0, 10, List(1, 6), List(1.0, 1.0))1652
0List(0, 10, List(1, 6, 7), List(1.0, 1.0, 1.0))1654
0List(0, 10, List(7), List(1.0))1656
0List(0, 10, List(7), List(1.0))1658
0List(0, 10, List(), List())1661
0List(0, 10, List(6), List(1.0))1665
0List(0, 10, List(3, 6, 7), List(1.0, 1.0, 1.0))1671
0List(0, 10, List(0), List(1.0))1673
0List(0, 10, List(7), List(1.0))1679
0List(0, 10, List(1), List(1.0))1686
0List(0, 10, List(4, 6, 7), List(1.0, 1.0, 1.0))1687
0List(0, 10, List(7), List(1.0))1688
0List(0, 10, List(1), List(1.0))1689
0List(0, 10, List(1, 6, 7), List(1.0, 1.0, 1.0))1694
0List(0, 10, List(0), List(1.0))1696
0List(0, 10, List(2), List(1.0))1697
0List(0, 10, List(7), List(1.0))1702
0List(0, 10, List(0, 2), List(1.0, 1.0))1703
0List(1, 10, List(), List(1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0))1710
0List(0, 10, List(6), List(1.0))1720
0List(0, 10, List(7), List(1.0))1722
0List(0, 10, List(0, 4), List(1.0, 1.0))1723
1List(0, 10, List(), List())1724
0List(0, 10, List(1, 2, 4), List(1.0, 1.0, 1.0))1726
0List(0, 10, List(3), List(1.0))1727
1List(1, 10, List(), List(1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0))1729
0List(1, 10, List(), List(1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0))1734
0List(0, 10, List(0, 2), List(1.0, 1.0))1736
0List(0, 10, List(4, 6), List(1.0, 1.0))1737
1List(0, 10, List(0, 1, 3, 4, 9), List(1.0, 1.0, 1.0, 1.0, 1.0))1738
0List(0, 10, List(1, 2), List(1.0, 1.0))1739
0List(0, 10, List(6), List(1.0))1741
0List(0, 10, List(8), List(1.0))1743
0List(0, 10, List(6), List(1.0))1747
0List(0, 10, List(0, 5), List(1.0, 1.0))1751
0List(0, 10, List(0, 4, 7, 8), List(1.0, 1.0, 1.0, 1.0))1753
0List(0, 10, List(), List())1755
0List(0, 10, List(5), List(1.0))1756
0List(0, 10, List(7), List(1.0))1760
0List(0, 10, List(0, 3, 4), List(1.0, 1.0, 1.0))1765
0List(0, 10, List(1), List(1.0))1778
0List(0, 10, List(7), List(1.0))1783
0List(0, 10, List(7), List(1.0))1789
0List(0, 10, List(6), List(1.0))1794
0List(0, 10, List(2), List(1.0))1795
0List(0, 10, List(2, 4, 6, 7), List(1.0, 1.0, 1.0, 1.0))1796
1List(0, 10, List(), List())1800
0List(0, 10, List(), List())1806
1List(1, 10, List(), List(1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0))1810
0List(0, 10, List(5), List(1.0))1817
0List(0, 10, List(7), List(1.0))1819
0List(0, 10, List(2), List(1.0))1821
0List(0, 10, List(2), List(1.0))1822
0List(0, 10, List(7), List(1.0))1823
0List(0, 10, List(0, 9), List(1.0, 1.0))1824
0List(0, 10, List(2), List(1.0))1829
0List(1, 10, List(), List(1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0))1834
1List(0, 10, List(0, 1, 8, 9), List(1.0, 1.0, 1.0, 1.0))1835
0List(0, 10, List(0, 1, 4, 8), List(1.0, 1.0, 1.0, 1.0))1837
0List(0, 10, List(0, 2, 4, 6, 7), List(1.0, 1.0, 1.0, 1.0, 1.0))1842
0List(0, 10, List(7), List(1.0))1845
1List(0, 10, List(2), List(1.0))1848
0List(0, 10, List(0, 5), List(1.0, 1.0))1850
0List(0, 10, List(0, 1, 4), List(1.0, 1.0, 1.0))1851
0List(0, 10, List(7), List(1.0))1858
0List(0, 10, List(9), List(1.0))1862
0List(0, 10, List(0, 4), List(1.0, 1.0))1867
1List(0, 10, List(2), List(1.0))1870
0List(0, 10, List(0, 4, 7), List(1.0, 1.0, 1.0))1871
0List(0, 10, List(2, 4), List(1.0, 1.0))1872
0List(0, 10, List(1), List(1.0))1878
0List(0, 10, List(), List())1879
0List(0, 10, List(), List())1880
0List(0, 10, List(6), List(1.0))1885
0List(0, 10, List(6), List(1.0))1887
0List(0, 10, List(9), List(1.0))1889
0List(0, 10, List(3, 5, 6, 7), List(1.0, 1.0, 1.0, 1.0))1890
0List(0, 10, List(2, 6, 7), List(1.0, 1.0, 1.0))1893
0List(0, 10, List(7), List(1.0))1897
0List(0, 10, List(0, 5), List(1.0, 1.0))1900
0List(0, 10, List(5, 6), List(1.0, 1.0))1901
1List(1, 10, List(), List(1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0))1911
0List(0, 10, List(8), List(1.0))1913
1List(0, 10, List(5, 6, 9), List(1.0, 1.0, 1.0))1920
0List(0, 10, List(7), List(1.0))1922
0List(0, 10, List(6, 7), List(1.0, 1.0))1925
0List(0, 10, List(7), List(1.0))1927
0List(0, 10, List(2), List(1.0))1931
1List(1, 10, List(), List(0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0))1934
0List(0, 10, List(1, 2, 6, 7), List(1.0, 1.0, 1.0, 1.0))1936
0List(0, 10, List(3, 5, 6, 7), List(1.0, 1.0, 1.0, 1.0))1938
0List(0, 10, List(), List())1940
0List(0, 10, List(), List())1951
0List(0, 10, List(2), List(1.0))1952
0List(0, 10, List(7), List(1.0))1953
0List(0, 10, List(0), List(1.0))1954
0List(0, 10, List(6), List(1.0))1956
0List(0, 10, List(), List())1965
0List(0, 10, List(6), List(1.0))1969
0List(0, 10, List(6), List(1.0))1980
0List(0, 10, List(2), List(1.0))1981
0List(0, 10, List(0), List(1.0))1985
0List(0, 10, List(6, 7, 9), List(1.0, 1.0, 1.0))1993
0List(0, 10, List(1, 3, 4, 8), List(1.0, 1.0, 1.0, 1.0))1998
0List(0, 10, List(6), List(1.0))1999
0List(0, 10, List(5, 6), List(1.0, 1.0))2002
0List(0, 10, List(7), List(1.0))2010
1List(0, 10, List(2), List(1.0))2013
0List(1, 10, List(), List(1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0))2015
0List(0, 10, List(0, 1, 5), List(1.0, 1.0, 1.0))2017
0List(0, 10, List(0, 1, 2, 6, 7), List(1.0, 1.0, 1.0, 1.0, 1.0))2018
0List(0, 10, List(1, 4, 6), List(1.0, 1.0, 1.0))2021
0List(0, 10, List(), List())2022
0List(0, 10, List(2, 7), List(1.0, 1.0))2027
0List(0, 10, List(0, 1, 2, 4, 5), List(1.0, 1.0, 1.0, 1.0, 1.0))2029
0List(0, 10, List(2), List(1.0))2033
0List(0, 10, List(1, 6, 7), List(1.0, 1.0, 1.0))2036
0List(0, 10, List(3), List(1.0))2039
0List(0, 10, List(7), List(1.0))2052
0List(0, 10, List(0), List(1.0))2055
1List(0, 10, List(7, 8, 9), List(1.0, 1.0, 1.0))2057
0List(0, 10, List(2, 4), List(1.0, 1.0))2058
0List(0, 10, List(7), List(1.0))2060
0List(0, 10, List(0, 4, 9), List(1.0, 1.0, 1.0))2066
0List(0, 10, List(), List())2076
0List(0, 10, List(6), List(1.0))2077
0List(0, 10, List(), List())2085
0List(1, 10, List(), List(1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0))2086
0List(0, 10, List(7), List(1.0))2088
0List(0, 10, List(3, 4, 5, 6), List(1.0, 1.0, 1.0, 1.0))2093
0List(0, 10, List(8), List(1.0))2094
0List(0, 10, List(5), List(1.0))2097
0List(0, 10, List(3), List(1.0))2099
0List(0, 10, List(6), List(1.0))2108
0List(0, 10, List(2), List(1.0))2110
0List(0, 10, List(0, 3, 5, 8), List(1.0, 1.0, 1.0, 1.0))2112
0List(0, 10, List(0, 2, 5), List(1.0, 1.0, 1.0))2115
1List(0, 10, List(2), List(1.0))2118
0List(0, 10, List(0), List(1.0))2121
0List(0, 10, List(6), List(1.0))2122
0List(0, 10, List(6), List(1.0))2123
1List(1, 10, List(), List(0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0))2132
0List(0, 10, List(3), List(1.0))2133
0List(0, 10, List(7), List(1.0))2134
0List(0, 10, List(4), List(1.0))2135
1List(1, 10, List(), List(1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0))2138
0List(0, 10, List(0, 1, 4), List(1.0, 1.0, 1.0))2143
1List(0, 10, List(4, 9), List(1.0, 1.0))2151
0List(0, 10, List(7), List(1.0))2153
0List(0, 10, List(7), List(1.0))2155
0List(0, 10, List(7), List(1.0))2158
0List(0, 10, List(6), List(1.0))2161
0List(0, 10, List(6, 9), List(1.0, 1.0))2162
0List(0, 10, List(6), List(1.0))2165
0List(0, 10, List(1, 6), List(1.0, 1.0))2167
0List(0, 10, List(4), List(1.0))2168
0List(0, 10, List(1, 2), List(1.0, 1.0))2173
0List(0, 10, List(2), List(1.0))2176
0List(0, 10, List(), List())2183
0List(0, 10, List(0, 1, 3, 5), List(1.0, 1.0, 1.0, 1.0))2189
1List(0, 10, List(4), List(1.0))2190
0List(0, 10, List(0, 2, 4), List(1.0, 1.0, 1.0))2195
0List(0, 10, List(7), List(1.0))2197
0List(0, 10, List(6, 7), List(1.0, 1.0))2202
0List(0, 10, List(0, 1, 5), List(1.0, 1.0, 1.0))2204
0List(0, 10, List(0, 1, 4, 6), List(1.0, 1.0, 1.0, 1.0))2208
0List(0, 10, List(7), List(1.0))2210
0List(0, 10, List(5), List(1.0))2213
1List(0, 10, List(9), List(1.0))2214
0List(0, 10, List(6), List(1.0))2217
0List(0, 10, List(2), List(1.0))2221
0List(0, 10, List(2), List(1.0))2225
0List(0, 10, List(0, 2, 6, 7), List(1.0, 1.0, 1.0, 1.0))2226
0List(0, 10, List(0, 2, 4), List(1.0, 1.0, 1.0))2231
0List(0, 10, List(2), List(1.0))2234
0List(0, 10, List(), List())2237
0List(0, 10, List(0, 4), List(1.0, 1.0))2238
0List(0, 10, List(3), List(1.0))2240
0List(0, 10, List(6), List(1.0))2245
0List(1, 10, List(), List(1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0))2246
0List(0, 10, List(), List())2251
0List(0, 10, List(0, 1), List(1.0, 1.0))2253
0List(0, 10, List(5, 6), List(1.0, 1.0))2258
0List(0, 10, List(0, 1, 2, 3), List(1.0, 1.0, 1.0, 1.0))2261
0List(0, 10, List(0, 1, 2, 3), List(1.0, 1.0, 1.0, 1.0))2263
0List(0, 10, List(4, 7), List(1.0, 1.0))2272
0List(0, 10, List(), List())2273
1List(0, 10, List(2), List(1.0))2274
0List(0, 10, List(0), List(1.0))2277
0List(0, 10, List(7), List(1.0))2280
0List(0, 10, List(9), List(1.0))2281
0List(0, 10, List(7), List(1.0))2284
0List(0, 10, List(9), List(1.0))2285
0List(0, 10, List(7), List(1.0))2286
0List(0, 10, List(2), List(1.0))2291
0List(0, 10, List(7), List(1.0))2298
0List(0, 10, List(4, 9), List(1.0, 1.0))2300
1List(0, 10, List(4), List(1.0))2302
1List(0, 10, List(), List())2303
0List(1, 10, List(), List(1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0))2311
0List(0, 10, List(), List())2314
0List(0, 10, List(1, 2, 4), List(1.0, 1.0, 1.0))2316
0List(0, 10, List(2), List(1.0))2317
1List(1, 10, List(), List(0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0))2319
0List(0, 10, List(7), List(1.0))2320
0List(0, 10, List(7), List(1.0))2321
0List(0, 10, List(), List())2331
0List(0, 10, List(5), List(1.0))2334
1List(0, 10, List(2), List(1.0))2336
0List(0, 10, List(0, 1, 4), List(1.0, 1.0, 1.0))2343
0List(0, 10, List(5, 6, 7), List(1.0, 1.0, 1.0))2344
0List(0, 10, List(7), List(1.0))2349
0List(0, 10, List(4), List(1.0))2352
0List(0, 10, List(6), List(1.0))2355
0List(0, 10, List(0, 2), List(1.0, 1.0))2359
1List(0, 10, List(6), List(1.0))2364
0List(0, 10, List(0, 1, 2, 4, 9), List(1.0, 1.0, 1.0, 1.0, 1.0))2365
0List(0, 10, List(0), List(1.0))2370
1List(0, 10, List(2, 7), List(1.0, 1.0))2371
0List(0, 10, List(5, 6, 7, 8), List(1.0, 1.0, 1.0, 1.0))2372
0List(0, 10, List(7), List(1.0))2377
0List(0, 10, List(1, 2, 4), List(1.0, 1.0, 1.0))2382
0List(0, 10, List(0, 4), List(1.0, 1.0))2388
0List(1, 10, List(), List(1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0))2396
1List(0, 10, List(7), List(1.0))2398
1List(0, 10, List(6), List(1.0))2399
0List(0, 10, List(7), List(1.0))2400
0List(0, 10, List(6, 7), List(1.0, 1.0))2406
0List(0, 10, List(5), List(1.0))2407
0List(0, 10, List(1), List(1.0))2410
1List(0, 10, List(0, 2), List(1.0, 1.0))2414
1List(0, 10, List(1, 2, 6, 7), List(1.0, 1.0, 1.0, 1.0))2415
0List(0, 10, List(6), List(1.0))2416
0List(0, 10, List(1, 4), List(1.0, 1.0))2418
0List(0, 10, List(4), List(1.0))2422
0List(0, 10, List(6), List(1.0))2424
0List(0, 10, List(7), List(1.0))2425
0List(0, 10, List(7), List(1.0))2426
0List(0, 10, List(7), List(1.0))2429
0List(0, 10, List(6), List(1.0))2430
0List(0, 10, List(0, 1, 2, 4), List(1.0, 1.0, 1.0, 1.0))2431
0List(0, 10, List(0), List(1.0))2433
0List(0, 10, List(7), List(1.0))2434
0List(0, 10, List(6), List(1.0))2435
1List(0, 10, List(), List())2438
0List(0, 10, List(7), List(1.0))2444
0List(0, 10, List(6), List(1.0))2447
0List(0, 10, List(7), List(1.0))2449
0List(0, 10, List(7), List(1.0))2451
1List(0, 10, List(), List())2452
0List(0, 10, List(5), List(1.0))2453
0List(0, 10, List(7), List(1.0))2454
0List(0, 10, List(8), List(1.0))2458
1List(0, 10, List(), List())2461
0List(0, 10, List(2, 4, 5, 6, 7), List(1.0, 1.0, 1.0, 1.0, 1.0))2462
0List(0, 10, List(6), List(1.0))2465
0List(0, 10, List(6), List(1.0))2468
0List(0, 10, List(6), List(1.0))2470
0List(0, 10, List(0), List(1.0))2475
0List(0, 10, List(0, 2), List(1.0, 1.0))2476
1List(0, 10, List(0, 1, 4, 9), List(1.0, 1.0, 1.0, 1.0))2479
0List(0, 10, List(0), List(1.0))2481
1List(0, 10, List(2, 9), List(1.0, 1.0))2482
0List(0, 10, List(3), List(1.0))2485
0List(0, 10, List(0, 9), List(1.0, 1.0))2488
0List(0, 10, List(9), List(1.0))2499
0List(0, 10, List(5, 6), List(1.0, 1.0))2500
0List(0, 10, List(0), List(1.0))2501
0List(0, 10, List(0), List(1.0))2502
0List(0, 10, List(3), List(1.0))2511
0List(0, 10, List(7), List(1.0))2513
1List(0, 10, List(2, 9), List(1.0, 1.0))2514
0List(0, 10, List(4), List(1.0))2517
0List(0, 10, List(1, 2), List(1.0, 1.0))2518
1List(0, 10, List(4, 6, 7), List(1.0, 1.0, 1.0))2520
0List(0, 10, List(0), List(1.0))2524
0List(0, 10, List(0, 5, 6), List(1.0, 1.0, 1.0))2525
0List(0, 10, List(7), List(1.0))2526
0List(0, 10, List(6), List(1.0))2530
0List(0, 10, List(0, 4), List(1.0, 1.0))2533
0List(0, 10, List(0, 9), List(1.0, 1.0))2534
0List(0, 10, List(4, 5, 6, 7), List(1.0, 1.0, 1.0, 1.0))2538
0List(0, 10, List(6), List(1.0))2539
0List(0, 10, List(7), List(1.0))2542
0List(0, 10, List(), List())2547
0List(0, 10, List(0, 4, 7), List(1.0, 1.0, 1.0))2550
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"]}}],"execution_count":28},{"cell_type":"code","source":["from pyspark.ml.classification import LogisticRegression\n\n# specify the columns for the model\nlr = LogisticRegression(featuresCol = 'features', labelCol = 'label')\n\n# fit on training data\nmodel = lr.fit(trainVec)\n\n# predict on test data \npredDF = model.transform(testVec)\n\n# show predictions \ndisplay(predDF)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
labelfeaturesuser_idrawPredictionprobabilityprediction
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0List(0, 10, List(), List())3166List(1, 2, List(), List(2.1735248795354867, -2.1735248795354867))List(1, 2, List(), List(0.8978467151037752, 0.10215328489622474))0.0
1List(0, 10, List(0, 2), List(1.0, 1.0))3168List(1, 2, List(), List(2.284939966108301, -2.284939966108301))List(1, 2, List(), List(0.9076220694904358, 0.09237793050956414))0.0
0List(0, 10, List(0), List(1.0))3173List(1, 2, List(), List(2.6502643003706625, -2.6502643003706625))List(1, 2, List(), List(0.9340272786509403, 0.06597272134905977))0.0
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1List(0, 10, List(0, 2), List(1.0, 1.0))3177List(1, 2, List(), List(2.284939966108301, -2.284939966108301))List(1, 2, List(), List(0.9076220694904358, 0.09237793050956414))0.0
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0List(0, 10, List(1), List(1.0))3182List(1, 2, List(), List(1.8330308689030517, -1.8330308689030517))List(1, 2, List(), List(0.8621223938209063, 0.13787760617909384))0.0
0List(0, 10, List(1, 3, 4), List(1.0, 1.0, 1.0))3183List(1, 2, List(), List(1.925558591020101, -1.925558591020101))List(1, 2, List(), List(0.8727570076111869, 0.127242992388813))0.0
0List(0, 10, List(), List())3187List(1, 2, List(), List(2.1735248795354867, -2.1735248795354867))List(1, 2, List(), List(0.8978467151037752, 0.10215328489622474))0.0
0List(0, 10, List(6), List(1.0))3188List(1, 2, List(), List(2.56231101244531, -2.56231101244531))List(1, 2, List(), List(0.9283962383105592, 0.07160376168944076))0.0
0List(1, 10, List(), List(1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0))3193List(1, 2, List(), List(0.5628438157544087, -0.5628438157544087))List(1, 2, List(), List(0.6371102886937334, 0.36288971130626657))0.0
0List(0, 10, List(2), List(1.0))3195List(1, 2, List(), List(1.8082005452731256, -1.8082005452731256))List(1, 2, List(), List(0.8591442532219645, 0.14085574677803547))0.0
0List(0, 10, List(), List())3196List(1, 2, List(), List(2.1735248795354867, -2.1735248795354867))List(1, 2, List(), List(0.8978467151037752, 0.10215328489622474))0.0
0List(0, 10, List(), List())3197List(1, 2, List(), List(2.1735248795354867, -2.1735248795354867))List(1, 2, List(), List(0.8978467151037752, 0.10215328489622474))0.0
1List(0, 10, List(0, 4, 8), List(1.0, 1.0, 1.0))3205List(1, 2, List(), List(1.3762087356292576, -1.3762087356292576))List(1, 2, List(), List(0.7983814163129808, 0.2016185836870193))0.0
0List(0, 10, List(1, 2), List(1.0, 1.0))3208List(1, 2, List(), List(1.4677065346406906, -1.4677065346406906))List(1, 2, List(), List(0.8127085402835782, 0.18729145971642175))0.0
0List(0, 10, List(2, 7), List(1.0, 1.0))3216List(1, 2, List(), List(2.2796159672052543, -2.2796159672052543))List(1, 2, List(), List(0.9071747130164494, 0.09282528698355062))0.0
0List(0, 10, List(5, 6, 7), List(1.0, 1.0, 1.0))3217List(1, 2, List(), List(3.2527253792586235, -3.2527253792586235))List(1, 2, List(), List(0.9627709219249053, 0.03722907807509467))0.0
0List(0, 10, List(1, 4), List(1.0, 1.0))3219List(1, 2, List(), List(1.521117454757612, -1.521117454757612))List(1, 2, List(), List(0.8207029725491116, 0.17929702745088844))0.0
0List(0, 10, List(0), List(1.0))3221List(1, 2, List(), List(2.6502643003706625, -2.6502643003706625))List(1, 2, List(), List(0.9340272786509403, 0.06597272134905977))0.0
0List(0, 10, List(7), List(1.0))3227List(1, 2, List(), List(2.6449403014676154, -2.6449403014676154))List(1, 2, List(), List(0.9336984530669283, 0.06630154693307164))0.0
0List(0, 10, List(0, 1, 2), List(1.0, 1.0, 1.0))3229List(1, 2, List(), List(1.9444459554758662, -1.9444459554758662))List(1, 2, List(), List(0.8748397658757086, 0.12516023412429136))0.0
0List(0, 10, List(3, 6), List(1.0, 1.0))3231List(1, 2, List(), List(2.9667521487077986, -2.9667521487077986))List(1, 2, List(), List(0.9510492961135592, 0.04895070388644087))0.0
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0List(1, 10, List(), List(1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0))3252List(1, 2, List(), List(0.13581318744944282, -0.13581318744944282))List(1, 2, List(), List(0.5339012032735018, 0.46609879672649834))0.0
"]}}],"execution_count":29},{"cell_type":"code","source":["from pyspark.ml.evaluation import BinaryClassificationEvaluator\n\n# calculate performance metrics \nroc = BinaryClassificationEvaluator().evaluate(predDF)\nprint(roc)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
0.7588682577937849\n
"]}}],"execution_count":30},{"cell_type":"code","source":["from pyspark.sql.functions import udf\nfrom pyspark.sql.types import FloatType\n\n# split out the array into a column \nsecondElement = udf(lambda v:float(v[1]),FloatType())\npredDF = predDF.select(\"*\", secondElement(\"probability\").alias(\"propensity\"))\ndisplay(predDF)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
labelfeaturesuser_idrawPredictionprobabilitypredictionpropensity
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0List(0, 10, List(7), List(1.0))9List(1, 2, List(), List(2.6449403014676154, -2.6449403014676154))List(1, 2, List(), List(0.9336984530669283, 0.06630154693307164))0.00.06630155
0List(0, 10, List(), List())10List(1, 2, List(), List(2.1735248795354867, -2.1735248795354867))List(1, 2, List(), List(0.8978467151037752, 0.10215328489622474))0.00.10215329
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0List(0, 10, List(7), List(1.0))13List(1, 2, List(), List(2.6449403014676154, -2.6449403014676154))List(1, 2, List(), List(0.9336984530669283, 0.06630154693307164))0.00.06630155
0List(0, 10, List(0, 5, 6, 7), List(1.0, 1.0, 1.0, 1.0))17List(1, 2, List(), List(3.729464800093799, -3.729464800093799))List(1, 2, List(), List(0.9765570829338608, 0.023442917066139327))0.00.023442917
0List(0, 10, List(0, 4), List(1.0, 1.0))22List(1, 2, List(), List(2.3383508862252227, -2.3383508862252227))List(1, 2, List(), List(0.9120038289889826, 0.08799617101101745))0.00.08799617
0List(0, 10, List(9), List(1.0))27List(1, 2, List(), List(0.4803960728157952, -0.4803960728157952))List(1, 2, List(), List(0.6178413972342769, 0.3821586027657231))0.00.3821586
0List(0, 10, List(7), List(1.0))28List(1, 2, List(), List(2.6449403014676154, -2.6449403014676154))List(1, 2, List(), List(0.9336984530669283, 0.06630154693307164))0.00.06630155
1List(0, 10, List(), List())29List(1, 2, List(), List(2.1735248795354867, -2.1735248795354867))List(1, 2, List(), List(0.8978467151037752, 0.10215328489622474))0.00.10215329
0List(0, 10, List(3, 6), List(1.0, 1.0))32List(1, 2, List(), List(2.9667521487077986, -2.9667521487077986))List(1, 2, List(), List(0.9510492961135592, 0.04895070388644087))0.00.048950706
0List(0, 10, List(1, 2, 3), List(1.0, 1.0, 1.0))40List(1, 2, List(), List(1.8721476709031792, -1.8721476709031792))List(1, 2, List(), List(0.8667065853606187, 0.13329341463938124))0.00.13329342
0List(0, 10, List(2), List(1.0))41List(1, 2, List(), List(1.8082005452731256, -1.8082005452731256))List(1, 2, List(), List(0.8591442532219645, 0.14085574677803547))0.00.14085574
0List(0, 10, List(6), List(1.0))46List(1, 2, List(), List(2.56231101244531, -2.56231101244531))List(1, 2, List(), List(0.9283962383105592, 0.07160376168944076))0.00.07160376
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"]}}],"execution_count":31},{"cell_type":"code","source":["\n# save results to S3\nresults_df = predDF.select(\"user_id\", \"propensity\")\nresults_path = \"s3a://dsp-ch6/game-predictions/\"\nresults_df.write.mode('overwrite').parquet(results_path)\n\ndisplay(sqlContext.read.parquet(results_path))\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":32},{"cell_type":"code","source":["# plot the predictions \npredDF .createOrReplaceTempView(\"predDF \")\n\nplotDF = spark.sql(\"\"\"\n select cast(propensity*100 as int)/100 as propensity, label, sum(1) as users\n from predDF \n group by 1, 2\n order by 1, 2 \n\"\"\")\n\n# table output\ndisplay(plotDF)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":33},{"cell_type":"markdown","source":["# Distributed Deep Learning"],"metadata":{}},{"cell_type":"code","source":["# build model on the driver node \ntrain_pd = trainDF.toPandas()\nx_train = train_pd.iloc[:,0:10]\ny_train = train_pd['label']\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
/databricks/python/lib/python3.7/site-packages/pyarrow/__init__.py:152: UserWarning: pyarrow.open_stream is deprecated, please use pyarrow.ipc.open_stream\n warnings.warn("pyarrow.open_stream is deprecated, please use "\n
"]}}],"execution_count":35},{"cell_type":"code","source":["import tensorflow as tf\nimport keras\nfrom keras import models, layers\n\nmodel = models.Sequential()\nmodel.add(layers.Dense(64, activation='relu', input_shape=(10,)))\nmodel.add(layers.Dropout(0.1))\nmodel.add(layers.Dense(64, activation='relu'))\nmodel.add(layers.Dense(1, activation='sigmoid'))\n\nmodel.compile(optimizer='rmsprop', loss='binary_crossentropy')\nhistory = model.fit(x_train, y_train, epochs=100, batch_size=100, \n validation_split = .2, verbose=0)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
Using TensorFlow backend.\n
"]}}],"execution_count":36},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n\nloss = history.history['loss']\nval_loss = history.history['val_loss']\nepochs = range(1, len(loss) + 1)\n\nfig = plt.figure(figsize=(10,6) )\nplt.plot(epochs, loss, 'bo', label='Training Loss')\nplt.plot(epochs, val_loss, 'b', label='Validation Loss')\nplt.legend()\nplt.show()\ndisplay(fig)\n"],"metadata":{},"outputs":[],"execution_count":37},{"cell_type":"code","source":["\n# set up partitioning for the train data frame\ntestDF.createOrReplaceTempView(\"testDF \")\n\npartitionedDF = spark.sql(\"\"\"\n select *, cast(rand()*100 as int) as partition_id\n from testDF \n\"\"\")\n\ndisplay(partitionedDF)\n\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
G1G2G3G4G5G6G7G8G9G10labeluser_idtestpartition_id
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"]}}],"execution_count":38},{"cell_type":"code","source":["from pyspark.sql.functions import pandas_udf, PandasUDFType\nfrom pyspark.sql.types import *\n\nschema = StructType([StructField('user_id', LongType(), True),\n StructField('propensity', DoubleType(), True)]) \n\n@pandas_udf(schema, PandasUDFType.GROUPED_MAP)\ndef apply_keras(pd):\n pd['propensity'] = model.predict(pd.iloc[:,0:10])\n return pd[['user_id', 'propensity']]\n\nresults_df = partitionedDF.groupby('partition_id').apply(apply_keras)\ndisplay(results_df) \n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":39},{"cell_type":"markdown","source":["# Distributed Feature Engineering"],"metadata":{}},{"cell_type":"code","source":["plays_df = spark.read.csv(\"s3://dsp-ch6/csv/game_plays.csv\", header=True, inferSchema = True).drop('secondaryType', 'periodType', 'dateTime', 'rink_side')\nplays_pd = plays_df.filter(\"rand() < 0.003\").toPandas()\nplays_pd.shape"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
Out[37]: (10717, 16)
"]}}],"execution_count":41},{"cell_type":"code","source":["import featuretools as ft\nfrom featuretools import Feature\n\nes = ft.EntitySet(id=\"plays\")\nes = es.entity_from_dataframe(entity_id=\"plays\",dataframe=plays_pd, index=\"play_id\", variable_types = {\n \"event\": ft.variable_types.Categorical,\n \"description\": ft.variable_types.Categorical })\n\nf1 = Feature(es[\"plays\"][\"event\"])\nf2 = Feature(es[\"plays\"][\"description\"])\n\nencoded, defs = ft.encode_features(plays_pd, [f1, f2], top_n=10)\nencoded.reset_index(inplace=True)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":42},{"cell_type":"code","source":["es = ft.EntitySet(id=\"plays\")\nes = es.entity_from_dataframe(entity_id=\"plays\", dataframe=encoded, index=\"play_id\")\n\nes = es.normalize_entity(base_entity_id=\"plays\", new_entity_id=\"games\", index=\"game_id\")\nfeatures, transform=ft.dfs(entityset=es, target_entity=\"games\",max_depth=2)\nfeatures.reset_index(inplace=True)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":43},{"cell_type":"code","source":["#generated = features.iloc[0:1,:].fillna(0)\nfeatures.columns = features.columns.str.replace(\"[(). =]\", \"\")\nschema = sqlContext.createDataFrame(features).schema\nfeatures.columns"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
Out[56]: Index(['game_id', 'SUMplaysdescriptionIcing', 'SUMplayseventPenalty',\n 'SUMplayseventTakeaway', 'SUMplaysgoals_away',\n 'SUMplaysdescriptionPeriodOfficial', 'SUMplayseventShot',\n 'SUMplaysdescriptionPuckinBenches', 'SUMplaysdescriptionPuckinNetting',\n 'SUMplaysdescriptionPeriodReady',\n ...\n 'NUM_UNIQUEplaysst_x', 'NUM_UNIQUEplaysx', 'NUM_UNIQUEplaysst_y',\n 'NUM_UNIQUEplaysteam_id_against', 'MODEplaysteam_id_for', 'MODEplaysy',\n 'MODEplaysst_x', 'MODEplaysx', 'MODEplaysst_y',\n 'MODEplaysteam_id_against'],\n dtype='object', length=188)
"]}}],"execution_count":44},{"cell_type":"code","source":["# bucket IDs \nplays_df.createOrReplaceTempView(\"plays_df\")\nplays_df = spark.sql(\"\"\"\n select *, abs(hash(game_id))%1000 as partition_id \n from plays_df \n\"\"\")\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":45},{"cell_type":"code","source":["from pyspark.sql.functions import pandas_udf, PandasUDFType\n\n@pandas_udf(schema, PandasUDFType.GROUPED_MAP)\ndef generate_features(plays_pd):\n\n es = ft.EntitySet(id=\"plays\")\n es = es.entity_from_dataframe(entity_id=\"plays\",dataframe=plays_pd, index=\"play_id\", variable_types = {\n \"event\": ft.variable_types.Categorical,\n \"description\": ft.variable_types.Categorical })\n encoded_features = ft.calculate_feature_matrix(defs, es) \n encoded_features.reset_index(inplace=True)\n \n es = ft.EntitySet(id=\"plays\")\n es = es.entity_from_dataframe(entity_id=\"plays\", dataframe=encoded, index=\"play_id\")\n es = es.normalize_entity(base_entity_id=\"plays\", new_entity_id=\"games\", index=\"game_id\")\n generated = ft.calculate_feature_matrix(transform, es).fillna(0)\n \n generated.reset_index(inplace=True)\n generated.columns = generated.columns.str.replace(\"[(). =]\", \"\")\n return generated \n \nfeatures_df = plays_df.groupby('partition_id').apply(generate_features)\ndisplay(features_df) \n "],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
game_idSUMplaysdescriptionIcingSUMplayseventPenaltySUMplayseventTakeawaySUMplaysgoals_awaySUMplaysdescriptionPeriodOfficialSUMplayseventShotSUMplaysdescriptionPuckinBenchesSUMplaysdescriptionPuckinNettingSUMplaysdescriptionPeriodReadySUMplaysdescriptionGoalieStoppedSUMplayseventStoppageSUMplayseventGiveawaySUMplayseventMissedShotSUMplayseventHitSUMplayseventisunknownSUMplaysdescriptionOffsideSUMplaysdescriptionPuckFrozenSUMplaysplay_numSUMplayseventGoalSUMplaysgoals_homeSUMplaysdescriptionisunknownSUMplayseventFaceoffSUMplaysperiodSUMplaysperiodTimeSUMplaysindexSUMplaysdescriptionPuckinCrowdSUMplayseventBlockedShotSUMplaysperiodTimeRemainingSUMplaysdescriptionPeriodStartSTDplaysdescriptionIcingSTDplayseventPenaltySTDplayseventTakeawaySTDplaysgoals_awaySTDplaysdescriptionPeriodOfficialSTDplayseventShotSTDplaysdescriptionPuckinBenchesSTDplaysdescriptionPuckinNettingSTDplaysdescriptionPeriodReadySTDplaysdescriptionGoalieStoppedSTDplayseventStoppageSTDplayseventGiveawaySTDplayseventMissedShotSTDplayseventHitSTDplayseventisunknownSTDplaysdescriptionOffsideSTDplaysdescriptionPuckFrozenSTDplaysplay_numSTDplayseventGoalSTDplaysgoals_homeSTDplaysdescriptionisunknownSTDplayseventFaceoffSTDplaysperiodSTDplaysperiodTimeSTDplaysindexSTDplaysdescriptionPuckinCrowdSTDplayseventBlockedShotSTDplaysperiodTimeRemainingSTDplaysdescriptionPeriodStartMAXplaysdescriptionIcingMAXplayseventPenaltyMAXplayseventTakeawayMAXplaysgoals_awayMAXplaysdescriptionPeriodOfficialMAXplayseventShotMAXplaysdescriptionPuckinBenchesMAXplaysdescriptionPuckinNettingMAXplaysdescriptionPeriodReadyMAXplaysdescriptionGoalieStoppedMAXplayseventStoppageMAXplayseventGiveawayMAXplayseventMissedShotMAXplayseventHitMAXplayseventisunknownMAXplaysdescriptionOffsideMAXplaysdescriptionPuckFrozenMAXplaysplay_numMAXplayseventGoalMAXplaysgoals_homeMAXplaysdescriptionisunknownMAXplayseventFaceoffMAXplaysperiodMAXplaysperiodTimeMAXplaysindexMAXplaysdescriptionPuckinCrowdMAXplayseventBlockedShotMAXplaysperiodTimeRemainingMAXplaysdescriptionPeriodStartSKEWplaysdescriptionIcingSKEWplayseventPenaltySKEWplayseventTakeawaySKEWplaysgoals_awaySKEWplaysdescriptionPeriodOfficialSKEWplayseventShotSKEWplaysdescriptionPuckinBenchesSKEWplaysdescriptionPuckinNettingSKEWplaysdescriptionPeriodReadySKEWplaysdescriptionGoalieStoppedSKEWplayseventStoppageSKEWplayseventGiveawaySKEWplayseventMissedShotSKEWplayseventHitSKEWplayseventisunknownSKEWplaysdescriptionOffsideSKEWplaysdescriptionPuckFrozenSKEWplaysplay_numSKEWplayseventGoalSKEWplaysgoals_homeSKEWplaysdescriptionisunknownSKEWplayseventFaceoffSKEWplaysperiodSKEWplaysperiodTimeSKEWplaysindexSKEWplaysdescriptionPuckinCrowdSKEWplayseventBlockedShotSKEWplaysperiodTimeRemainingSKEWplaysdescriptionPeriodStartMINplaysdescriptionIcingMINplayseventPenaltyMINplayseventTakeawayMINplaysgoals_awayMINplaysdescriptionPeriodOfficialMINplayseventShotMINplaysdescriptionPuckinBenchesMINplaysdescriptionPuckinNettingMINplaysdescriptionPeriodReadyMINplaysdescriptionGoalieStoppedMINplayseventStoppageMINplayseventGiveawayMINplayseventMissedShotMINplayseventHitMINplayseventisunknownMINplaysdescriptionOffsideMINplaysdescriptionPuckFrozenMINplaysplay_numMINplayseventGoalMINplaysgoals_homeMINplaysdescriptionisunknownMINplayseventFaceoffMINplaysperiodMINplaysperiodTimeMINplaysindexMINplaysdescriptionPuckinCrowdMINplayseventBlockedShotMINplaysperiodTimeRemainingMINplaysdescriptionPeriodStartMEANplaysdescriptionIcingMEANplayseventPenaltyMEANplayseventTakeawayMEANplaysgoals_awayMEANplaysdescriptionPeriodOfficialMEANplayseventShotMEANplaysdescriptionPuckinBenchesMEANplaysdescriptionPuckinNettingMEANplaysdescriptionPeriodReadyMEANplaysdescriptionGoalieStoppedMEANplayseventStoppageMEANplayseventGiveawayMEANplayseventMissedShotMEANplayseventHitMEANplayseventisunknownMEANplaysdescriptionOffsideMEANplaysdescriptionPuckFrozenMEANplaysplay_numMEANplayseventGoalMEANplaysgoals_homeMEANplaysdescriptionisunknownMEANplayseventFaceoffMEANplaysperiodMEANplaysperiodTimeMEANplaysindexMEANplaysdescriptionPuckinCrowdMEANplayseventBlockedShotMEANplaysperiodTimeRemainingMEANplaysdescriptionPeriodStartCOUNTplaysNUM_UNIQUEplaysteam_id_forNUM_UNIQUEplaysyNUM_UNIQUEplaysst_xNUM_UNIQUEplaysxNUM_UNIQUEplaysst_yNUM_UNIQUEplaysteam_id_againstMODEplaysteam_id_forMODEplaysyMODEplaysst_xMODEplaysxMODEplaysst_yMODEplaysteam_id_against
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"]}}],"execution_count":46},{"cell_type":"markdown","source":["# GCP Model Pipeline"],"metadata":{}},{"cell_type":"code","source":["creds_file = '/databricks/creds.json'\ncreds = sc.textFile('s3://dsp-ch6/secrets/dsdemo.json')\n\nwith open(creds_file, 'w') as file:\n for line in creds.take(100):\n file.write(line + \"\\n\")"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":48},{"cell_type":"code","source":["creds_file = \"/databricks/creds.json\"\nsc._jsc.hadoopConfiguration().set(\"fs.gs.impl\", \"com.google.cloud.hadoop.fs.gcs.GoogleHadoopFileSystem\")\nsc._jsc.hadoopConfiguration().set(\"fs.gs.project.id\", \"gameanalytics-199018\")\nsc._jsc.hadoopConfiguration().set(\"mapred.bq.auth.service.account.json.keyfile\", creds_file)\nsc._jsc.hadoopConfiguration().set(\"fs.gs.auth.service.account.json.keyfile\", creds_file)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":49},{"cell_type":"code","source":["natality_path = \"gs://dsp_model_store/natality/avro\"\nnatality_df = spark.read.format(\"avro\").load(natality_path)\ndisplay(natality_df)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":50},{"cell_type":"code","source":["natality_df.createOrReplaceTempView(\"natality_df\")\n\nnatality_df = spark.sql(\"\"\"\nSELECT year, plurality, apgar_5min, mother_age, father_age, \n gestation_weeks, ever_born\n ,case when mother_married = true then 1 else 0 end as mother_married\n ,weight_pounds as weight\n ,case when rand() < 0.5 then 1 else 0 end as test\nfrom natality_df \n\"\"\").fillna(0)\n\ntrainDF = natality_df.filter(\"test == 0\")\ntestDF = natality_df.filter(\"test == 1\")\nprint(\"Train \" + str(trainDF.count()))\nprint(\"Test \" + str(testDF.count()))\n\ndisplay(natality_df)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":51},{"cell_type":"code","source":["from pyspark.ml.feature import VectorAssembler\n\n# create a vector representation\nassembler = VectorAssembler(\n inputCols= trainDF.schema.names[0:8],\n outputCol=\"features\" )\n\ntrainVec = assembler.transform(trainDF).select('weight', 'features')\ntestVec = assembler.transform(testDF).select('weight', 'features')\n\ndisplay(testVec)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":52},{"cell_type":"code","source":["from pyspark.ml.tuning import ParamGridBuilder \nfrom pyspark.ml.regression import RandomForestRegressor\nfrom pyspark.ml.tuning import CrossValidator\nfrom pyspark.ml.evaluation import RegressionEvaluator\n\nfolds = 3\nrf_trees = [ 50, 100 ]\nrf_depth = [ 4, 5 ]\n\n\nrf = RandomForestRegressor(featuresCol = 'features', labelCol='weight')\n\nparamGrid = ParamGridBuilder().addGrid(rf.numTrees, rf_trees).addGrid(rf.maxDepth, rf_depth).build()\ncrossval = CrossValidator(estimator=rf, estimatorParamMaps=paramGrid, evaluator=RegressionEvaluator(labelCol='weight'), numFolds = folds) \nrfModel = crossval.fit(trainVec)\n \npredsDF = rfModel.transform(testVec).select(\"weight\", \"prediction\")\ndisplay(predsDF)\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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"]}}],"execution_count":53},{"cell_type":"code","source":["import time\n\nout_path = \"gs://dsp_model_store/natality/preds-{time}/\".format(time = int(time.time()*1000))\npredsDF.write.mode('overwrite').format(\"avro\").save(out_path)\n\nprint(out_path)\n#display(spark.read.format(\"avro\").load(out_path))\n\n"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
gs://dsp_model_store/natality/preds-1575145789747/\n
"]}}],"execution_count":54}],"metadata":{"name":"ch6_pyspark","notebookId":1427073747821735},"nbformat":4,"nbformat_minor":0} diff --git a/dataflow_read.py b/dataflow_read.py deleted file mode 100644 index d07dff2..0000000 --- a/dataflow_read.py +++ /dev/null @@ -1,31 +0,0 @@ - -import apache_beam as beam -import argparse -from apache_beam.options.pipeline_options import PipelineOptions - -parser = argparse.ArgumentParser() -known_args, pipeline_args = parser.parse_known_args(None) -pipeline_options = PipelineOptions(pipeline_args) - -class ApplyDoFn(beam.DoFn): - def process(self, element): - print(element) - - -query = """ -select * -from `bigquery-public-data.samples.natality` -order by rand() -limit 100 -""" - -# define the pipeline steps -p = beam.Pipeline(options=pipeline_options) -data = p | 'Read from BigQuery' >> beam.io.Read( - beam.io.BigQuerySource(query=query, use_standard_sql=True)) -scored = data | 'Apply Model' >> beam.ParDo(ApplyDoFn()) - -# run the pipeline -result = p.run() -result.wait_until_finish() - diff --git a/keras_games.py b/keras_games.py deleted file mode 100644 index d179a29..0000000 --- a/keras_games.py +++ /dev/null @@ -1,47 +0,0 @@ - -import pandas as pd -import mlflow -import mlflow.keras -import flask -import tensorflow as tf -import keras as k - -def auc(y_true, y_pred): - auc = tf.metrics.auc(y_true, y_pred)[1] - k.backend.get_session().run( - tf.local_variables_initializer()) - return auc - -global graph -graph = tf.get_default_graph() -model_path = "models/keras_games_v1" -model = mlflow.keras.load_model(model_path, custom_objects={'auc': auc}) - -app = flask.Flask(__name__) - -@app.route("/", methods=["GET","POST"]) -def predict(): - data = {"success": False} - params = flask.request.args - - if "G1" in params.keys(): - new_row = { "G1": params.get("G1"), "G2": params.get("G2"), - "G3": params.get("G3"), "G4": params.get("G4"), - "G5": params.get("G5"), "G6": params.get("G6"), - "G7": params.get("G7"), "G8": params.get("G8"), - "G9": params.get("G9"), "G10": params.get("G10") } - - new_x = pd.DataFrame.from_dict(new_row, orient = "index").transpose() - - with graph.as_default(): - data["response"] = str(model.predict(new_x)[0][0]) - data["success"] = True - - return flask.jsonify(data) - -if __name__ == '__main__': - app.run(host='0.0.0.0') - -#model.evaluate(x, y, verbose = 0) - - diff --git a/logit.py b/logit.py deleted file mode 100644 index cc836ed..0000000 --- a/logit.py +++ /dev/null @@ -1,38 +0,0 @@ - -import pandas as pd -from sklearn.linear_model import LogisticRegression -import pickle - -model = pickle.load(open("logit.pkl", 'rb')) - -# load Flask -import flask -app = flask.Flask(__name__) - -# define a predict function as an endpoint -@app.route("/", methods=["GET"]) -def predict(): - data = {"success": False} - - # get the request parameters - params = flask.request.args - - # if parameters are found, echo the msg parameter - if (params != None): - new_row = { "G1": params.get("G1"), "G2": params.get("G2"), - "G3": params.get("G3"), "G4": params.get("G4"), - "G5": params.get("G5"), "G6": params.get("G6"), - "G7": params.get("G7"), "G8": params.get("G8"), - "G9": params.get("G9"), "G10": params.get("G10") } - - new_x = pd.DataFrame.from_dict(new_row, orient = "index").transpose() - data["response"] = str(model.predict_proba(new_x)[0][1]) - data["success"] = True - - # return a response in json format - return flask.jsonify(data) - -# start the flask app, allow remote connections -app.run(host='0.0.0.0') - - diff --git a/natality.py b/natality.py deleted file mode 100644 index 76d4de7..0000000 --- a/natality.py +++ /dev/null @@ -1,74 +0,0 @@ -import apache_beam as beam -import argparse -from apache_beam.options.pipeline_options import PipelineOptions -from apache_beam.io.gcp.bigquery import parse_table_schema_from_json -import json - -class ApplyDoFn(beam.DoFn): - - def __init__(self): - self._model = None - from google.cloud import storage - import pandas as pd - import pickle as pkl - import json as js - self._storage = storage - self._pkl = pkl - self._pd = pd - self._json = js - - def process(self, element): - if self._model is None: - bucket = self._storage.Client().get_bucket( - 'dsp_model_store') - blob = bucket.get_blob('natality/sklearn-linear') - self._model =self._pkl.loads(blob.download_as_string()) - - element = self._json.loads(element.decode('utf-8')) - new_x = self._pd.DataFrame.from_dict(element, - orient = "index").transpose().fillna(0) - weight = self._model.predict(new_x.iloc[:,1:8])[0] - print(str(weight)) - return [ { 'guid': element['guid'], 'weight': weight, - 'time': str(element['time']) } ] - -class PublishDoFn(beam.DoFn): - - def __init__(self): - from google.cloud import datastore - self._ds = datastore - - def process(self, element): - client = self._ds.Client() - key = client.key('natality-guid', element['guid']) - entity = self._ds.Entity(key) - entity['weight'] = element['weight'] - entity['time'] = element['time'] - print("publish") - print(entity) - client.put(entity) - -# set up pipeline parameters -parser = argparse.ArgumentParser() -known_args, pipeline_args = parser.parse_known_args(None) -pipeline_options = PipelineOptions(pipeline_args) - -# define the topics -topic = "projects/{project}/topics/{topic}" -topic = topic.format(project = "gameanalytics-199018", topic = "natality") - -schema = parse_table_schema_from_json(json.dumps({'fields': - [ { 'name': 'guid', 'type': 'STRING'}, - { 'name': 'weight', 'type': 'FLOAT64'}, - { 'name': 'time', 'type': 'STRING'} ]})) - -# define the pipeline steps -p = beam.Pipeline(options=pipeline_options) -lines = p | 'Read PubSub' >> beam.io.ReadFromPubSub(topic=topic) -scored = lines | 'apply' >> beam.ParDo(ApplyDoFn()) -scored | 'Create entities' >> beam.ParDo(PublishDoFn()) - -# run the pipeline -result = p.run() -result.wait_until_finish() - diff --git a/predict.py b/predict.py deleted file mode 100644 index d643f6e..0000000 --- a/predict.py +++ /dev/null @@ -1,36 +0,0 @@ - -import pandas as pd -from sklearn.linear_model import LogisticRegression -#import pickle -import mlflow -import mlflow.sklearn - - -#model = pickle.load(open("logit.pkl", 'rb')) -model_path = "models/logit_games_v1" -model = mlflow.sklearn.load_model(model_path) - -import flask -app = flask.Flask(__name__) - -@app.route("/", methods=["GET","POST"]) -def predict(): - data = {"success": False} - params = flask.request.args - - if "G1" in params.keys(): - new_row = { "G1": params.get("G1"), "G2": params.get("G2"), - "G3": params.get("G3"), "G4": params.get("G4"), - "G5": params.get("G5"), "G6": params.get("G6"), - "G7": params.get("G7"), "G8": params.get("G8"), - "G9": params.get("G9"), "G10":params.get("G10") } - - new_x = pd.DataFrame.from_dict(new_row, orient = "index").transpose() - data["response"] = str(model.predict_proba(new_x)[0][1]) - data["success"] = True - - return flask.jsonify(data) - -if __name__ == '__main__': - app.run(host='0.0.0.0') - diff --git a/source/DSP_CH01_Introduction.ipynb b/source/DSP_CH01_Introduction.ipynb new file mode 100644 index 0000000..c955270 --- /dev/null +++ b/source/DSP_CH01_Introduction.ipynb @@ -0,0 +1,1720 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1.5 Data Sets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Housing Data Set" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.datasets import load_boston" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATlabel
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" + ], + "text/plain": [ + " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n", + "0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 296.0 \n", + "1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 242.0 \n", + "2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 242.0 \n", + "3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 222.0 \n", + "4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 222.0 \n", + "\n", + " PTRATIO B LSTAT label \n", + "0 15.3 396.90 4.98 24.0 \n", + "1 17.8 396.90 9.14 21.6 \n", + "2 17.8 392.83 4.03 34.7 \n", + "3 18.7 394.63 2.94 33.4 \n", + "4 18.7 396.90 5.33 36.2 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "boston = load_boston()\n", + "boston_df = pd.DataFrame(data=boston['data'], \n", + " columns=boston['feature_names'])\n", + "boston_df['label'] = boston['target']\n", + "boston_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Game Purchases" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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source_yearyearmonthdaywdaystateis_malechild_raceweight_poundsplurality...alcohol_usedrinks_per_weekweight_gain_poundsborn_alive_aliveborn_alive_deadborn_deadever_bornfather_racefather_agerecord_weight
0197019701118NoneHIFalse78.000575NaN...NoneNoneNone50287472
11973197315NoneHIFalse46.7505541.0...NoneNoneNone30594372
219791979727NoneHIFalse65.5622631.0...NoneNoneNone52196361
319801980318NoneHITrue47.0988851.0...NoneNoneNone702104441
419821982430NoneIDTrue56.1244421.0...NoneNoneNone71095381
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5 rows × 31 columns

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" + ], + "text/plain": [ + " source_year year month day wday state is_male child_race \\\n", + "0 1970 1970 11 18 None HI False 7 \n", + "1 1973 1973 1 5 None HI False 4 \n", + "2 1979 1979 7 27 None HI False 6 \n", + "3 1980 1980 3 18 None HI True 4 \n", + "4 1982 1982 4 30 None ID True 5 \n", + "\n", + " weight_pounds plurality ... alcohol_use drinks_per_week \\\n", + "0 8.000575 NaN ... None None \n", + "1 6.750554 1.0 ... None None \n", + "2 5.562263 1.0 ... None None \n", + "3 7.098885 1.0 ... None None \n", + "4 6.124442 1.0 ... None None \n", + "\n", + " weight_gain_pounds born_alive_alive born_alive_dead born_dead ever_born \\\n", + "0 None 5 0 2 8 \n", + "1 None 3 0 5 9 \n", + "2 None 5 2 1 9 \n", + "3 None 7 0 2 10 \n", + "4 None 7 1 0 9 \n", + "\n", + " father_race father_age record_weight \n", + "0 7 47 2 \n", + "1 4 37 2 \n", + "2 6 36 1 \n", + "3 4 44 1 \n", + "4 5 38 1 \n", + "\n", + "[5 rows x 31 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "client = bigquery.Client()\n", + "\n", + "sql = \"\"\"\n", + " SELECT * \n", + " FROM `bigquery-public-data.samples.natality`\n", + " limit 10\n", + "\"\"\"\n", + "\n", + "natality_df = client.query(sql).to_dataframe()\n", + "natality_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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+HfhdYA3NXautU6utwyYTxdzW+IfaxvXaZ2ockpEkSdpG/bp54pgyvK5zQmZuAG4qy/61MvrWMjyos31ETAP2BzYBd7ZN2lyffYCZwN1leZIkSdXrV7Br3b261wTTW+M3luG1ZXhUl7ZHADOAGzPzsbbxm+tzdEcbSZKk6vUr2H2pDBdFxH7tEyLiaOBw4FHgxjL6CuA+4PiIGGtruyvwrvLxox3LuAR4DDi1PKy41WdP4Ozy8aJt3RBJkqSpol9XHl5B85y6/wl8JyKupLl54ldoTtMGcFZm3g+QmQ9HxGtLv5URsZzmjRIvpnmsyRXA5e0LyMy7IuJNNDdn3BwRl9McAVwIzAHO860TkiRpR9KXYJeZT0TEC4BTgONpbpiYQRPWrgbOz8wvdPT5dEQ8F3gr8BJgV5pHo5xR2j/puSyZeUFErKZ5fdmraI5Afhs4JzMv7ce2SZIkjaq+3SucmT8DPlS+eu1zA/CCSS5nBbBicmsnSZJUn35dYydJkqQBM9hJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklSJaf1eQEQ8DzgVOAzYE7gfWAV8ODOv7mg7HzgH+C1gN+B24OPABZn5+ATzPwY4E/g1YCfgX4E/y8xL+7JBAmDuWVcNbFmL523ixAEuT5KkqaqvR+wi4v8C/wiMAZ8BzgOuAvYCxjvaHgtcDxwBXAlcCOwCfBBYPsH8TwVWAM8CLgMuBvYFlkXEku2+QZIkSSOsb0fsIuK1wJuAS4FFmbmxY/rObf/enSaUPQ6MZ+bNZfzbgGuBhRFxfGYub+szF1gCPACMZebqMv6dwNeAxRHxycz8Sr+2UZIkaZT05YhdREwH3g38gC6hDiAzf9b2cSHNUbzlrVBX2jxKc2oW4HUds3g1MB24sBXqSp8HgfeUjydv25ZIkiRNHf06YvfbNEHtQ8ATEfFCmtOljwI3dTmKdmQZXtNlXtcDG4D5ETE9Mx/roc/nOtpIkiRVr1/B7jll+CjwDZpQ9+8i4npgYWb+pIw6uAxv65xRZm6KiLuAXwUOAL7TQ597ImI9MCciZmTmhm3ZGEmSpKkgMnP7zzTiozSnQR8Hvg38MfBNYH+a6+KeD3wxM8dL+9uAA4EDM/OOLvO7AZgPzG8d7YuIjcDOwM6ZualLnzU0N1Lsm5n3TLCei4BFALNnzz50+fKu92gM1bp165g1a9awV+NJVq1ZO7Blzd4N7n1kYIsbSdbAGoA1AGsA1gBGuwbz9ttjIMtZsGDBLZk51jm+X0fsWtfubQJe3HYN3KqI+F3gVuC5EXHYMG9uyMylwFKAsbGxHB8fH9aqTGjlypWM4noN8vEji+dt4rxVfX8yz0izBtYArAFYA7AGMNo1WP3y8aEuv1+PO3moDL/RfmMDQDkt+vny8TfKsHX4Z6KY2xr/UNu4XvsM7tCSJEnSEPUr2N1ahg9NMP3BMtyto/1BnQ0jYhrNKdxNwJ1dltGtzz7ATOBur6+TJEk7in4Fu38CEvivEdFtGa2bKe4qw2vL8KgubY8AZgA3tt0Ru6U+R3e0kSRJql5fgl1mfp/mjRD/GXhD+7SIeD7wOzRH81qPKrkCuA84PiLG2truCryrfPxox2IuAR4DTi0PK2712RM4u3y8aNu3RpIkaWro55WHp9C8v/UD5Tl236A5pXoczd2yr8nMtQCZ+XB5U8UVwMqIWE7zRokX0zzW5Arg8vaZZ+ZdEfEm4Hzg5oi4HNhI87DjOcB5vnVCkiTtSPoW7DLz7og4FHg7TUA7AniY5kjeezPzpo72n46I5wJvBV4C7ArcAZwBnJ9dnsuSmRdExGrgTOBVNEcgvw2ck5mX9mvbJEmSRlFf7xUuDyA+rXz10v4G4AWTXMYKmrAoSZK0Q+vXzROSJEkaMIOdJElSJQx2kiRJlRjN93FUau5WvIZr8bxNA319lyRJmro8YidJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVWKgwS4iXhERWb5eM0GbYyJiZUSsjYh1EfHViDhhC/M9ISJuKu3Xlv7H9GcrJEmSRtPAgl1E/CJwIbBuM21OBVYAzwIuAy4G9gWWRcSSCfosAZYB+5T2lwHzgBVlfpIkSTuEgQS7iAjgEuB+4KIJ2swFlgAPAGOZeUpmvhF4NvA9YHFEHNbRZz6wuEx/dma+MTNPAQ4t81lS5itJklS9QR2xez1wJHASsH6CNq8GpgMXZubq1sjMfBB4T/l4ckef1ud3l3atPquBj5T5nbSN6y5JkjQl9D3YRcSvAO8DPpyZ12+m6ZFleE2XaZ/raLMtfSRJkqrU12AXEdOAvwJ+AJy9heYHl+FtnRMy8x6aI31zImJGmfdMYD9gXZne6fYyPGgrVl2SJGnKiczs38wj3gm8FfjvmfmVMu5c4E+A12bmx9rabgR2BnbOzE1d5rWG5kaKfTPznojYF1gDrMnMOV3a7wxsBDZm5vQJ1m8RsAhg9uzZhy5fvnxbNneLVq1ZO+k+s3eDex/pw8pMIdbAGoA1AGsA1gCsAYx2Debtt8dAlrNgwYJbMnOsc/y0fi0wIn6T5ijdea1QN2oycymwFGBsbCzHx8f7urwTz7pq0n0Wz9vEeav69m2aEqyBNQBrANYArAFYAxjtGqx++fhQl9+XU7HlFOxf0pxWfVuP3VqHsyaKunt0tOu1/UM9Ll+SJGlK69c1drNorm37FeDRtocSJ81pWICLy7gPlc+3luGTromLiH2AmcDdmbkBIDPX05yKnVWmdzqwDJ90zZ4kSVKN+nUc8zHgLyaY9uvArwFfpglzrdO01wKHA0e1jWs5uq1Nu2uBV5Y+l/TYR5IkqUp9CXaZ+Qgw0SvDzqUJdpe23zxBE8zeDJwaEZe0nmUXEXvy8ztqOx9ufBFNsHtrRHy69Sy78lDiU2gCZmfgkyRJqtLIXHmYmXdFxJuA84GbI+JymrtaFwJz6HITRmbeGBEfAM4AvhURVwC7AC8Dngac1v6wY0mSpJqNTLADyMwLImI1cCbwKpprAL8NnJOZl07QZ3FErKI5QrcIeAL4OvD+zPzsQFZckiRpBAw82GXmucC5m5m+AlgxyXkuA5Ztw2pJkiRNeYN6V6wkSZL6zGAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIl+hbsIuLpEfGaiLgyIu6IiEciYm1EfDki/jAiui47IuZHxNUR8UDp862IOD0idtrMso6JiJVl/usi4qsRcUK/tk2SJGkUTevjvF8KfBS4B7gO+AEwG/g94GPA0RHx0szMVoeIOBb4JPAocDnwAPAi4IPA4WWe/0FEnApcANwPXAZsBBYCyyJiXmae2a8NlCRJGiX9DHa3AS8GrsrMJ1ojI+Js4CbgJTQh75Nl/O7AxcDjwHhm3lzGvw24FlgYEcdn5vK2ec0FltAEwLHMXF3GvxP4GrA4Ij6ZmV/p43ZKkiSNhL6dis3MazNzRXuoK+N/BFxUPo63TVoI7AUsb4W60v5R4Jzy8XUdi3k1MB24sBXqSp8HgfeUjydv25ZIkiRNDcO6eeJnZbipbdyRZXhNl/bXAxuA+RExvcc+n+toI0mSVLWBB7uImAa8qnxsD2QHl+FtnX0ycxNwF82p4wN67HMPsB6YExEztnG1JUmSRl603bswmAVGLAEWA1dn5gvbxt8GHAgcmJl3dOl3AzAfmN+6Zi4iNgI7AzuX8NfZZw2wL7BvCXqd0xcBiwBmz5596PLlyzubbFer1qyddJ/Zu8G9j/RhZaYQa2ANwBqANQBrANYARrsG8/bbYyDLWbBgwS2ZOdY5vp83TzxJRLyeJtR9F3jlIJfdTWYuBZYCjI2N5fj4eF+Xd+JZV026z+J5mzhv1UC/TSPHGlgDsAZgDcAagDWA0a7B6pePD3X5AzsVWx5L8mHg28CCzHygo0nrcNZEUbc1/qGt6DP5Q2WSJElTzECCXUScTvOsuX+hCXU/6tLs1jI8qEv/acD+NDdb3Nljn32AmcDdmblh69dekiRpauh7sIuIt9A8YPibNKHuxxM0vbYMj+oy7QhgBnBjZj7WY5+jO9pIkiRVra/Brjxc+H3ALcDzMvO+zTS/ArgPOD4i/v1iwIjYFXhX+fjRjj6XAI8Bp5aHFbf67AmcXT5ehCRJ0g6gb1celne1vpPmTRJfAl4fEZ3NVmfmMoDMfDgiXksT8FZGxHKaN0q8mOaxJlfQvGbs32XmXRHxJuB84OaIuJyfv1JsDnCeb52QJEk7in7eUrJ/Ge4EnD5Bmy8Cy1ofMvPTEfFc4K00rxzbFbgDOAM4P7s8myUzL4iI1cCZNM/HewrNDRrnZOal22VLJEmSpoC+BbvMPBc4dyv63QC8YJJ9VgArJrssSZKkmgzrlWKSJEnazgx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVwmAnSZJUCYOdJElSJQx2kiRJlTDYSZIkVcJgJ0mSVAmDnSRJUiUMdpIkSZUw2EmSJFXCYCdJklQJg50kSVIlDHaSJEmVMNhJkiRVoopgFxFzIuLjEfHDiHgsIlZHxIciYs9hr5skSdKgTBv2CmyriPhl4EbgPwF/D3wX+A3gDcBREXF4Zt4/xFWUJEkaiBqO2P0ZTah7fWYel5lnZeaRwAeBg4F3D3XtJEmSBmRKB7tytO75wGrgIx2T/wRYD7wyImYOeNUkSZIGbkoHO2BBGX4hM59on5CZPwVuAGYAvzXoFZMkSRq0qR7sDi7D2yaYfnsZHjSAdZEkSRqqyMxhr8NWi4ilwGuB12bmx7pMfzdwNnB2Zr63y/RFwKLy8WDg1j6u7tZ6BnDfsFdiyKyBNQBrANYArAFYA7AGAL+UmXt1jpzyd8Vui8xcCiwd9npsTkTcnJljw16PYbIG1gCsAVgDsAZgDcAabM5UPxW7tgz3mGB6a/xDA1gXSZKkoZrqwa516nSia+gOLMOJrsGTJEmqxlQPdteV4fMj4j9sS0Q8FTgc2AD886BXbDsa6VPFA2INrAFYA7AGYA3AGoA1mNCUvnkCICI+T/Msu9dn5gVt4z8AvBH488w8eVjrJ0mSNCg1BLvOV4p9B/hNmmfc3QbM95VikiRpRzDlgx1ARPwi8E7gKODpwD3AlcA7MvPBYa6bJEnSoEz1a+wAyMx/y8yTMnOfzNwlM38pM08fVKiLiIURcUFEfCkiHo6IjIjLNtP+qRHx7oj4bkQ8GhEPRsTnI+J5E7TPHr5e2aXf0yLiQxGxOiIei4gfRsTHI2LO9tz+sqyRq/46hV8AAAvISURBVEFErNxC+12nUg1Kn/0j4qLSZ0NE3BsRX4mIRRGxywR9qtkPSp9J1aDS/eDXI+ITZds3RsQPIuLPImL2ZvrMKd/3H5b9YHXZL/bc1m3usqyRq0HZ3on2gR9tj+1uW9bTI+I1EXFlRNwREY9ExNqI+HJE/GF0XBPe1m9+RFwdEQ+UPt+KiNMjYqfNLOuYso+vjYh1EfHViDhhC+t3QkTcVNqvLf2P2dbt7ljGSNYgIk7cwu+DKX/p1g79HLvt6BzgvwHrgLuBZ07UsPwS/TLwX4F/BS4CZgHHAv8YEa/JzL/o6PaOCWb3VOAMYBPwDx3LeTrNKeqDgGuB5WW9TgJeGBGHZeadk9jGLRm5GvTQd9NE67iV+lqDiHgOzQ1DuwHX0Fx6sDvwIuDPgZdExFHZdhi+tv1ga2rQppb94BjgUzS/v1fQXHLyTOBk4EURcXhm/qCjT+clK98FfgN4A3BU6bM9L1kZuRoUa4EPdRm/blJbt2UvBT5Kc/boOuAHwGzg94CPAUdHxEs7flaPBT4JPApcDjxAs19/kOZGwJd2LiQiTgUuAO4HLgM2AguBZRExLzPP7NJnCbCY5vtyMbALcDywIiJOy8wLt0cBGOEaFH8PfLPL+JsnvaWjJjP92sYvmuv5DgQCGAcSuGyCth8u0z8JTGsb/59odvwNwJwel/tHZV6f6jLtz8u08zrGv76Mv2YHqMHKZhevYz8Arip9TugYP5PmP8QEjqh5P9jKGlSzHwC7Aj8qfX6vY15/UMZ/pstyPl+mndYx/gNl/EU7QA1WA6sHtA8cSRNIntIxfu+yTQm8pG387sCPgceAsY5tvbG0P75jXnNpAtD9wNy28XsCd5Q+h3X0mV/G3wHs2TGv+8v85m7Ltk+BGpxYxp84iH1hGF9DX4Havnr4JdbaoX+1y7TTy7S397isW0r73+kYP6v8MlwHPLVj2lPKL7gEDqi1BmXaSgb4H3q/a0BzY1C2/0Jum3Z+l1+U1e0Hk61BbfsBzX+WCXxtgvl9E3iC5lVDrXG/XPrcxZP/k31q2T/WAzNrrUEZv5oBBbst1OPssv4XtI17dRl3aZf2re39Ysf4d5bx7+jSp+v8gL8s40/q0mfC+VVWgxOpPNhVcY3dFLN3GXY7/dUaN+F1JS0RcSjw6zS/rL7QMfm3aE5V3ZCZP22fkJlP0Pz1Ds1f1cMwiBq0t3tZRJwVEWdExNERMX2S69sPW1ODfy3DF7aPjIgZNL/4NgBfaZtU434w2Rq0t6lhP9hc+9b4oKlFS+v7+4Xyff93Zb+4AZhBs78MwyBq0DI9Il4REWdHxBsiYsHmrt3qk5+VYfslAK11vaZL++tp9uv5Hfvs5vp8rqPNtvTph2HWoOWQcu3eWRHxyujDNcfD4jV2g3cfsA+wP/DtjmkHlOHBPcxnURlenOXPkDat/hO9ceP2MpzojR39NogatFve8fnHEXFKZl7RwzL6ZWtqcA7NqZRlEfH7pd/uwDE0P8sLM/OHbe1r3A8mW4N2NewHrZee7z/B/Lr16WU/eD7NfvBPW1jffhhEDVr2Bv6qY9xdEXFSZn6xt9XdehExDXhV+dgeRib8HmXmpoi4C/hVmm37Tg997omI9cCciJiRmRsiYiawH7AuM+/psnoD+X0wzBp0NHlDx+fHI+JjwOmZ+WjPGzSCPGI3eFeV4Tva/1KMiL1oHqgMzfUBE4qIWTTXkmwCPt6lSesduWu7TGsf/wu9rHAfDKIG0Fwc+yJgDs2Rq2cC76XZ7ssj4qit3YDtYNI1yMzvAs+hud7kRcBbgNfR/Gd1GU9+w0p1+8FW1ADq2g9uoHn39XPKhea09fl9mhsWOvvUth9sTQ0ALqE58rc3zTWZ82iuQZ0LfC4i/hv99z7gWcDVmfn5tvFb8z3qtc8eHcNh7wfDrAE0lyScRhMKZwL7Ar9Pc+bnj5j4/5Mpw2A3eG8H/o3mrp1vRvO4gYtpTjE9UNo8MVHn4g9oro35TGZu19v0B2QgNcjMD2bmZzNzTWY+mpm3ZubZNHeEPYXmP/dhmXQNIuLXaALNbsD/oNn+XyzzOgP4akS0/wIbdQOpQU37QWaupznSkMCnonmUxP+NiM/QHJH8ZmefKWAgNcjMd2TmtZl5b2ZuyMx/yeatRB+g2Z/O7d8mQkS8nmaf+y7wpMdT7QhGoQaZ+cXMvDAzbyv7wT2Z+QmaSxYeBP5gQCG/bwx2A1YOgT8H+AjNf0p/THO90OX8/FbuH29hNq1TkBO9K6/bXyntWuMf2tL69sOAarA5H6M50ndINO8UHrjJ1qCcvvg7YC/gRZn55cxcl5l3Z+b7aG73P5CfH+GAyvaDrazB5ky5/aD0+UuaI0//QHNjwhuA/0xzUfhfd+lT1X5Q+ky2BptzURkesTXr34vySI4P05xqXpCZD3Q02ZrvUa991nYMh7IfjEgNJpSZ/wZcXT72bV8YBIPdEJS/GE/NzLnZPFB538w8jeYXE8DXJuobEYcAYzSHkye6YeDWMpzoWokDy3Cia276bgA12NyyHwVaNxPMnGz/7WWSNXgm8F+A70xwhPK6Mjy0bVxt+8HW1GBzy56K+0Grz3WZeVRm7pmZ0zPzkBJ2nt2lT237QavPZGqwOT8pw77sAxFxOs0fHf9CE2i67bsTfo/KHzT70/wRcmePffah2Z67W9eWlSOda4BZZXqnvu0Ho1KDHvR1XxgUg91oaV1Q+jebafNHZfixzdww8M/AI8DhnUcionna9/PLx+s6O46A7VWDCUXEwTTX3/yUn1+IPUq61aB1J9gzJuizVxlubBtX236wNTWY0BTdDyYUEb9Acy3hT/iPD+tufX+fHx1P+y/7xeE0dxx2uz5x2LZXDTandTfw9nxQd2t93kLzcN1v0gSaiY4iXluG3a73PILmruUbM/OxHvsc3dFmW/pskxGsweb8Zhlu931hoHIEnrlS0xdbfmbTU4BZXca/kuaakBvoeNZUW5uZNIeUfwbsvYX1GOiDaUetBjR/3T2ty/i9+PnDLpdOlRrQhJoHyzxf09HnF/j5893+uNb9YGtqUNt+UKY9tUv7GTQ3iSRwcpfpA31A8ajVAPgVujynj+bGidtLn7O383a/rcz35m77YEfb3WnC6GQezrs/I/yA4hGuwViXZT8F+N+l/U+A3fv18zCIrygbpW0QEccBx5WPewO/Q5P4v1TG3ZfltSblbs57af6a/B7NL67DgcNo/mP6nznB4xoi4g9prgv6VGa+ZAvr1PkqqZtofrkdS3PtyfzM/N7WbO8EyxupGkTEiTTXzny5rMcDNKd1XkBz3cXNwG9n5na7nqTfNYjm3YeX0Dyj65+Ab9D8AnsxTVD5Z2A82/6irW0/mGwNKt0PTqW5AH0lzeuank5zlGof4MOZeXqXdep8pdh3aI5OLKA59TY/t+MrxUatBhFxbml/PfB9mqO0v0xzLd+uNNdW/W5m9nS0t4ftPwFYBjxOcwqy2zVeqzNzWVuf44AraILKcpp99cU0d29eAfx+dvyHHRGn0TyY+36aaxJbr9OaQ/PHXLdXip1Hc6PR3WW+uwAvo6nhdnul2KjWICKS5pTw/6M5Nb0Hzf72LJoj17+bmZO+xGekDDtZ1vBFczdVbuZrdVvbnYG/oLk2YH35+ibNk7hnbGE5X2WCtyxM0P5pNBerfp9mZ7+H5lbunl7XNZVrQPMog2XAKpof+J/R/JL4Es2t7rtMxRrQnJL4VPle/ozmrQG3AGcBu+4I+8FkalDjfkBz6vDqsv0baU4jXw0cvYX1+kWaUNzq932a96Y+6S0etdUAeC7wtzR3Yz5U9oPW6dpXQXOQY4Dbn8DKLv0OL9vxIM1lFKtobgbaaTPLehHwRZqwup7m2sITtrB+J5Z260u/LwLH7Ag1AN5f2v6QJkBuKPvFhfTpLTyD/vKInSRJUiW8eUKSJKkSBjtJkqRKGOwkSZIqYbCTJEmqhMFOkiSpEgY7SZKkShjsJEmSKmGwkyRJqoTBTpIkqRIGO0mSpEr8f0A6NvFgJq18AAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "natality_df = client.query(\"\"\"\n", + " SELECT year\n", + " FROM `bigquery-public-data.samples.natality`\n", + " order by rand()\n", + " limit 10000\n", + "\"\"\").to_dataframe()\n", + "\n", + "natality_df['year'].hist(figsize=(10, 6), ylabelsize=20, xlabelsize=20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Kaggle " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_idseasontypedate_timedate_time_GMTaway_team_idhome_team_idaway_goalshome_goalsoutcomehome_rink_side_startvenuevenue_linkvenue_time_zone_idvenue_time_zone_offsetvenue_time_zone_tz
0201103022120112012P2012-04-292012-04-29T19:00:00Z1434home win OTrightWells Fargo Center/api/v1/venues/nullAmerica/New_York-4EDT
1201103022220112012P2012-05-012012-05-01T23:30:00Z1441away win REGrightWells Fargo Center/api/v1/venues/nullAmerica/New_York-4EDT
2201103022320112012P2012-05-032012-05-03T23:30:00Z4134home win OTleftPrudential Center/api/v1/venues/nullAmerica/New_York-4EDT
3201103022420112012P2012-05-062012-05-06T23:30:00Z4124home win REGleftPrudential Center/api/v1/venues/nullAmerica/New_York-4EDT
4201103022520112012P2012-05-082012-05-08T23:30:00Z1431away win REGrightWells Fargo Center/api/v1/venues/nullAmerica/New_York-4EDT
\n", + "
" + ], + "text/plain": [ + " game_id season type date_time date_time_GMT away_team_id \\\n", + "0 2011030221 20112012 P 2012-04-29 2012-04-29T19:00:00Z 1 \n", + "1 2011030222 20112012 P 2012-05-01 2012-05-01T23:30:00Z 1 \n", + "2 2011030223 20112012 P 2012-05-03 2012-05-03T23:30:00Z 4 \n", + "3 2011030224 20112012 P 2012-05-06 2012-05-06T23:30:00Z 4 \n", + "4 2011030225 20112012 P 2012-05-08 2012-05-08T23:30:00Z 1 \n", + "\n", + " home_team_id away_goals home_goals outcome home_rink_side_start \\\n", + "0 4 3 4 home win OT right \n", + "1 4 4 1 away win REG right \n", + "2 1 3 4 home win OT left \n", + "3 1 2 4 home win REG left \n", + "4 4 3 1 away win REG right \n", + "\n", + " venue venue_link venue_time_zone_id \\\n", + "0 Wells Fargo Center /api/v1/venues/null America/New_York \n", + "1 Wells Fargo Center /api/v1/venues/null America/New_York \n", + "2 Prudential Center /api/v1/venues/null America/New_York \n", + "3 Prudential Center /api/v1/venues/null America/New_York \n", + "4 Wells Fargo Center /api/v1/venues/null America/New_York \n", + "\n", + " venue_time_zone_offset venue_time_zone_tz \n", + "0 -4 EDT \n", + "1 -4 EDT \n", + "2 -4 EDT \n", + "3 -4 EDT \n", + "4 -4 EDT " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nhl_df = pd.read_csv('../data/nhl-game-data/game.csv') \n", + "nhl_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1.6 Prototype Models" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Linear Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R^2 Score: 0.7261570836552493\n", + "Mean Absolute Error: 3.148255754816813\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.datasets import load_boston\n", + "from sklearn.metrics import mean_absolute_error, r2_score\n", + "\n", + "# load Boston housing data set \n", + "boston = load_boston()\n", + "boston_df = pd.DataFrame(data=boston['data'], \n", + " columns=boston['feature_names'])\n", + "boston_df['label'] = boston['target']\n", + "\n", + "# create train and test splits of the housing data set \n", + "x_train, x_test, y_train, y_test = train_test_split(\n", + " boston_df.drop(['label'], axis=1), \n", + " boston_df['label'], \n", + " test_size=0.33,\n", + " random_state=42\n", + ")\n", + "\n", + "# train a linear regression model\n", + "model = LinearRegression()\n", + "model.fit(x_train, y_train)\n", + "\n", + "# print results \n", + "y_pred = model.predict(x_test)\n", + "print(f\"R^2 Score: {r2_score(y_test, y_pred)}\")\n", + "print(f\"Mean Absolute Error: {mean_absolute_error(y_test, y_pred)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy Score: 0.8726021960576796\n", + "ROC AUC Score: 0.760328131292699\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import roc_auc_score, accuracy_score\n", + "import pandas as pd\n", + "\n", + "games_df = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", + "\n", + "# create train and test splits of the game data set \n", + "x_train, x_test, y_train, y_test = train_test_split(\n", + " games_df.drop(['label'], axis=1), \n", + " games_df['label'], \n", + " test_size=0.33,\n", + " random_state=42,\n", + " stratify=games_df['label']\n", + ")\n", + "\n", + "# train a linear regression model\n", + "model = LogisticRegression()\n", + "model.fit(x_train, y_train)\n", + "\n", + "# print results\n", + "y_pred = model.predict(x_test)\n", + "y_pred_proba = model.predict_proba(x_test)[:, 1]\n", + "print(f\"Accuracy Score: {accuracy_score(y_test, y_pred)}\")\n", + "print(f\"ROC AUC Score: {roc_auc_score(y_test, y_pred_proba)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Keras Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install --user tensorflow-cpu" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import tensorflow.keras as K\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('2.2.0', '2.3.0-tf')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf.__version__, K.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# create train and test splits of the game data set \n", + "x_train_val, x_test, y_train_val, y_test = train_test_split(\n", + " games_df.drop(['label'], axis=1), \n", + " games_df['label'], \n", + " test_size=0.33,\n", + " random_state=42,\n", + " stratify=games_df['label']\n", + ")\n", + "\n", + "x_train, x_val, y_train, y_val = train_test_split(\n", + " x_train_val, \n", + " y_train_val, \n", + " test_size=0.2,\n", + " random_state=42,\n", + " stratify=y_train_val\n", + ")\n", + "\n", + "# define the network strcuture \n", + "model = K.models.Sequential()\n", + "model.add(K.layers.Dense(64, activation='relu', input_shape=(10,)))\n", + "model.add(K.layers.Dropout(0.1))\n", + "model.add(K.layers.Dense(64, activation='relu'))\n", + "model.add(K.layers.Dropout(0.1))\n", + "model.add(K.layers.Dense(64, activation='relu'))\n", + "model.add(K.layers.Dense(1, activation='sigmoid'))\n", + " \n", + "# compile and fit the model \n", + "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=[K.metrics.AUC(name='auc')])\n", + "history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=100, batch_size=100, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "loss = history.history['auc']\n", + "val_loss = history.history['val_auc']\n", + "epochs = range(1, len(loss) + 1)\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "plt.rcParams.update({'font.size': 20})\n", + "plt.plot(epochs, loss, 'bo', label='Training loss')\n", + "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ROC AUC Score: 0.8139095902442932\n" + ] + } + ], + "source": [ + "results = model.evaluate(x_test, y_test, verbose=0, return_dict=True)\n", + "print(f\"ROC AUC Score: {results['auc']}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1.7 Feature Engineering" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pathlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import featuretools as ft\n", + "import framequery as fq" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "PROJECT_DIR = pathlib.Path('~/ds-production').expanduser()\n", + "DATA_DIR = PROJECT_DIR / 'data'\n", + "NHL_DATA_DIR = DATA_DIR / 'nhl-game-data'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def get_plays_df():\n", + " plays_df = (\n", + " pd.read_csv(\n", + " filepath_or_buffer=NHL_DATA_DIR / \"game_plays.csv\",\n", + " usecols=lambda col: col not in {'secondaryType', \n", + " 'periodType', \n", + " 'dateTime', \n", + " 'rink_side'},\n", + " dtype={'game_id': 'Int32',\n", + " 'play_num': 'Int16',\n", + " 'team_id_for': 'Int8',\n", + " 'team_id_against': 'Int8',\n", + " 'event': 'category',\n", + " 'x': 'Int8',\n", + " 'y': 'Int8',\n", + " 'period': 'Int8',\n", + " 'periodTime': 'Int16',\n", + " 'periodTimeRemaining': 'Int16',\n", + " 'goals_away': 'Int8',\n", + " 'goals_home': 'Int8',\n", + " 'description': 'category',\n", + " 'st_x': 'Int8',\n", + " 'st_y': 'Int8'}\n", + " )\n", + " .fillna(value={'team_id_for': 0, \n", + " 'team_id_against': 0, \n", + " 'x': 0, 'y': 0, \n", + " 'st_x': 0, 'st_y': 0})\n", + " )\n", + " return plays_df" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "game_df = pd.read_csv(NHL_DATA_DIR / \"game.csv\")\n", + "plays_df = get_plays_df()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " index event = Faceoff event = Shot event = Hit event = Stoppage \\\n", + "0 0 0 0 0 0 \n", + "1 1 0 0 0 0 \n", + "2 2 0 0 0 0 \n", + "3 3 1 0 0 0 \n", + "4 4 0 0 0 0 \n", + "\n", + " event = Blocked Shot event = Missed Shot event = Giveaway \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 1 \n", + "\n", + " event = Takeaway event = Penalty ... team_id_against x y period \\\n", + "0 0 0 ... 0 0 0 1 \n", + "1 0 0 ... 0 0 0 1 \n", + "2 0 0 ... 0 0 0 1 \n", + "3 0 0 ... 1 0 0 1 \n", + "4 0 0 ... 1 28 24 1 \n", + "\n", + " periodTime periodTimeRemaining goals_away goals_home st_x st_y \n", + "0 0 1200 0 0 0 0 \n", + "1 0 1200 0 0 0 0 \n", + "2 0 1200 0 0 0 0 \n", + "3 0 1200 0 0 0 0 \n", + "4 21 1179 0 0 -28 -24 \n", + "\n", + "[5 rows x 37 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "es = ft.EntitySet(id=\"plays\")\n", + "es = es.entity_from_dataframe(\n", + " entity_id=\"plays\", \n", + " dataframe=plays_df, \n", + " index=\"play_id\",\n", + " variable_types={\"event\": ft.variable_types.Categorical, \n", + " \"description\": ft.variable_types.Categorical}\n", + ")\n", + "\n", + "f1 = ft.Feature(es[\"plays\"][\"event\"])\n", + "f2 = ft.Feature(es[\"plays\"][\"description\"])\n", + "\n", + "encoded, defs = ft.encode_features(plays_df, [f1, f2], top_n=10)\n", + "encoded.reset_index(inplace=True)\n", + "encoded.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_idSUM(plays.event = Stoppage)SUM(plays.description = Puck in Benches)SUM(plays.event = Hit)SUM(plays.description = Puck in Netting)SUM(plays.x)SUM(plays.event = Giveaway)SUM(plays.event = Missed Shot)SUM(plays.description = Period Official)SUM(plays.description = Puck in Crowd)...MEAN(plays.goals_away)MEAN(plays.event = Faceoff)MEAN(plays.st_y)MEAN(plays.play_num)MEAN(plays.event = Goal)MEAN(plays.event is unknown)MEAN(plays.team_id_against)MEAN(plays.period)MEAN(plays.periodTimeRemaining)COUNT(plays)
02011030221524582812192647...1.7316380.194915-0.884181177.50.0197740.0508471.9209042.251412648.437853354
12011030111542745379112831...0.2216070.1855961.279778181.00.0166200.0387814.9113572.016620627.905817361
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320110302234945863540131945...1.8718750.203125-0.268750160.50.0218750.0562502.0843752.350000633.118750320
42011030224507426405251631...1.5960910.208469-1.970684154.00.0195440.0456031.8957651.951140575.260586307
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5 rows × 212 columns

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" + ], + "text/plain": [ + " game_id SUM(plays.event = Stoppage) \\\n", + "0 2011030221 52 \n", + "1 2011030111 54 \n", + "2 2011030222 38 \n", + "3 2011030223 49 \n", + "4 2011030224 50 \n", + "\n", + " SUM(plays.description = Puck in Benches) SUM(plays.event = Hit) \\\n", + "0 4 58 \n", + "1 2 74 \n", + "2 4 56 \n", + "3 4 58 \n", + "4 7 42 \n", + "\n", + " SUM(plays.description = Puck in Netting) SUM(plays.x) \\\n", + "0 2 812 \n", + "1 5 379 \n", + "2 2 -2141 \n", + "3 6 3540 \n", + "4 6 405 \n", + "\n", + " SUM(plays.event = Giveaway) SUM(plays.event = Missed Shot) \\\n", + "0 19 26 \n", + "1 11 28 \n", + "2 17 17 \n", + "3 13 19 \n", + "4 25 16 \n", + "\n", + " SUM(plays.description = Period Official) \\\n", + "0 4 \n", + "1 3 \n", + "2 3 \n", + "3 4 \n", + "4 3 \n", + "\n", + " SUM(plays.description = Puck in Crowd) ... MEAN(plays.goals_away) \\\n", + "0 7 ... 1.731638 \n", + "1 1 ... 0.221607 \n", + "2 2 ... 0.583333 \n", + "3 5 ... 1.871875 \n", + "4 1 ... 1.596091 \n", + "\n", + " MEAN(plays.event = Faceoff) MEAN(plays.st_y) MEAN(plays.play_num) \\\n", + "0 0.194915 -0.884181 177.5 \n", + "1 0.185596 1.279778 181.0 \n", + "2 0.169872 1.262821 156.5 \n", + "3 0.203125 -0.268750 160.5 \n", + "4 0.208469 -1.970684 154.0 \n", + "\n", + " MEAN(plays.event = Goal) MEAN(plays.event is unknown) \\\n", + "0 0.019774 0.050847 \n", + "1 0.016620 0.038781 \n", + "2 0.016026 0.044872 \n", + "3 0.021875 0.056250 \n", + "4 0.019544 0.045603 \n", + "\n", + " MEAN(plays.team_id_against) MEAN(plays.period) \\\n", + "0 1.920904 2.251412 \n", + "1 4.911357 2.016620 \n", + "2 2.169872 1.996795 \n", + "3 2.084375 2.350000 \n", + "4 1.895765 1.951140 \n", + "\n", + " MEAN(plays.periodTimeRemaining) COUNT(plays) \n", + "0 648.437853 354 \n", + "1 627.905817 361 \n", + "2 613.660256 312 \n", + "3 633.118750 320 \n", + "4 575.260586 307 \n", + "\n", + "[5 rows x 212 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "es = ft.EntitySet(id=\"plays\")\n", + "es = es.entity_from_dataframe(entity_id=\"plays\", dataframe=encoded, index=\"play_id\")\n", + "es = es.normalize_entity(base_entity_id=\"plays\", new_entity_id=\"games\", index=\"game_id\")\n", + "\n", + "features, transform = ft.dfs(entityset=es, target_entity=\"games\", max_depth=2)\n", + "features.reset_index(inplace=True)\n", + "features.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# assign labels to the generated features\n", + "features = fq.execute(\"\"\"\n", + " SELECT \n", + " F.*, \n", + " CASE WHEN G.type = 'P' THEN 1 ELSE 0 END AS label\n", + " FROM features F \n", + " JOIN game_df G\n", + " ON F.game_id = G.game_id\n", + "\"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy Score: 0.948421520675856\n", + "ROC AUC Score: 0.9345276515935746\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score, roc_auc_score\n", + "\n", + "# create inputs for sklearn\n", + "X = features.drop(['label', 'game_id'], axis=1).fillna(0)\n", + "y = features['label']\n", + "\n", + "# split data\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y,\n", + " test_size=0.2,\n", + " random_state=42,\n", + " stratify=y\n", + ")\n", + "\n", + "# train a classifier \n", + "lr = LogisticRegression()\n", + "model = lr.fit(X_train, y_train)\n", + "\n", + "# Results\n", + "y_pred = model.predict(X_test)\n", + "y_pred_proba = model.predict_proba(X_test)[:, 1]\n", + "print(f\"Accuracy Score: {accuracy_score(y_test, y_pred)}\")\n", + "print(f\"ROC AUC Score: {roc_auc_score(y_test, y_pred_proba)}\")" + ] + } + ], + "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": "3.6.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/source/DSP_CH02_Models_As_Web_Endpoints.ipynb b/source/DSP_CH02_Models_As_Web_Endpoints.ipynb new file mode 100644 index 0000000..2fe79f4 --- /dev/null +++ b/source/DSP_CH02_Models_As_Web_Endpoints.ipynb @@ -0,0 +1,1102 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2.1 Web Services" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "result = requests.get(\"http://cat-fact.herokuapp.com/facts/random\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'used': False, 'source': 'api', 'type': 'cat', 'deleted': False, '_id': '591f98703b90f7150a19c134', '__v': 0, 'text': 'Statistics indicate that animal lovers in recent years have shown a preference for cats over dogs!', 'updatedAt': '2020-05-10T20:20:11.457Z', 'createdAt': '2018-01-04T01:10:54.673Z', 'status': {'verified': True, 'sentCount': 1}, 'user': '5a9ac18c7478810ea6c06381'}\n" + ] + } + ], + "source": [ + "print(result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistics indicate that animal lovers in recent years have shown a preference for cats over dogs!\n" + ] + } + ], + "source": [ + "print(result.json()['text'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Echo Service" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Instead of running this in a Jupyter notebook, we’ll save the script as a file called echo.py." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# load Flask \n", + "import flask\n", + "app = flask.Flask(__name__)\n", + "\n", + "# define a predict function as an endpoint \n", + "@app.route(\"/\", methods=[\"GET\",\"POST\"])\n", + "def predict():\n", + " data = {\"success\": False}\n", + " \n", + " # check for passed in parameters \n", + " params = flask.request.json\n", + " if params is None:\n", + " params = flask.request.args\n", + " \n", + " # if parameters are found, echo the msg parameter \n", + " if \"msg\" in params.keys(): \n", + " data[\"response\"] = params.get(\"msg\")\n", + " data[\"success\"] = True\n", + " \n", + " # return a response in json format \n", + " return flask.jsonify(data)\n", + " \n", + "# start the flask app, allow remote connections\n", + "if __name__ == '__main__':\n", + " app.run(host='0.0.0.0')\n" + ] + } + ], + "source": [ + "!cat scripts/echo.py" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Call the Service" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "HOST = os.environ['HOSTNAME']" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'success': False}\n" + ] + } + ], + "source": [ + "result = requests.get(url=f\"http://{HOST}:5000/\")\n", + "print(result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': 'Hello from URL!', 'success': True}\n" + ] + } + ], + "source": [ + "result = requests.get(url=f\"http://{HOST}:5000/?msg=Hello from URL!\")\n", + "print(result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': 'Hello from params', 'success': True}\n" + ] + } + ], + "source": [ + "result = requests.get(url=f\"http://{HOST}:5000/\",\n", + " params={'msg': 'Hello from params'})\n", + "print(result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': 'Hello from data', 'success': True}\n" + ] + } + ], + "source": [ + "result = requests.post(url=f\"http://{HOST}:5000/\",\n", + " json={'msg': 'Hello from data'})\n", + "print(result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from PIL import Image\n", + "import io\n", + "import base64\n", + "\n", + "HOST = 'localhost'\n", + "\n", + "image = open(\"meme.jpg\", \"rb\").read()\n", + "encoded = base64.b64encode(image)\n", + "result = requests.post(url=f\"http://{HOST}:5000/\", \n", + " json={'msg': encoded})\n", + "\n", + "encoded = result.json()['response']\n", + "imgData = base64.b64decode(encoded)\n", + "plt.imshow(np.array(Image.open(io.BytesIO(imgData))))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2.2 Model Persistence" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scikit-Learn" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression()" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "df = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", + "x = df.drop(['label'], axis=1)\n", + "y = df['label']\n", + "\n", + "model = LogisticRegression()\n", + "model.fit(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.93124982, 0.06875018],\n", + " [0.86491573, 0.13508427],\n", + " [0.85766917, 0.14233083],\n", + " ...,\n", + " [0.89969047, 0.10030953],\n", + " [0.85766917, 0.14233083],\n", + " [0.89969047, 0.10030953]])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# preferred approach\n", + "# https://scikit-learn.org/stable/modules/model_persistence.html\n", + "import joblib\n", + "\n", + "joblib.dump(model, 'logit.pkl')\n", + "\n", + "model = joblib.load('logit.pkl')\n", + "model.predict_proba(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.93124982, 0.06875018],\n", + " [0.86491573, 0.13508427],\n", + " [0.85766917, 0.14233083],\n", + " ...,\n", + " [0.89969047, 0.10030953],\n", + " [0.85766917, 0.14233083],\n", + " [0.89969047, 0.10030953]])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# standard approach\n", + "# https://scikit-learn.org/stable/modules/model_persistence.html\n", + "import pickle\n", + "\n", + "pickle.dump(model, open(\"logit.pkl\", 'wb'))\n", + "\n", + "model = pickle.load(open(\"logit.pkl\", 'rb'))\n", + "model.predict_proba(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ML Flow" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.93124982, 0.06875018],\n", + " [0.86491573, 0.13508427],\n", + " [0.85766917, 0.14233083],\n", + " ...,\n", + " [0.89969047, 0.10030953],\n", + " [0.85766917, 0.14233083],\n", + " [0.89969047, 0.10030953]])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mlflow\n", + "import mlflow.sklearn\n", + "import shutil\n", + "\n", + "model_path = \"models/logit_games_v1\"\n", + "shutil.rmtree(model_path)\n", + "mlflow.sklearn.save_model(model, model_path)\n", + "\n", + "loaded = mlflow.sklearn.load_model(model_path)\n", + "loaded.predict_proba(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Keras" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import tensorflow.keras as K\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# create train and test splits of the game data set \n", + "x_train_val, x_test, y_train_val, y_test = train_test_split(\n", + " x, y, \n", + " test_size=0.2,\n", + " random_state=42,\n", + " stratify=y\n", + ")\n", + "\n", + "x_train, x_val, y_train, y_val = train_test_split(\n", + " x_train_val, \n", + " y_train_val, \n", + " test_size=0.2,\n", + " random_state=42,\n", + " stratify=y_train_val\n", + ")\n", + "\n", + "# define the network structure \n", + "model = K.models.Sequential()\n", + "model.add(K.layers.Dense(64, activation='relu', input_shape=(10,)))\n", + "model.add(K.layers.Dropout(0.1))\n", + "model.add(K.layers.Dense(64, activation='relu'))\n", + "model.add(K.layers.Dense(1, activation='sigmoid'))\n", + " \n", + "# compile and fit the model \n", + "model.compile(optimizer='rmsprop', loss='binary_crossentropy', metrics=[K.metrics.AUC(name='auc')])\n", + "history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=100, batch_size=100, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.3076595962047577, 0.8173983693122864]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.save(\"games.h5\")\n", + "\n", + "model = K.models.load_model('games.h5')\n", + "model.evaluate(x_test, y_test, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.3076595962047577, 0.8173983693122864]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mlflow.keras\n", + "import shutil\n", + "\n", + "model_path = \"models/keras_games_v1\"\n", + "shutil.rmtree(model_path)\n", + "mlflow.keras.save_model(model, model_path)\n", + "\n", + "loaded = mlflow.keras.load_model(model_path)\n", + "loaded.evaluate(x_test, y_test, verbose=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2.3 Model Endpoints" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "HOST = os.environ['HOSTNAME']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scikit-Learn" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# import pickle\n", + "import flask\n", + "import mlflow\n", + "import mlflow.sklearn\n", + "import pandas as pd\n", + "\n", + "#from sklearn.linear_model import LogisticRegression\n", + "\n", + "\n", + "# model = pickle.load(open(\"logit.pkl\", 'rb'))\n", + "model_path = \"models/logit_games_v1\"\n", + "model = mlflow.sklearn.load_model(model_path)\n", + "\n", + "\n", + "app = flask.Flask(__name__)\n", + "\n", + "@app.route(\"/\", methods=[\"GET\",\"POST\"])\n", + "def predict():\n", + " data = {\"success\": False}\n", + " params = flask.request.args\n", + "\n", + " if \"G1\" in params.keys(): \n", + " new_row = {\"G1\": params.get(\"G1\"), \"G2\": params.get(\"G2\"), \n", + " \"G3\": params.get(\"G3\"), \"G4\": params.get(\"G4\"), \n", + " \"G5\": params.get(\"G5\"), \"G6\": params.get(\"G6\"), \n", + " \"G7\": params.get(\"G7\"), \"G8\": params.get(\"G8\"), \n", + " \"G9\": params.get(\"G9\"), \"G10\":params.get(\"G10\")}\n", + "\n", + " new_x = pd.DataFrame.from_dict(data=new_row, \n", + " orient=\"index\",\n", + " dtype=\"float\").T\n", + " \n", + " data[\"response\"] = str(model.predict_proba(new_x)[0][1])\n", + " data[\"success\"] = True\n", + "\n", + " return flask.jsonify(data)\n", + "\n", + "if __name__ == '__main__':\n", + " app.run(host='0.0.0.0')\n" + ] + } + ], + "source": [ + "!cat scripts/predict.py" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.38090005964959933\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "new_row = {\"G1\": 0, \"G2\": 0, \"G3\": 0, \"G4\": 0, \"G5\": 0,\n", + " \"G6\": 0, \"G7\": 0, \"G8\": 0, \"G9\": 0, \"G10\": 1}\n", + "\n", + "result = requests.get(f\"http://{HOST}:5000/\", params=new_row)\n", + "print(result.json()['response'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Keras" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "import flask\n", + "import mlflow\n", + "import mlflow.keras\n", + "import pandas as pd\n", + "import tensorflow.keras as K\n", + "\n", + "\n", + "model_path = \"models/keras_games_v1\"\n", + "model = mlflow.keras.load_model(model_path)\n", + "\n", + "app = flask.Flask(__name__)\n", + "\n", + "@app.route(\"/\", methods=[\"GET\",\"POST\"])\n", + "def predict():\n", + " data = {\"success\": False}\n", + " params = flask.request.args\n", + "\n", + " if \"G1\" in params.keys(): \n", + " new_row = {\"G1\": params.get(\"G1\"), \"G2\": params.get(\"G2\"), \n", + " \"G3\": params.get(\"G3\"), \"G4\": params.get(\"G4\"), \n", + " \"G5\": params.get(\"G5\"), \"G6\": params.get(\"G6\"), \n", + " \"G7\": params.get(\"G7\"), \"G8\": params.get(\"G8\"), \n", + " \"G9\": params.get(\"G9\"), \"G10\": params.get(\"G10\")}\n", + " \n", + " new_x = pd.DataFrame.from_dict(data=new_row, \n", + " orient=\"index\", \n", + " dtype=\"float\").T\n", + " \n", + " data[\"response\"] = str(model.predict(new_x)[0][0])\n", + " data[\"success\"] = True\n", + "\n", + " return flask.jsonify(data)\n", + "\n", + "if __name__ == '__main__':\n", + " app.run(host='0.0.0.0')\n" + ] + } + ], + "source": [ + "!cat scripts/keras_games.py" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.26674467\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "new_row = {\"G1\": 0, \"G2\": 0, \"G3\": 0, \"G4\": 0, \"G5\": 0,\n", + " \"G6\": 0, \"G7\": 0, \"G8\": 0, \"G9\": 0, \"G10\": 1}\n", + "\n", + "result = requests.get(f\"http://{HOST}:5000/\", params=new_row)\n", + "print(result.json()['response'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2.4 Deploying a Web Endpoint" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gunicorn" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# !gunicorn --bind 0.0.0.0 --chdir scripts/ echo:app" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': 'Hello from Gunicorn', 'success': True}\n" + ] + } + ], + "source": [ + "import os\n", + "import requests\n", + "\n", + "HOST = os.environ['HOSTNAME']\n", + "\n", + "result = requests.get(f\"http://{HOST}:8000/\",\n", + " params={'msg': 'Hello from Gunicorn'})\n", + "print(result.json())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Heroku" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#!/usr/bin/env bash\n", + "\n", + "cd ~\n", + "curl -o heroku-linux-x64.tar.gz https://cli-assets.heroku.com/heroku-linux-x64.tar.gz\n", + "tar xzf heroku-linux-x64.tar.gz\n", + "cd ~/.local/bin/ && ln -s ~/heroku/bin/heroku heroku\n", + "\n", + "sudo yum update\n", + "sudo yum -y install glibc.i686\n", + "\n", + "heroku --version\n" + ] + } + ], + "source": [ + "!cat scripts/heroku/00_install.sh" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#!/usr/bin/env bash\n", + "\n", + "heroku login -i\n", + "heroku create\n" + ] + } + ], + "source": [ + "!cat scripts/heroku/01_create.sh" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#!/usr/bin/env bash\n", + "\n", + "sudo yum update\n", + "sudo yum install gcc python-setuptools postgresql-devel\n", + "\n", + "sudo easy_install psycopg2\n", + "\n", + "pip install --user django\n", + "pip install --user django-heroku\n" + ] + } + ], + "source": [ + "!cat scripts/heroku/02_setup.sh" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#!/usr/bin/env bash\n", + "\n", + "sudo yum update\n", + "sudo yum install git\n", + "\n", + "cd ~\n", + "git clone https://github.com/heroku/python-getting-started.git\n" + ] + } + ], + "source": [ + "!cat scripts/heroku/03_sample.sh" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#!/usr/bin/env bash\n", + "\n", + "cd ~/python-getting-started\n", + "cp ~/ds-production/source/scripts/echo.py echo.py\n", + "echo 'flask' >> requirements.txt\n", + "echo \"web: gunicorn echo:app\" > Procfile\n", + "\n", + "heroku local\n" + ] + } + ], + "source": [ + "!cat scripts/heroku/04_local.sh" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': 'Hello from Heroku Local', 'success': True}\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "result = requests.get(\"http://localhost:5000/\", \n", + " params={'msg': 'Hello from Heroku Local'})\n", + "print(result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#!/usr/bin/env bash\n", + "\n", + "cd ~/python-getting-started\n", + "\n", + "heroku git:remote -a warm-plains-93636\n", + "git add .\n", + "git commit -m \"Test echo service\"\n", + "git push heroku master\n", + "\n", + "heroku ps:scale web=1\n" + ] + } + ], + "source": [ + "!cat scripts/heroku/05_prod.sh" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': 'Hello from Heroku Prod', 'success': True}\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "result = requests.get(\"https://warm-plains-93636.herokuapp.com/\",\n", + " params={'msg': 'Hello from Heroku Prod'})\n", + "print(result.json())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2.5 Interactive Web Services" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dash" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "import dash\n", + "import dash_html_components as html\n", + "import dash_core_components as dcc\n", + "from dash.dependencies import Input, Output\n", + "import pandas as pd\n", + "import mlflow.sklearn\n", + "\n", + "app = dash.Dash(__name__)\n", + "\n", + "app.layout = html.Div(children=[\n", + " html.H1(children='Model UI'),\n", + " html.P([\n", + " html.Label('Game 1 '),\n", + " dcc.Input(value='1', type='text', id='g1'),\n", + " ]),\n", + " html.Div([\n", + " html.Label('Game 2 '),\n", + " dcc.Input(value='0', type='text', id='g2'),\n", + " ]),\n", + " html.P([\n", + " html.Label('Prediction '),\n", + " dcc.Input(value='0', type='text', id='pred')\n", + " ]),\n", + "])\n", + "\n", + "model_path = \"models/logit_games_v1\"\n", + "model = mlflow.sklearn.load_model(model_path)\n", + "\n", + "@app.callback(\n", + " Output(component_id='pred', component_property='value'),\n", + " [Input(component_id='g1', component_property='value'),\n", + " Input(component_id='g2', component_property='value')]\n", + ")\n", + "def update_prediction(game1, game2):\n", + "\n", + " new_row = {\"G1\": float(game1), \n", + " \"G2\": float(game2), \n", + " \"G3\": 0, \"G4\": 0, \n", + " \"G5\": 0, \"G6\": 0, \n", + " \"G7\": 0, \"G8\": 0, \n", + " \"G9\": 0, \"G10\": 0}\n", + "\n", + " new_x = pd.DataFrame.from_dict(data=new_row,\n", + " orient=\"index\",\n", + " dtype=\"float\").T\n", + " \n", + " return str(model.predict_proba(new_x)[0][1]) \n", + "\n", + "if __name__ == '__main__':\n", + " app.run_server(host='0.0.0.0')" + ] + } + ], + "source": [ + "!cat scripts/dash_app.py" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.06730006696024816'" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import mlflow.sklearn\n", + "\n", + "\n", + "model_path = \"models/logit_games_v1\"\n", + "model = mlflow.sklearn.load_model(model_path)\n", + "\n", + "\n", + "def update_prediction(game1, game2):\n", + "\n", + " new_row = {\"G1\": float(game1), \n", + " \"G2\": float(game2), \n", + " \"G3\": 0, \"G4\": 0, \n", + " \"G5\": 0, \"G6\": 0, \n", + " \"G7\": 0, \"G8\": 0, \n", + " \"G9\": 0, \"G10\": 0}\n", + "\n", + " new_x = pd.DataFrame.from_dict(data=new_row,\n", + " orient=\"index\", \n", + " dtype=\"float\").T \n", + " \n", + " return str(model.predict_proba(new_x)[0][1]) \n", + "\n", + "update_prediction(1, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/source/DSP_CH03_Models_As_Serverless_Functions.ipynb b/source/DSP_CH03_Models_As_Serverless_Functions.ipynb new file mode 100644 index 0000000..84aa594 --- /dev/null +++ b/source/DSP_CH03_Models_As_Serverless_Functions.ipynb @@ -0,0 +1,785 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3.1 Managed Services" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3.2 Cloud Functions (GCP)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Echo Service" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "flask" + ] + } + ], + "source": [ + "!cat scripts/gcp_cloud_function/echo/requirements.txt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "def echo(request):\n", + " import flask\n", + "\n", + " data = {\"success\": False}\n", + " params = request.get_json()\n", + "\n", + " if \"msg\" in params:\n", + " data[\"response\"] = str(params['msg'])\n", + " data[\"success\"] = True\n", + " \n", + " return flask.jsonify(data)" + ] + } + ], + "source": [ + "!cat scripts/gcp_cloud_function/echo/main.py" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "URL_ECHO_SERVICE = \"https://us-central1-semiotic-method-277520.cloudfunctions.net/echo\"" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': 'Hello from Cloud Function', 'success': True}\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "result = requests.post(\n", + " url=URL_ECHO_SERVICE, \n", + " json={'msg': 'Hello from Cloud Function'}\n", + ")\n", + "print(result.json())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cloud Storage (GCS)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dsp_model_store_00\n" + ] + } + ], + "source": [ + "from google.cloud import storage\n", + "bucket_name = \"dsp_model_store_00\"\n", + "\n", + "storage_client = storage.Client()\n", + "storage_client.create_bucket(bucket_name)\n", + "\n", + "for bucket in storage_client.list_buckets():\n", + " print(bucket.name)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# save to GCS\n", + "from google.cloud import storage\n", + "\n", + "bucket_name = \"dsp_model_store_00\"\n", + "storage_client = storage.Client()\n", + "bucket = storage_client.get_bucket(bucket_name)\n", + "\n", + "blob = bucket.blob(\"serverless/logit/v1\")\n", + "blob.upload_from_filename(\"logit.pkl\")\n", + "\n", + "blob = bucket.blob(\"serverless/keras/v1\")\n", + "blob.upload_from_filename(\"games.h5\")" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression()" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# load from GCS\n", + "import joblib\n", + "from google.cloud import storage\n", + "\n", + "bucket_name = \"dsp_model_store_00\"\n", + "storage_client = storage.Client()\n", + "bucket = storage_client.get_bucket(bucket_name)\n", + "\n", + "blob = bucket.blob(\"serverless/logit/v1\")\n", + "blob.download_to_filename(\"/tmp/local_logit.pkl\")\n", + "\n", + "model = joblib.load(\"/tmp/local_logit.pkl\")\n", + "model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Function" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "google-cloud-storage\n", + "sklearn\n", + "pandas\n", + "flask\n", + "joblib" + ] + } + ], + "source": [ + "!cat scripts/gcp_cloud_function/pred/requirements.txt" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "def pred(request):\n", + "\n", + " import flask\n", + " import joblib\n", + " import sklearn\n", + " import pandas as pd\n", + " from google.cloud import storage\n", + "\n", + " data = {\"success\": False}\n", + " params = request.get_json()\n", + " \n", + " if \"G1\" in params:\n", + " new_row = {\"G1\": params.get(\"G1\"), \"G2\": params.get(\"G2\"),\n", + " \"G3\": params.get(\"G3\"), \"G4\": params.get(\"G4\"),\n", + " \"G5\": params.get(\"G5\"), \"G6\": params.get(\"G6\"),\n", + " \"G7\": params.get(\"G7\"), \"G8\": params.get(\"G8\"),\n", + " \"G9\": params.get(\"G9\"), \"G10\":params.get(\"G10\")}\n", + " \n", + " new_x = pd.DataFrame.from_dict(data=new_row, \n", + " orient=\"index\",\n", + " dtype=\"float\").T\n", + "\n", + " # set up access to the GCS bucket\n", + " bucket_name = \"dsp_model_store_00\"\n", + " storage_client = storage.Client()\n", + " bucket = storage_client.get_bucket(bucket_name)\n", + "\n", + " # download and load the model\n", + " blob = bucket.blob(\"serverless/logit/v1\")\n", + " blob.download_to_filename(\"/tmp/local_logit.pkl\")\n", + " model = joblib.load(\"/tmp/local_logit.pkl\")\n", + "\n", + " data[\"response\"] = str(model.predict_proba(new_x)[0][1])\n", + " data[\"success\"] = True\n", + " \n", + " return flask.jsonify(data)" + ] + } + ], + "source": [ + "!cat scripts/gcp_cloud_function/pred/main.py" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "URL_PRED_SERVICE = \"https://us-central1-semiotic-method-277520.cloudfunctions.net/pred\"" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': '0.06730006696024816', 'success': True}\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "result = requests.post(\n", + " url=URL_PRED_SERVICE,\n", + " json={'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0',\n", + " 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0'})\n", + "print(result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "337 ms ± 28.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "result = requests.post(\n", + " url=URL_PRED_SERVICE,\n", + " json={'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0',\n", + " 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0'})" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model = None\n", + "\n", + "def pred_fast(request):\n", + " global model\n", + "\n", + " import flask\n", + " import joblib\n", + " import sklearn\n", + " import pandas as pd\n", + " from google.cloud import storage\n", + "\n", + " data = {\"success\": False}\n", + " params = request.get_json()\n", + " \n", + " if \"G1\" in params:\n", + " new_row = {\"G1\": params.get(\"G1\"), \"G2\": params.get(\"G2\"),\n", + " \"G3\": params.get(\"G3\"), \"G4\": params.get(\"G4\"),\n", + " \"G5\": params.get(\"G5\"), \"G6\": params.get(\"G6\"),\n", + " \"G7\": params.get(\"G7\"), \"G8\": params.get(\"G8\"),\n", + " \"G9\": params.get(\"G9\"), \"G10\":params.get(\"G10\")}\n", + " \n", + " new_x = pd.DataFrame.from_dict(data=new_row, \n", + " orient=\"index\",\n", + " dtype=\"float\").T\n", + "\n", + " if not model:\n", + " # set up access to the GCS bucket\n", + " bucket_name = \"dsp_model_store_00\"\n", + " storage_client = storage.Client()\n", + " bucket = storage_client.get_bucket(bucket_name)\n", + "\n", + " # download and load the model\n", + " blob = bucket.blob(\"serverless/logit/v1\")\n", + " blob.download_to_filename(\"/tmp/local_logit.pkl\")\n", + " model = joblib.load(\"/tmp/local_logit.pkl\")\n", + "\n", + " data[\"response\"] = str(model.predict_proba(new_x)[0][1])\n", + " data[\"success\"] = True\n", + " \n", + " return flask.jsonify(data)" + ] + } + ], + "source": [ + "!cat scripts/gcp_cloud_function/pred/main_fast.py" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "URL_PRED_FAST_SERVICE = \"https://us-central1-semiotic-method-277520.cloudfunctions.net/pred_fast\"" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': '0.06730006696024816', 'success': True}\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "result = requests.post(\n", + " url=URL_PRED_FAST_SERVICE,\n", + " json={'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0',\n", + " 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0'})\n", + "print(result.json())" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "105 ms ± 4.06 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "result = requests.post(\n", + " url=URL_PRED_FAST_SERVICE,\n", + " json={'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0',\n", + " 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0'})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Keras Model" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "google-cloud-storage\n", + "tensorflow-cpu\n", + "pandas\n", + "flask" + ] + } + ], + "source": [ + "!cat scripts/gcp_cloud_function/predict/requirements.txt" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model = None\n", + "\n", + "def predict(request):\n", + " global model\n", + "\n", + " import flask\n", + " import pandas as pd\n", + " import tensorflow.keras as K\n", + " from google.cloud import storage\n", + "\n", + " data = {\"success\": False}\n", + " params = request.get_json()\n", + " \n", + " if \"G1\" in params:\n", + " new_row = {\"G1\": params.get(\"G1\"), \"G2\": params.get(\"G2\"),\n", + " \"G3\": params.get(\"G3\"), \"G4\": params.get(\"G4\"),\n", + " \"G5\": params.get(\"G5\"), \"G6\": params.get(\"G6\"),\n", + " \"G7\": params.get(\"G7\"), \"G8\": params.get(\"G8\"),\n", + " \"G9\": params.get(\"G9\"), \"G10\":params.get(\"G10\")}\n", + " \n", + " new_x = pd.DataFrame.from_dict(data=new_row, \n", + " orient=\"index\",\n", + " dtype=\"float\").T\n", + "\n", + " # download model if not cached\n", + " if not model:\n", + " # set up access to the GCS bucket\n", + " bucket_name = \"dsp_model_store_00\"\n", + " storage_client = storage.Client()\n", + " bucket = storage_client.get_bucket(bucket_name)\n", + "\n", + " # download and load the model\n", + " blob = bucket.blob(\"serverless/keras/v1\")\n", + " blob.download_to_filename(\"/tmp/games.h5\")\n", + " model = K.models.load_model(\"/tmp/games.h5\")\n", + "\n", + " data[\"response\"] = str(model.predict(new_x)[0][0])\n", + " data[\"success\"] = True\n", + " \n", + " return flask.jsonify(data)" + ] + } + ], + "source": [ + "!cat scripts/gcp_cloud_function/predict/main.py" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "URL_PREDICT_SERVICE = \"https://us-central1-semiotic-method-277520.cloudfunctions.net/predict\"" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'response': '0.03087676', 'success': True}\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "result = requests.post(\n", + " url=URL_PREDICT_SERVICE,\n", + " json={'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0',\n", + " 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0'})\n", + "print(result.json())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3.3 Lambda Functions (AWS)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Echo Function" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "def lambda_handler(event, context):\n", + " \n", + " return {\n", + " 'statusCode': 200,\n", + " 'body': event['msg']\n", + " }" + ] + } + ], + "source": [ + "!cat scripts/aws_lambda_function/echo/lambda_function.py" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Simple Storage Service (S3)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# !aws configure\n", + "# !aws s3 ls" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Function" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "import json\n", + "import joblib\n", + "import pandas as pd\n", + "\n", + "\n", + "model = joblib.load('logit.pkl')\n", + "\n", + "\n", + "def lambda_handler(event, context):\n", + " # read in the request body as the event dict\n", + " if \"body\" in event:\n", + " event = event[\"body\"]\n", + " event = json.loads(event) if event else {}\n", + " \n", + " if \"G1\" in event:\n", + " new_row = {\"G1\": event[\"G1\"], \"G2\": event[\"G2\"],\n", + " \"G3\": event[\"G3\"], \"G4\": event[\"G4\"],\n", + " \"G5\": event[\"G5\"], \"G6\": event[\"G6\"], \n", + " \"G7\": event[\"G7\"], \"G8\": event[\"G8\"], \n", + " \"G9\": event[\"G9\"], \"G10\": event[\"G10\"]}\n", + " \n", + " new_x = pd.DataFrame.from_dict(data=new_row, \n", + " orient=\"index\",\n", + " dtype=\"float\").T\n", + " \n", + " prediction = str(model.predict_proba(new_x)[0][1])\n", + " \n", + " return {\"body\": \"Prediction \" + prediction}\n", + " \n", + " return {\"body\": \"No parameters\"}" + ] + } + ], + "source": [ + "!cat scripts/aws_lambda_function/logit/logit.py" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Prediction 0.06730006696024816\n" + ] + } + ], + "source": [ + "import requests\n", + "\n", + "result = requests.post(\n", + " url=\"https://c5flbent7a.execute-api.us-east-2.amazonaws.com/default/logit\",\n", + " json={'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0',\n", + " 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0'}\n", + ")\n", + "print(result.text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Keras Model" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "import json\n", + "import pandas as pd\n", + "import tensorflow.keras as K\n", + "\n", + "\n", + "model = K.models.load_model(\"games.h5\")\n", + "\n", + "\n", + "def lambda_handler(event, context):\n", + " # read in the request body as the event dict\n", + " if \"body\" in event:\n", + " event = event[\"body\"]\n", + " event = json.loads(event) if event else {}\n", + " \n", + " if \"G1\" in event:\n", + " new_row = {\"G1\": event[\"G1\"], \"G2\": event[\"G2\"],\n", + " \"G3\": event[\"G3\"], \"G4\": event[\"G4\"],\n", + " \"G5\": event[\"G5\"], \"G6\": event[\"G6\"], \n", + " \"G7\": event[\"G7\"], \"G8\": event[\"G8\"], \n", + " \"G9\": event[\"G9\"], \"G10\": event[\"G10\"]}\n", + " \n", + " new_x = pd.DataFrame.from_dict(data=new_row, \n", + " orient=\"index\",\n", + " dtype=\"float\").T\n", + " \n", + " prediction = str(model.predict(new_x)[0][0])\n", + " \n", + " return {\"body\": \"Prediction \" + prediction}\n", + " \n", + " return {\"body\": \"No parameters\"}" + ] + } + ], + "source": [ + "!cat scripts/aws_lambda_function/keras/keras.py" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'body': 'Prediction 0.03087676'}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scripts.aws_lambda_function.keras.keras import lambda_handler\n", + "\n", + "lambda_handler(\n", + " event={'G1': '1', 'G2': '0', 'G3': '0', 'G4': '0', 'G5': '0',\n", + " 'G6': '0', 'G7': '0', 'G8': '0', 'G9': '0', 'G10': '0'},\n", + " context=None\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Unfortunately, \"unzipped size must be smaller than 262144000 bytes\" in order to be deployed as Lambda function" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/source/DSP_CH05_Workflow_Tools_For_Model_Pipelines.ipynb b/source/DSP_CH05_Workflow_Tools_For_Model_Pipelines.ipynb new file mode 100644 index 0000000..814a7fb --- /dev/null +++ b/source/DSP_CH05_Workflow_Tools_For_Model_Pipelines.ipynb @@ -0,0 +1,453 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5.1 Sklearn Workflow" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing scripts/containers/sklearn_pipeline/pipeline.py\n" + ] + } + ], + "source": [ + "%%file scripts/containers/sklearn_pipeline/pipeline.py\n", + "import os\n", + "import datetime\n", + "import pandas as pd\n", + "import numpy as np\n", + "import pandas_gbq as gbq\n", + "from google.oauth2 import service_account\n", + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "\n", + "# fetch the data set and add IDs \n", + "games_df = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", + "games_df['user_id'] = games_df.index \n", + "games_df['new_user'] = np.random.choice([0, 1], size=len(games_df), p=[0.9, 0.1])\n", + "\n", + "# train and test groups \n", + "train = games_df.query(\"new_user == 0\")\n", + "x_train = train.drop(columns=['label', 'user_id', 'new_user'])\n", + "y_train = train['label']\n", + "test = games_df.query(\"new_user == 1\")\n", + "x_test = test.drop(columns=['label', 'user_id', 'new_user'])\n", + "\n", + "# build a model\n", + "model = LogisticRegression()\n", + "model.fit(x_train, y_train)\n", + "y_pred = model.predict_proba(x_test)[:, 1]\n", + "\n", + "# build a predictions data frame\n", + "result_df = pd.DataFrame({'user_id': test['user_id'], \n", + " 'pred': y_pred,\n", + " 'time': str(datetime.datetime.now())})\n", + "\n", + "# save predictions to BigQuery \n", + "table_id = \"dsp_demo.user_scores\"\n", + "project_id = os.environ['GOOGLE_PROJECT_ID']\n", + "credentials = service_account.Credentials.from_service_account_file(\n", + " os.environ['GOOGLE_APPLICATION_CREDENTIALS']\n", + ")\n", + "gbq.to_gbq(dataframe=result_df, \n", + " destination_table=table_id, \n", + " project_id=project_id, \n", + " if_exists='replace',\n", + " credentials=credentials)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading: 100%|██████████| 2304/2304 [00:00<00:00, 6526.72rows/s]\n" + ] + }, + { + "data": { + "text/html": [ + "
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user_idpredtime
026590.0545122020-08-03 07:35:44.238809
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246800.0545122020-08-03 07:35:44.238809
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" + ], + "text/plain": [ + " user_id pred time\n", + "0 2659 0.054512 2020-08-03 07:35:44.238809\n", + "1 3470 0.054512 2020-08-03 07:35:44.238809\n", + "2 4680 0.054512 2020-08-03 07:35:44.238809\n", + "3 5841 0.054512 2020-08-03 07:35:44.238809\n", + "4 6881 0.054512 2020-08-03 07:35:44.238809" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import os\n", + "import pandas_gbq as gbq\n", + "from google.oauth2 import service_account\n", + "\n", + "\n", + "project_id = os.environ['GOOGLE_PROJECT_ID']\n", + "credentials = service_account.Credentials.from_service_account_file(\n", + " os.environ['GOOGLE_APPLICATION_CREDENTIALS']\n", + ")\n", + "\n", + "sql = \"SELECT * FROM dsp_demo.user_scores\"\n", + "df = gbq.read_gbq(query=sql, \n", + " project_id=project_id, \n", + " credentials=credentials)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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user_idpredtime
026590.0545122020-08-03 07:35:44.238809
134700.0545122020-08-03 07:35:44.238809
246800.0545122020-08-03 07:35:44.238809
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" + ], + "text/plain": [ + " user_id pred time\n", + "0 2659 0.054512 2020-08-03 07:35:44.238809\n", + "1 3470 0.054512 2020-08-03 07:35:44.238809\n", + "2 4680 0.054512 2020-08-03 07:35:44.238809\n", + "3 5841 0.054512 2020-08-03 07:35:44.238809\n", + "4 6881 0.054512 2020-08-03 07:35:44.238809" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from google.cloud import bigquery\n", + "\n", + "client = bigquery.Client()\n", + "sql = \"select * from dsp_demo.user_scores\"\n", + "client.query(sql).to_dataframe().head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5.2 Cron" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5.3 Workflow Tools" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Apache Airflow" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing scripts/airflow/sklearn.py\n" + ] + } + ], + "source": [ + "%%file scripts/airflow/sklearn.py\n", + "import os\n", + "import datetime\n", + "\n", + "from airflow import DAG\n", + "from airflow.operators.bash_operator import BashOperator\n", + "from airflow.utils.dates import days_ago\n", + "\n", + "default_args = {\n", + " 'owner': 'Airflow',\n", + " 'depends_on_past': False,\n", + " 'email': os.environ['FAILURE_EMAIL'],\n", + " 'start_date': days_ago(0),\n", + " 'email_on_failure': True,\n", + "}\n", + "\n", + "dag = DAG(\n", + " dag_id='games', \n", + " default_args=default_args, \n", + " schedule_interval=\"* * * * *\"\n", + ")\n", + "\n", + "t1 = BashOperator(\n", + " task_id='sklearn_pipeline',\n", + " bash_command='sudo docker run sklearn_pipeline',\n", + " dag=dag\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing scripts/airflow/sklearn_docker.py\n" + ] + } + ], + "source": [ + "%%file scripts/airflow/sklearn_docker.py\n", + "import os\n", + "import datetime\n", + "\n", + "from airflow import DAG\n", + "from airflow.operators.docker_operator import DockerOperator\n", + "from airflow.utils.dates import days_ago\n", + "\n", + "default_args = {\n", + " 'owner': 'Airflow',\n", + " 'depends_on_past': False,\n", + " 'email': os.environ['FAILURE_EMAIL'],\n", + " 'start_date': days_ago(0),\n", + " 'email_on_failure': True,\n", + "}\n", + "\n", + "dag = DAG(\n", + " dag_id='games_docker', \n", + " default_args=default_args, \n", + " schedule_interval=\"* * * * *\"\n", + ")\n", + "\n", + "t1 = DockerOperator(\n", + " task_id='sklearn_pipeline',\n", + " image='sklearn_pipeline',\n", + " dag=dag\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Managed Airflow" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing scripts/airflow/sklearn_gke.py\n" + ] + } + ], + "source": [ + "%%file scripts/airflow/sklearn_gke.py\n", + "import os\n", + "import datetime\n", + "\n", + "from airflow import DAG\n", + "from airflow.contrib.operators.gcp_container_operator import GKEPodOperator\n", + "from airflow.utils.dates import days_ago\n", + "\n", + "default_args = {\n", + " 'owner': 'Airflow',\n", + " 'depends_on_past': False,\n", + " 'email': os.environ['GOOGLE_FAILURE_EMAIL'],\n", + " 'start_date': days_ago(0),\n", + " 'email_on_failure': True,\n", + "}\n", + "\n", + "dag = DAG(\n", + " dag_id='games_docker', \n", + " default_args=default_args, \n", + " schedule_interval=\"* * * * *\"\n", + ")\n", + "\n", + "t1 = GKEPodOperator(\n", + " task_id='sklearn_pipeline',\n", + " project_id=os.environ['GOOGLE_PROJECT_ID'],\n", + " cluster_name=os.environ['GOOGLE_GKE_CLUSTER_NAME'],\n", + " name='sklearn-pipeline',\n", + " namespace='default',\n", + " location=os.environ['GOOGLE_GKE_CLUSTER_LOCATION'],\n", + " image=f\"us.gcr.io/{os.environ['GOOGLE_PROJECT_ID']}/sklearn_pipeline\",\n", + " dag=dag\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.11" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/source/DSP_CH06_PySpark_For_Batch_Pipelines.ipynb b/source/DSP_CH06_PySpark_For_Batch_Pipelines.ipynb new file mode 100644 index 0000000..8d7af9c --- /dev/null +++ b/source/DSP_CH06_PySpark_For_Batch_Pipelines.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"markdown","source":["# 6.2 Staging Data"],"metadata":{}},{"cell_type":"markdown","source":["## S3 Credentials"],"metadata":{}},{"cell_type":"code","source":["import os\n\nsc._jsc.hadoopConfiguration().set(\"fs.s3n.awsAccessKeyId\", os.environ['AWS_ACCESS_KEY'])\nsc._jsc.hadoopConfiguration().set(\"fs.s3n.awsSecretAccessKey\", os.environ['AWS_SECRET_KEY'])"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":3},{"cell_type":"code","source":["games_df = spark.read.csv(\n path=\"s3://dsp-ch6-00/csv/games-expand.csv\", \n header=True,\n inferSchema=True\n)\ndisplay(games_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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Showing the first 1000 rows.
"]}}],"execution_count":4},{"cell_type":"markdown","source":["# 6.3 A PySpark Primer"],"metadata":{}},{"cell_type":"code","source":["stats_df = spark.read.csv(\n path=\"s3://dsp-ch6-00/csv/game_skater_stats.csv\", \n header=True,\n inferSchema=True\n)\ndisplay(stats_df)"],"metadata":{},"outputs":[],"execution_count":6},{"cell_type":"markdown","source":["## Persisting Dataframes"],"metadata":{}},{"cell_type":"code","source":["# AVRO is good for streaming, using here more as an introduction to different cloud file formats \n\n# AVRO write\navro_path = \"s3://dsp-ch6-00/avro/game_skater_stats/\"\nstats_df.write.mode('overwrite').format(\"com.databricks.spark.avro\").save(avro_path)\n\n# AVRO read \navro_df = sqlContext.read.format(\"com.databricks.spark.avro\").load(avro_path)\ndisplay(avro_df)"],"metadata":{},"outputs":[],"execution_count":8},{"cell_type":"code","source":["# parquet out\nparquet_path = \"s3a://dsp-ch6-00/games-parquet/\"\navro_df.write.mode('overwrite').parquet(parquet_path)\n\n# parquet in\nparquet_df = sqlContext.read.parquet(parquet_path)\ndisplay(parquet_df)"],"metadata":{},"outputs":[],"execution_count":9},{"cell_type":"code","source":["# orc out\norc_path = \"s3a://dsp-ch6-00/games-orc/\"\nparquet_df.write.mode('overwrite').orc(orc_path)\n\n# orc in\norc_df = sqlContext.read.orc(orc_path)\ndisplay(orc_df)"],"metadata":{},"outputs":[],"execution_count":10},{"cell_type":"code","source":["# CSV out\ncsv_path = \"s3a://dsp-ch6-00/games-csv-out/\"\norc_df.coalesce(1).write.mode('overwrite').format(\"com.databricks.spark.csv\").option(\"header\", \"true\").save(csv_path)\n \n# and CSV to finish the round trip \ncsv_df = spark.read.csv(path=csv_path, \n header=True, \n inferSchema=True)\ndisplay(csv_df)"],"metadata":{},"outputs":[],"execution_count":11},{"cell_type":"markdown","source":["## Converting Data Frames"],"metadata":{}},{"cell_type":"code","source":["stats_pd = stats_df.toPandas()\ndisplay(stats_pd)"],"metadata":{},"outputs":[],"execution_count":13},{"cell_type":"code","source":["stats_df = sqlContext.createDataFrame(stats_pd)"],"metadata":{},"outputs":[],"execution_count":14},{"cell_type":"code","source":["import databricks.koalas as ks\n\nstats_ks = stats_df.to_koalas()\nstats_df = stats_ks.to_spark()\n\nprint(stats_ks['timeOnIce'].mean())\nprint(stats_ks.iloc[:1, 1:2])\n\n#993.6149113898216\n\n# player_id\n#0 8467412\n"],"metadata":{},"outputs":[],"execution_count":15},{"cell_type":"code","source":["# spark -> koalas -> pandas -> spark\nstats_df = sqlContext.createDataFrame(stats_df.to_koalas().toPandas())\n\n# spark -> pandas -> koalas -> spark\nstats_df = ks.from_pandas(stats_df.toPandas()).to_spark()"],"metadata":{},"outputs":[],"execution_count":16},{"cell_type":"markdown","source":["## Transforming Data"],"metadata":{}},{"cell_type":"code","source":["# summary stats \nstats_df = spark.read.csv(\n path=\"s3://dsp-ch6-00/csv/game_skater_stats.csv\", \n header=True, \n inferSchema=True\n)\n\nstats_df.createOrReplaceTempView(\"stats\")\n\nnew_df = spark.sql(\"\"\"\n SELECT\n player_id,\n COUNT(game_id) AS games,\n SUM(goals) AS goals\n FROM\n stats\n GROUP BY\n player_id\n ORDER BY\n goals DESC\n LIMIT 5\n\"\"\")\n\ndisplay(new_df)"],"metadata":{},"outputs":[],"execution_count":18},{"cell_type":"code","source":["display(spark.sql(\"\"\"\n SELECT\n CAST(goals/shots * 50 AS INT)/50.0 AS goals_per_shot,\n COUNT(player_id) AS players \n FROM (\n SELECT\n player_id, \n SUM(shots) AS shots, \n SUM(goals) AS goals\n FROM\n stats\n GROUP BY\n player_id\n HAVING\n goals >= 5\n ) \n GROUP BY\n goals_per_shot\n ORDER BY\n goals_per_shot\n\"\"\"))"],"metadata":{},"outputs":[],"execution_count":19},{"cell_type":"code","source":["from pyspark.sql.functions import lit\n\ncopy_df = (\n stats_df\n \n # droping columns\n .drop('game_id', 'player_id')\n \n # selection columns\n .select('assists', 'goals', 'shots')\n \n # adding columns\n .withColumn(\"league\", lit('NHL'))\n)\n\ndisplay(copy_df)"],"metadata":{},"outputs":[],"execution_count":20},{"cell_type":"code","source":["# join\ndf = (\n stats_df\n .select('game_id', 'player_id')\n .withColumn(\"league\", lit('NHL'))\n .join(other=stats_df,\n on=['game_id', 'player_id'], \n how='inner')\n)\ndisplay(df)"],"metadata":{},"outputs":[],"execution_count":21},{"cell_type":"code","source":["# group by \nsummary_df = (\n stats_df\n .groupby(\"player_id\")\n .agg({'timeOnIce': 'avg', 'goals': 'sum'})\n)\ndisplay(summary_df)"],"metadata":{},"outputs":[],"execution_count":22},{"cell_type":"markdown","source":["## Pandas UDFs"],"metadata":{}},{"cell_type":"code","source":["# Sample data for a player \nsample_pd = spark.sql(\"\"\"\n SELECT\n *\n FROM\n stats\n WHERE\n player_id = 8471214\n\"\"\").toPandas()\n\n# Import python libraries \nfrom scipy.optimize import leastsq\nimport numpy as np\n\n# Define a function to fit\ndef fit(params, x, y):\n return (y - (params[0] + x * params[1] ))\n \n# Fit the curve and show the results \nresult = leastsq(fit, [1, 0], args=(sample_pd['shots'], sample_pd['hits']))\n\nprint(result)"],"metadata":{},"outputs":[],"execution_count":24},{"cell_type":"code","source":["# Load necessary libraries\nfrom pyspark.sql.functions import pandas_udf, PandasUDFType\nfrom pyspark.sql.types import *\nimport pandas as pd\n\n# Create the schema for the resulting data frame\nschema = StructType([StructField('id', LongType(), True),\n StructField('p0', DoubleType(), True),\n StructField('p1', DoubleType(), True)])\n\n# Define the UDF, input and outputs are Pandas DFs\n@pandas_udf(schema, PandasUDFType.GROUPED_MAP)\ndef analyze_player(sample_pd):\n # return empty params in not enough data\n if (len(sample_pd['shots']) <= 1):\n return pd.DataFrame({'id': [sample_pd['player_id'][0]], \n 'p0': [0], 'p1': [0]})\n # Perform curve fitting \n result = leastsq(fit, [1, 0], \n args=(sample_pd['shots'], sample_pd['hits']))\n # Return the parameters as a Pandas DF \n return pd.DataFrame({'id': [sample_pd['player_id'][0]], \n 'p0': [result[0][0]], 'p1': [result[0][1]]})\n\n# perform the UDF and show the results \nplayer_df = stats_df.groupby('player_id').apply(analyze_player)\ndisplay(player_df)"],"metadata":{},"outputs":[],"execution_count":25},{"cell_type":"markdown","source":["# 6.4 MLlib Batch Pipeline"],"metadata":{}},{"cell_type":"code","source":["games_df = spark.read.csv(\n path=\"s3://dsp-ch6-00/csv/games-expand.csv\", \n header=True, \n inferSchema=True\n)\ngames_df.createOrReplaceTempView(\"games\")\n\ngames_df = spark.sql(\"\"\"\n SELECT\n *,\n ROW_NUMBER() OVER (ORDER BY RAND(42)) AS user_id,\n CASE WHEN RAND(42) > 0.7 THEN 1 ELSE 0 END AS test\n FROM\n games\n\"\"\")\n\ndisplay(games_df)"],"metadata":{},"outputs":[],"execution_count":27},{"cell_type":"code","source":["# train_df = games_df.filter(\"test == 0\")\n# test_df = games_df.filter(\"test == 1\")\n# print(\"Train\", train_df.count())\n# print(\"Test\", test_df.count())"],"metadata":{},"outputs":[],"execution_count":28},{"cell_type":"code","source":["train_df, test_df = games_df.randomSplit(weights=[0.8, 0.2], seed=42)\nprint(\"Train\", train_df.count())\nprint(\"Test\", test_df.count())"],"metadata":{},"outputs":[],"execution_count":29},{"cell_type":"markdown","source":["## Vector Columns"],"metadata":{}},{"cell_type":"code","source":["train_df.schema.names[:10]"],"metadata":{},"outputs":[],"execution_count":31},{"cell_type":"code","source":["from pyspark.ml.feature import VectorAssembler\n\n# create a vector representation\nassembler = VectorAssembler(\n inputCols=train_df.schema.names[:10],\n outputCol=\"features\"\n)\n\ntrain_vec = (assembler\n .transform(train_df)\n .select('label', 'features'))\ntest_vec = (assembler\n .transform(test_df)\n .select('label', 'features', 'user_id'))\n\ndisplay(test_vec)"],"metadata":{},"outputs":[],"execution_count":32},{"cell_type":"markdown","source":["## Model Application"],"metadata":{}},{"cell_type":"code","source":["from pyspark.ml.classification import LogisticRegression\n\n# specify the columns for the model\nlr = LogisticRegression(featuresCol='features', labelCol='label')\n\n# fit on training data\nmodel = lr.fit(train_vec)\n\n# predict on test data \npred_df = model.transform(test_vec)\n\n# show predictions \ndisplay(pred_df)"],"metadata":{},"outputs":[],"execution_count":34},{"cell_type":"code","source":["from pyspark.ml.evaluation import BinaryClassificationEvaluator\n\n# calculate performance metrics \nroc = BinaryClassificationEvaluator().evaluate(pred_df)\nprint(roc)"],"metadata":{},"outputs":[],"execution_count":35},{"cell_type":"code","source":["from pyspark.sql.functions import udf\nfrom pyspark.sql.types import FloatType\n\n# split out the array into a column \nget_second_element = udf(lambda v: float(v[1]), FloatType())\npred_df = pred_df.select(\n \"*\", get_second_element(\"probability\").alias(\"propensity\")\n)\ndisplay(pred_df)"],"metadata":{},"outputs":[],"execution_count":36},{"cell_type":"code","source":["# save results to S3\nresults_df = pred_df.select(\"user_id\", \"propensity\")\nresults_path = \"s3a://dsp-ch6-00/game-predictions/\"\nresults_df.write.mode('overwrite').parquet(results_path)\n\ndisplay(sqlContext.read.parquet(results_path))"],"metadata":{},"outputs":[],"execution_count":37},{"cell_type":"code","source":["# plot the predictions \npred_df.createOrReplaceTempView(\"pred_df\")\n\nplot_df = spark.sql(\"\"\"\n SELECT\n CAST(propensity*100 AS INT)/100 AS propensity, \n label,\n COUNT(user_id) AS users\n FROM\n pred_df \n GROUP BY\n --CAST(propensity*100 AS INT)/100, label\n 1, 2\n ORDER BY\n --CAST(propensity*100 AS INT)/100, label\n 1, 2 \n\"\"\")\n\n# table output\ndisplay(plot_df)"],"metadata":{},"outputs":[],"execution_count":38},{"cell_type":"markdown","source":["# 6.5 Distributed Deep Learning"],"metadata":{}},{"cell_type":"markdown","source":["## Model Training"],"metadata":{}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n\n# build model on the driver node \ntrain_pd = train_df.toPandas()\n\nx_train_val, x_test, y_train_val, y_test = train_test_split(\n train_pd.iloc[:, :10], \n train_pd['label'], \n test_size=0.33,\n random_state=42,\n stratify=train_pd['label']\n)\n\nx_train, x_val, y_train, y_val = train_test_split(\n x_train_val, \n y_train_val, \n test_size=0.2,\n random_state=42,\n stratify=y_train_val\n)"],"metadata":{},"outputs":[],"execution_count":41},{"cell_type":"code","source":["import tensorflow as tf\nimport tensorflow.keras as K\n\ndef get_model():\n model = K.models.Sequential()\n model.add(K.layers.Dense(64, activation='relu', input_shape=(10,)))\n model.add(K.layers.Dropout(0.1))\n model.add(K.layers.Dense(64, activation='relu'))\n model.add(K.layers.Dropout(0.1))\n model.add(K.layers.Dense(64, activation='relu'))\n model.add(K.layers.Dense(1, activation='sigmoid'))\n return model\n\n# define the network structure\nmodel = get_model()\n \n# compile and fit the model \nmodel.compile(optimizer='adam', loss='binary_crossentropy', metrics=[K.metrics.AUC(name='auc')])\nhistory = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=100, batch_size=100, verbose=0)"],"metadata":{},"outputs":[],"execution_count":42},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n\nauc = history.history['auc']\nval_auc = history.history['val_auc']\nepochs = range(1, len(auc) + 1)\n\nplt.figure(figsize=(12, 6))\nplt.rcParams.update({'font.size': 20})\nplt.plot(epochs, auc, 'bo', label='Training AUC')\nplt.plot(epochs, val_auc, 'b', label='Validation AUC')\nplt.legend()\nplt.show()"],"metadata":{},"outputs":[],"execution_count":43},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n\nloss = history.history['loss']\nval_loss = history.history['val_loss']\nepochs = range(1, len(loss) + 1)\n\nplt.figure(figsize=(12, 6))\nplt.rcParams.update({'font.size': 20})\nplt.plot(epochs, loss, 'bo', label='Training Loss')\nplt.plot(epochs, val_loss, 'b', label='Validation Loss')\nplt.legend()\nplt.show()"],"metadata":{},"outputs":[],"execution_count":44},{"cell_type":"markdown","source":["## Model Application"],"metadata":{}},{"cell_type":"code","source":["# set up partitioning for the train data frame\ntest_df.createOrReplaceTempView(\"test_df\")\n\npartitioned_df = spark.sql(\"\"\"\n SELECT\n *, \n CAST(RAND()*100 AS INT) AS partition_id\n FROM\n test_df\n\"\"\")\n\ndisplay(partitioned_df)"],"metadata":{},"outputs":[],"execution_count":46},{"cell_type":"code","source":["# https://docs.databricks.com/applications/machine-learning/model-inference/resnet-model-inference-keras.html'\n\nfrom pyspark.sql.functions import pandas_udf, PandasUDFType\nfrom pyspark.sql.types import *\n\nschema = StructType([StructField('user_id', LongType(), True),\n StructField('propensity', DoubleType(), True)])\n\nbc_model_weights = sc.broadcast(model.get_weights())\n\n@pandas_udf(schema, PandasUDFType.GROUPED_MAP)\ndef apply_keras(pd_df):\n \n model = get_model()\n model.set_weights(bc_model_weights.value)\n \n pd_df['propensity'] = model.predict(pd_df.iloc[:, :10])\n return pd_df[['user_id', 'propensity']]\n\nresults_df = partitioned_df.groupby('partition_id').apply(apply_keras)\ndisplay(results_df)"],"metadata":{},"outputs":[],"execution_count":47},{"cell_type":"markdown","source":["# 6.6 Distributed Feature Engineering"],"metadata":{}},{"cell_type":"code","source":["plays_pd = (\n spark.read.csv(\n path=\"s3://dsp-ch6-00/csv/game_plays.csv\",\n inferSchema=True,\n header=True,\n nullValue='NA'\n )\n .drop('secondaryType', 'periodType', 'dateTime', 'rink_side')\n .fillna(0)\n .filter(\"rand() < 0.003\")\n .toPandas()\n)\n\nplays_pd.shape"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
Out[59]: (10844, 16)
"]}}],"execution_count":49},{"cell_type":"markdown","source":["## Feature Generation"],"metadata":{}},{"cell_type":"code","source":["import featuretools as ft\nfrom featuretools import Feature\n\nes = ft.EntitySet(id=\"plays\")\nes = es.entity_from_dataframe(\n entity_id=\"plays\",\n dataframe=plays_pd, \n index=\"play_id\", \n variable_types={\n \"event\": ft.variable_types.Categorical,\n \"description\": ft.variable_types.Categorical\n }\n)\n\nfeatures = list(map(Feature, es[\"plays\"].variables))\n\nencoded, defs = ft.encode_features(plays_pd, features, top_n=10)\nencoded.reset_index(drop=True, inplace=True)\nencoded.head()"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
play_idgame_idplay_numteam_id_forteam_id_againstxyperiodperiodTimeperiodTimeRemaininggoals_awaygoals_homest_xst_yevent = Faceoffevent = Shotevent = Hitevent = Stoppageevent = Blocked Shotevent = Missed Shotevent = Giveawayevent = Takeawayevent = Penaltyevent = Goalevent is unknowndescription = Goalie Stoppeddescription = Icingdescription = Offsidedescription = Puck in Nettingdescription = Period Readydescription = Period Startdescription = Period Officialdescription = Puck Frozendescription = Puck in Crowddescription = Puck in Benchesdescription is unknown
02011030221_280201103022128041-692237384623369-22TrueFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseTrue
12011030111_3120110301113139-721413388620072-14FalseFalseFalseFalseFalseTrueFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseTrue
22011030111_3420110301113439-76-5134585500765FalseTrueFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseTrue
32011030222_234201103022223414-7314322397711-7314FalseFalseFalseFalseTrueFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseTrue
42011030224_165201103022416514-80525746262280-5FalseTrueFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseTrue
\n
"]}}],"execution_count":51},{"cell_type":"code","source":["es = ft.EntitySet(id=\"plays\")\nes = es.entity_from_dataframe(entity_id=\"plays\", \n dataframe=encoded, \n index=\"play_id\")\n\nes = es.normalize_entity(base_entity_id=\"plays\", \n new_entity_id=\"games\", \n index=\"game_id\")\n\nfeatures, transform = ft.dfs(entityset=es, \n target_entity=\"games\",\n max_depth=2)\n\nfeatures.fillna(0, inplace=True)\n\nfeatures.reset_index(inplace=True)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":52},{"cell_type":"code","source":["features.columns = features.columns.str.replace(\"[(). =]\", \"\")\nschema = sqlContext.createDataFrame(features).schema\nfeatures.columns"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
Out[63]: Index(['game_id', 'COUNTplays', 'MAXplaysgoals_away', 'MAXplaysgoals_home',\n 'MAXplaysperiod', 'MAXplaysperiodTime', 'MAXplaysperiodTimeRemaining',\n 'MAXplaysplay_num', 'MAXplaysst_x', 'MAXplaysst_y',\n 'MAXplaysteam_id_against', 'MAXplaysteam_id_for', 'MAXplaysx',\n 'MAXplaysy', 'MEANplaysgoals_away', 'MEANplaysgoals_home',\n 'MEANplaysperiod', 'MEANplaysperiodTime',\n 'MEANplaysperiodTimeRemaining', 'MEANplaysplay_num', 'MEANplaysst_x',\n 'MEANplaysst_y', 'MEANplaysteam_id_against', 'MEANplaysteam_id_for',\n 'MEANplaysx', 'MEANplaysy', 'MINplaysgoals_away', 'MINplaysgoals_home',\n 'MINplaysperiod', 'MINplaysperiodTime', 'MINplaysperiodTimeRemaining',\n 'MINplaysplay_num', 'MINplaysst_x', 'MINplaysst_y',\n 'MINplaysteam_id_against', 'MINplaysteam_id_for', 'MINplaysx',\n 'MINplaysy', 'PERCENT_TRUEplaysdescriptionGoalieStopped',\n 'PERCENT_TRUEplaysdescriptionIcing',\n 'PERCENT_TRUEplaysdescriptionOffside',\n 'PERCENT_TRUEplaysdescriptionPeriodOfficial',\n 'PERCENT_TRUEplaysdescriptionPeriodReady',\n 'PERCENT_TRUEplaysdescriptionPeriodStart',\n 'PERCENT_TRUEplaysdescriptionPuckFrozen',\n 'PERCENT_TRUEplaysdescriptionPuckinBenches',\n 'PERCENT_TRUEplaysdescriptionPuckinCrowd',\n 'PERCENT_TRUEplaysdescriptionPuckinNetting',\n 'PERCENT_TRUEplaysdescriptionisunknown',\n 'PERCENT_TRUEplayseventBlockedShot', 'PERCENT_TRUEplayseventFaceoff',\n 'PERCENT_TRUEplayseventGiveaway', 'PERCENT_TRUEplayseventGoal',\n 'PERCENT_TRUEplayseventHit', 'PERCENT_TRUEplayseventMissedShot',\n 'PERCENT_TRUEplayseventPenalty', 'PERCENT_TRUEplayseventShot',\n 'PERCENT_TRUEplayseventStoppage', 'PERCENT_TRUEplayseventTakeaway',\n 'PERCENT_TRUEplayseventisunknown', 'SKEWplaysgoals_away',\n 'SKEWplaysgoals_home', 'SKEWplaysperiod', 'SKEWplaysperiodTime',\n 'SKEWplaysperiodTimeRemaining', 'SKEWplaysplay_num', 'SKEWplaysst_x',\n 'SKEWplaysst_y', 'SKEWplaysteam_id_against', 'SKEWplaysteam_id_for',\n 'SKEWplaysx', 'SKEWplaysy', 'STDplaysgoals_away', 'STDplaysgoals_home',\n 'STDplaysperiod', 'STDplaysperiodTime', 'STDplaysperiodTimeRemaining',\n 'STDplaysplay_num', 'STDplaysst_x', 'STDplaysst_y',\n 'STDplaysteam_id_against', 'STDplaysteam_id_for', 'STDplaysx',\n 'STDplaysy', 'SUMplaysgoals_away', 'SUMplaysgoals_home',\n 'SUMplaysperiod', 'SUMplaysperiodTime', 'SUMplaysperiodTimeRemaining',\n 'SUMplaysplay_num', 'SUMplaysst_x', 'SUMplaysst_y',\n 'SUMplaysteam_id_against', 'SUMplaysteam_id_for', 'SUMplaysx',\n 'SUMplaysy'],\n dtype='object')
"]}}],"execution_count":53},{"cell_type":"markdown","source":["## Feature Application"],"metadata":{}},{"cell_type":"code","source":["plays_df = (\n spark.read.csv(\n path=\"s3://dsp-ch6-00/csv/game_plays.csv\", \n header=True, \n inferSchema=True,\n nullValue='NA'\n )\n .drop('secondaryType', 'periodType', 'dateTime', 'rink_side')\n .fillna(0)\n)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":55},{"cell_type":"code","source":["# bucket IDs \nplays_df.createOrReplaceTempView(\"plays_df\")\nplays_df = spark.sql(\"\"\"\n SELECT\n *, \n ABS(HASH(game_id)) % 1000 AS partition_id \n FROM \n plays_df \n\"\"\")"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":56},{"cell_type":"code","source":["# https://habr.com/ru/company/leroy_merlin/blog/511792/ - featuretools in action\nfrom pyspark.sql.functions import pandas_udf, PandasUDFType\n\n@pandas_udf(schema, PandasUDFType.GROUPED_MAP)\ndef generate_features(plays_pd):\n\n # Encoding\n es = ft.EntitySet(id=\"plays\")\n es = es.entity_from_dataframe(\n entity_id=\"plays\",\n dataframe=plays_pd, \n index=\"play_id\",\n variable_types={\n \"event\": ft.variable_types.Categorical,\n \"description\": ft.variable_types.Categorical\n }\n )\n encoded_features = ft.calculate_feature_matrix(defs, es) \n encoded_features.reset_index(drop=True, inplace=True)\n \n # Aggregation\n es = ft.EntitySet(id=\"plays\")\n es = es.entity_from_dataframe(entity_id=\"plays\", \n dataframe=encoded_features, \n index=\"play_id\")\n es = es.normalize_entity(base_entity_id=\"plays\", \n new_entity_id=\"games\", \n index=\"game_id\")\n generated = ft.calculate_feature_matrix(transform, es)\n generated.fillna(0, inplace=True)\n generated.reset_index(inplace=True)\n \n # Renaming\n generated.columns = generated.columns.str.replace(\"[(). =]\", \"\")\n \n return generated \n \nfeatures_df = plays_df.groupby('partition_id').apply(generate_features)\ndisplay(features_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
game_idCOUNTplaysMAXplaysgoals_awayMAXplaysgoals_homeMAXplaysperiodMAXplaysperiodTimeMAXplaysperiodTimeRemainingMAXplaysplay_numMAXplaysst_xMAXplaysst_yMAXplaysteam_id_againstMAXplaysteam_id_forMAXplaysxMAXplaysyMEANplaysgoals_awayMEANplaysgoals_homeMEANplaysperiodMEANplaysperiodTimeMEANplaysperiodTimeRemainingMEANplaysplay_numMEANplaysst_xMEANplaysst_yMEANplaysteam_id_againstMEANplaysteam_id_forMEANplaysxMEANplaysyMINplaysgoals_awayMINplaysgoals_homeMINplaysperiodMINplaysperiodTimeMINplaysperiodTimeRemainingMINplaysplay_numMINplaysst_xMINplaysst_yMINplaysteam_id_againstMINplaysteam_id_forMINplaysxMINplaysyPERCENT_TRUEplaysdescriptionGoalieStoppedPERCENT_TRUEplaysdescriptionIcingPERCENT_TRUEplaysdescriptionOffsidePERCENT_TRUEplaysdescriptionPeriodOfficialPERCENT_TRUEplaysdescriptionPeriodReadyPERCENT_TRUEplaysdescriptionPeriodStartPERCENT_TRUEplaysdescriptionPuckFrozenPERCENT_TRUEplaysdescriptionPuckinBenchesPERCENT_TRUEplaysdescriptionPuckinCrowdPERCENT_TRUEplaysdescriptionPuckinNettingPERCENT_TRUEplaysdescriptionisunknownPERCENT_TRUEplayseventBlockedShotPERCENT_TRUEplayseventFaceoffPERCENT_TRUEplayseventGiveawayPERCENT_TRUEplayseventGoalPERCENT_TRUEplayseventHitPERCENT_TRUEplayseventMissedShotPERCENT_TRUEplayseventPenaltyPERCENT_TRUEplayseventShotPERCENT_TRUEplayseventStoppagePERCENT_TRUEplayseventTakeawayPERCENT_TRUEplayseventisunknownSKEWplaysgoals_awaySKEWplaysgoals_homeSKEWplaysperiodSKEWplaysperiodTimeSKEWplaysperiodTimeRemainingSKEWplaysplay_numSKEWplaysst_xSKEWplaysst_ySKEWplaysteam_id_againstSKEWplaysteam_id_forSKEWplaysxSKEWplaysySTDplaysgoals_awaySTDplaysgoals_homeSTDplaysperiodSTDplaysperiodTimeSTDplaysperiodTimeRemainingSTDplaysplay_numSTDplaysst_xSTDplaysst_ySTDplaysteam_id_againstSTDplaysteam_id_forSTDplaysxSTDplaysySUMplaysgoals_awaySUMplaysgoals_homeSUMplaysperiodSUMplaysperiodTimeSUMplaysperiodTimeRemainingSUMplaysplay_numSUMplaysst_xSUMplaysst_ySUMplaysteam_id_againstSUMplaysteam_id_forSUMplaysxSUMplaysy
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Showing the first 835 rows.
"]}}],"execution_count":57},{"cell_type":"markdown","source":["# 6.7 GCP Model Pipeline"],"metadata":{}},{"cell_type":"markdown","source":["## BigQuery Export"],"metadata":{}},{"cell_type":"markdown","source":["## GCP Credentials"],"metadata":{}},{"cell_type":"code","source":["# https://docs.databricks.com/data/data-sources/google/bigquery.html\n# just specify GOOGLE_APPLICATION_CREDENTIALS and you'll get access to GCS and BigQuery\n\ncreds_file = os.environ['GOOGLE_APPLICATION_CREDENTIALS']\ncreds = sc.textFile(os.environ['GCP_CREDENTIALS_S3_PATH'])\n\nwith open(creds_file, 'w') as file:\n for line in creds.take(100):\n file.write(line + \"\\n\")"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
"]}}],"execution_count":61},{"cell_type":"markdown","source":["## Model Pipeline"],"metadata":{}},{"cell_type":"code","source":["table = f\"{os.environ['GCP_PROJECT_ID']}.dsp_demo.natality\"\nnatality_df = (spark.read.format(\"bigquery\")\n .option(\"table\", table)\n .load())\ndisplay(natality_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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Showing the first 1000 rows.
"]}}],"execution_count":63},{"cell_type":"code","source":["natality_df.createOrReplaceTempView(\"natality_df\")\n\nnatality_df = spark.sql(\"\"\"\n SELECT \n year,\n plurality, \n apgar_5min,\n mother_age, \n father_age, \n gestation_weeks, \n ever_born,\n CASE WHEN mother_married = true THEN 1 ELSE 0 END AS mother_married,\n weight_pounds AS weight,\n CASE WHEN RAND() < 0.5 THEN 1 ELSE 0 END AS test\n FROM\n natality_df \n\"\"\").fillna(0)\n\ntrain_df = natality_df.filter(\"test == 0\")\ntest_df = natality_df.filter(\"test == 1\")\nprint(\"Train\", train_df.count())\nprint(\"Test\", test_df.count())\n\ndisplay(natality_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
yearpluralityapgar_5minmother_agefather_agegestation_weeksever_bornmother_marriedweighttest
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1980110232340116.99967681851
200019279939507.310528607921
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199119272238408.492206332241
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2000110189940207.500126153241
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1980192224992111.17743668340
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1980110232899318.06891878921
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1999199202338217.259822287661
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199319203138218.688417745421
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197000219999107.438396719880
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199119323239408.99486028960
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200310172839108.12403435471
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199019192033205.749655792960
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19700024310406.43749805039999940
197000232642215.562262870260
19700024320507.687519075940
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1982199239939106.750554462441
20041028280217.1650235150
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200319303737118.12403435470
200119335844318.3136319000199990
199119293238417.125340307840
1984199242739418.86258293240
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200519283640116.510250596860
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200219323839319.250596513520
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1993199202039218.501024822721
1991110243137208.8118766121399991
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197000211940118.0005754879799991
197310192342116.81228389581
2002199353340116.31183456105999950
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199019323141217.874911998641
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1990199212042117.312733230541
1997199242739317.74924850931
197000293438307.813182565281
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2002110313441416.31183456105999950
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200719232637117.251003797180
198018282841318.999269534841
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198318242242219.186662457540
200719249938307.10990794950
200339383537514.499634767421
198319355841219.751045848260
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1981110181940117.312733230540
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200410232840209.124933024181
200129343637214.936150046180
199019242540217.312733230540
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1980199172240006.937947385140
198619313339317.813182565281
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1982199182039116.18837569433999950
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200710279936004.437905334060
19721019220116.563161539741
200819272640107.248799174560
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1990110262937414.37617590070
1982110313141217.38548577699999950
19721017200008.126238977320
199218203639117.18706974121
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19731017170117.625789642580
198019232499208.126238977320
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1993110269940608.4833878417599991
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200019353838217.49571690799999951
200119232236117.06581549711
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2001199202039116.62489097311
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2000199212239317.56185558661
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200719303241408.86258293240
200619319936106.81228389580
199019292940218.688417745421
200219283142118.624483689440
2002199189938105.88634239540
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1990110212241417.687519075940
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199119343338416.876217951780
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199019252737317.74924850930
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19911102827421110.688010461760
1992199333339217.18706974121
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19741025270308.126238977320
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1989199293841416.18396644910
200719262741216.874013329160
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200419202640117.18706974120
19741021200207.18706974121
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197710222199303.999185432681
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198419262642319.063203590821
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1981110232538217.687519075940
200019222339317.37446266390
197310414201416.12444163835999961
200118223841308.78542114070
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199519262540116.31183456105999950
1982110313339317.20911596741
199919263540516.99967681851
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197000172119112.063526772321
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1997199192039215.61076456789999960
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197410162542216.750554462440
1984110324736217.02172304470
197000272939117.625789642580
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1990199181940117.312733230541
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1982110232737116.62489097311
200310191840108.5759819917999990
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2002199363843319.250596513520
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200219374039317.33037021150
199119242639316.00098277163999950
1993110182038117.74924850931
197310242938007.874911998641
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1988199242439116.49922748375999950
200019269940308.126238977321
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1994110289944217.56185558660
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198219232139117.625789642581
199919212339218.937540101480
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1984192899445010.249290560381
200819232343216.81228389581
199019232541115.87531928230
198716171845118.31142727741
1997199243340206.937947385141
1992199199941108.042463317760
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1995199269940106.37135937181
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1988199262738218.44370463461
2000110179938105.249206458220
200729343636115.81358984893999951
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1983110292839216.18837569433999951
198319209939106.62489097310
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1980110212341418.624483689441
200818359938208.38858906910
1991110292839216.750554462441
19921992924371010.89083574281
200719219937306.750554462440
200819252141118.3136319000199990
200619303237317.436192097260
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1980199172043118.501024822721
200619403838417.312733230541
200219169937106.06271220499999951
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199919199940207.438396719881
197919303299216.62489097311
1979110222441106.876217951780
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200329202238116.6866204064599990
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198919232746118.187968410681
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200219219940207.063610874481
200718342639618.750147178781
199119242640218.0468725629999991
2002199289940207.312733230541
198319333339317.56185558661
200519313341219.437989436221
1989199272639119.124933024180
200519323841117.438396719881
200118171841118.28938105120
200618333236218.3753613333799990
198219293240318.750147178780
199319303340218.187968410680
199419283239217.438396719880
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19731024290217.813182565280
196900273099317.625789642580
199519374339308.187968410681
199319273240417.874911998640
200219202138117.4494198329799990
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19731022260118.126238977320
200019222738118.187968410681
2004110212441107.74924850930
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1991110222540117.76027162239999950
1998194132395011.514743944260
200319394741317.747043886681
200519323139418.0623049213399991
198717172239216.876217951781
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1985199272838517.813182565281
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199019182138216.00098277163999951
198219212340115.374869947560
198217353130513.06442544181
1993199239939108.74132868831
200519232340119.563652925560
2007110222535118.765579537121
1987199222841406.17294333599999940
19751018990108.624483689440
1990110303341219.186662457541
199217313239508.249697844040
200319272941308.624483689441
1991199299940206.81228389580
1984110303339118.280562560720
1986199172099215.46746409760
200610414237116.00098277163999951
200719233239105.811385226321
200419232740216.99967681850
1985199263141217.25320841980
200619333438317.53980936041
200519324535115.374869947561
1984110182039116.99967681850
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199418313437116.01861975261
198219239939308.688417745421
198919209939206.739531349341
199118333141217.438396719880
2001110343939316.99967681851
199119333235114.812691179460
200619259941406.31183456105999950
200119161838106.32726691939999951
1991199233537415.50053343691
1999199212941118.5142525584399990
1980110272899117.74924850931
199419262837116.81228389581
1990199303538217.18706974120
200819212239217.9476645450999991
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1980199202799117.74924850931
2002199313239218.750147178781
1996110393939416.81228389580
1989210343436217.581697190181
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1996199363038218.999269534840
1987199233341207.23116219359999951
1988110323439317.438396719881
200619293140116.42647493730
200719192140118.688417745421
200519393641317.317142475780
198819191939106.6866204064599991
199719262839117.251003797180
1984110242939216.375768617040
1988110272839416.876217951780
200519273338217.438396719881
200719343044316.97763059231
200619333940417.625789642581
1994199212234107.762476245020
1980110292939416.25010512769999951
2001199222941318.0005754879799990
198619329940208.750147178780
200719199937206.31183456105999951
200810284642107.687519075941
197510212241207.813182565281
1995199303538216.81228389580
1995199242136115.061813535521
199019292428111.750470360281
197110179999107.37446266390
1981199181942115.626196926240
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1985199181937118.4370907667399991
1985199343531418.4370907667399990
19771019240116.99967681851
200719229940217.66106360450
19751034360319.812775281620
1985110253139117.125340307840
2002199359941108.77439802761
198019213242306.876217951780
200426362534313.306933931
197710253039319.376260002861
1983199323499218.3753613333799991
198619249946106.876217951781
200819272139207.312733230540
198016232699317.625789642580
198719209940307.45162445561
199129252638415.562262870260
200219273037215.249206458220
200819202441117.336984079360
200019363438118.22324237261
200819269939206.99967681850
19761026270216.876217951780
200419293139217.438396719881
19771015990105.626196926240
1990199303139418.76337491450
200619333739216.25010512769999950
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199912242221210.875235180141
200719384635115.87531928231
198719303339318.4370907667399991
1985199222745117.063610874480
199119202341318.688417745421
1985199323440316.563161539740
200828339932503.83604335880
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200013369921301.91802167940
199119212742317.874911998640
197819189941106.81228389580
199319303536118.249697844041
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200019333441219.186662457541
2001199343539217.874911998640
1985110279940206.19498956220
1995199161842216.6866204064599990
197819323539207.56185558660
200310272441108.937540101480
200519252838106.99967681851
200018323240117.20911596740
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200419323541218.187968410680
1979199262639117.37446266391
1981199243439216.09357692167999951
1988199212840117.874911998641
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1991199242637107.56185558660
197510242642117.687519075940
200319209939106.62489097311
199919252736217.813182565280
200319429939107.123135685220
1980199192139116.781419179121
198218182239216.375768617040
200219262937315.12574759150
199619272938418.0005754879799990
200219363637317.623585019961
198819302840218.77439802760
1978110182241217.74924850931
200119212542117.625789642580
19771025260316.49922748375999950
1980199363738716.31183456105999951
1984199333840417.438396719881
19762025250216.375768617040
199219313039218.0005754879799990
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1997199323643517.37446266390
197710242442118.624483689441
199219259937105.374869947561
200818272740218.831718215720
199019211940219.23736877780
199019179939106.43749805039999941
1987110169940105.626196926240
1988299343737216.375768617041
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2000199242640218.63109755730
19761024280217.687519075941
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199319373839217.301710117440
1980199204340117.18706974120
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200219314641116.62489097311
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199819219941105.87531928230
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199019242434217.18706974120
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199919363539217.048178516141
199719323940117.687519075941
200619239940206.63591408620
1976103740405110.187561127021
1980110343642618.624483689441
1992199232837316.92251502681
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196900323143217.18706974121
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1999199282937218.688417745421
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1980199313436116.563161539741
1989199292938216.49922748375999950
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198019272899317.874911998641
200417213240107.125340307840
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197310162239116.6866204064599990
200019293143517.647835868780
199919201940106.34931314561
19751025260107.438396719880
200019219940207.438396719881
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1997199252940218.4370907667399991
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197000262541407.37446266390
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197919202039117.312733230540
1996199322840317.874911998641
197110173438117.813182565280
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199219272841217.125340307840
1995110313142418.562754256080
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1990110313142217.312733230540
200418202038115.85327305610
199119152445106.96660747919999950
200819304039218.249697844041
197410169939105.87531928230
1993199259936207.687519075940
199019232840206.750554462441
199019222440116.62489097311
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200719212339207.37446266390
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1982110212639217.438396719881
200519242634207.18706974120
199019222739116.06271220499999950
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1980110272739118.187968410680
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1999299222335307.125340307841
1999199313338216.59182163379999951
199919242339306.31183456105999951
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Showing the first 1000 rows.
"]}}],"execution_count":64},{"cell_type":"code","source":["from pyspark.ml.feature import VectorAssembler\n\n# create a vector representation\nassembler = VectorAssembler(\n inputCols= train_df.schema.names[:8],\n outputCol=\"features\"\n)\n\ntrain_vec = assembler.transform(train_df).select('weight', 'features')\ntest_vec = assembler.transform(test_df).select('weight', 'features')\n\ndisplay(test_vec)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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Showing the first 1000 rows.
"]}}],"execution_count":65},{"cell_type":"code","source":["from pyspark.ml.tuning import ParamGridBuilder \nfrom pyspark.ml.regression import RandomForestRegressor\nfrom pyspark.ml.tuning import CrossValidator\nfrom pyspark.ml.evaluation import RegressionEvaluator\n\nfolds = 3\nrf_trees = [50, 100]\nrf_depth = [4, 5]\n\nrf = RandomForestRegressor(featuresCol='features', labelCol='weight')\n\nparam_grid = (ParamGridBuilder()\n .addGrid(rf.numTrees, rf_trees)\n .addGrid(rf.maxDepth, rf_depth)\n .build())\ncrossval = CrossValidator(\n estimator=rf, \n estimatorParamMaps=param_grid,\n evaluator=RegressionEvaluator(labelCol='weight'),\n numFolds=folds\n) \nrf_model = crossval.fit(train_vec)\n \npreds_df = rf_model.transform(test_vec).select(\"weight\", \"prediction\")\ndisplay(preds_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["
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Showing the first 1000 rows.
"]}}],"execution_count":66},{"cell_type":"code","source":["import time\n\nout_path = \"gs://dsp_model_store_00/natality/preds-{time}/\".format(time=int(time.time()*1000))\npreds_df.write.mode('overwrite').format(\"avro\").save(out_path)\n\nprint(out_path)\n# display(spark.read.format(\"avro\").load(out_path))"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["\n
gs://dsp_model_store_00/natality/preds-1600638951440/\n
"]}}],"execution_count":67}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"mimetype":"text/x-python","name":"python","pygments_lexer":"ipython3","codemirror_mode":{"name":"ipython","version":3},"version":"3.6.10","nbconvert_exporter":"python","file_extension":".py"},"name":"ch6_pyspark","notebookId":1888825956371282},"nbformat":4,"nbformat_minor":0} diff --git a/source/DSP_CH07_Cloud_Dataflow_For_Batch_Modeling.ipynb b/source/DSP_CH07_Cloud_Dataflow_For_Batch_Modeling.ipynb new file mode 100644 index 0000000..297c5d8 --- /dev/null +++ b/source/DSP_CH07_Cloud_Dataflow_For_Batch_Modeling.ipynb @@ -0,0 +1,616 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7.1 Apache Beam" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## append.py" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing scripts/append.py\n" + ] + } + ], + "source": [ + "%%file scripts/append.py\n", + "\n", + "import argparse\n", + "import apache_beam as beam\n", + "from apache_beam.options.pipeline_options import PipelineOptions\n", + "from apache_beam.io import ReadFromText\n", + "from apache_beam.io import WriteToText\n", + "\n", + "# define a function for transforming the data \n", + "class AppendDoFn(beam.DoFn):\n", + " def process(self, element):\n", + " yield element + \" - Hello World!\"\n", + " \n", + "# set up pipeline parameters \n", + "parser = argparse.ArgumentParser()\n", + "parser.add_argument('--input', dest='input',\n", + " default='gs://dataflow-samples/shakespeare/kinglear.txt')\n", + "parser.add_argument('--output', dest='output',\n", + " default='gs://dsp_model_store_00/shakespeare/kinglear.txt')\n", + "known_args, pipeline_args = parser.parse_known_args()\n", + "pipeline_options = PipelineOptions(pipeline_args)\n", + "\n", + "# define the pipeline steps \n", + "p = beam.Pipeline(options=pipeline_options)\n", + "lines = p | 'read' >> ReadFromText(known_args.input)\n", + "appended = lines | 'append' >> beam.ParDo(AppendDoFn())\n", + "appended | 'write' >> WriteToText(known_args.output)\n", + "\n", + "# run the pipeline \n", + "result = p.run()\n", + "result.wait_until_finish()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# run locally\n", + "python3 scripts/append.py" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# run managed\n", + "python3 scripts/append.py \\\n", + " --runner DataflowRunner \\\n", + " --project $GOOGLE_PROJECT_ID \\\n", + " --region us-central1 \\\n", + " --temp_location gs://dsp_model_store_00/tmp/" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7.2 Batch Model Pipeline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## dataflow_read.py" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting scripts/dataflow_read.py\n" + ] + } + ], + "source": [ + "%%file scripts/dataflow_read.py\n", + "\n", + "import argparse\n", + "import apache_beam as beam\n", + "from apache_beam.options.pipeline_options import PipelineOptions\n", + "\n", + "parser = argparse.ArgumentParser()\n", + "known_args, pipeline_args = parser.parse_known_args()\n", + "pipeline_options = PipelineOptions(pipeline_args)\n", + "\n", + "query = \"\"\"\n", + " SELECT\n", + " *\n", + " FROM\n", + " `bigquery-public-data.samples.natality`\n", + " ORDER BY\n", + " RAND()\n", + " LIMIT\n", + " 5\n", + "\"\"\"\n", + "\n", + "# define the pipeline steps\n", + "p = beam.Pipeline(options=pipeline_options)\n", + "data = p | 'Read from BigQuery' >> beam.io.Read(\n", + " beam.io.BigQuerySource(query=query, use_standard_sql=True)\n", + ")\n", + "scored = data | 'Print' >> beam.Map(print)\n", + "\n", + "# run the pipeline\n", + "result = p.run()\n", + "result.wait_until_finish()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# run locally\n", + "python3 scripts/dataflow_read.py --project $GOOGLE_PROJECT_ID" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Training" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + " year plurality apgar_5min mother_age father_age gestation_weeks \\\n", + "0 1984 1.0 10.0 18 22 38.0 \n", + "1 1980 1.0 9.0 16 17 99.0 \n", + "2 1983 1.0 8.0 21 26 38.0 \n", + "3 1985 1.0 9.0 30 30 39.0 \n", + "4 1979 1.0 10.0 17 99 39.0 \n", + "\n", + " ever_born mother_married weight \n", + "0 1.0 1 7.251004 \n", + "1 1.0 0 5.436599 \n", + "2 2.0 1 6.311835 \n", + "3 3.0 1 8.000575 \n", + "4 1.0 0 6.876218 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from google.cloud import bigquery\n", + "client = bigquery.Client()\n", + "\n", + "sql = \"\"\"\n", + " SELECT \n", + " year,\n", + " plurality, \n", + " apgar_5min,\n", + " mother_age, \n", + " father_age, \n", + " gestation_weeks, \n", + " ever_born,\n", + " CASE WHEN mother_married = true THEN 1 ELSE 0 END AS mother_married,\n", + " weight_pounds AS weight\n", + " FROM\n", + " `bigquery-public-data.samples.natality`\n", + " ORDER BY\n", + " RAND()\n", + " LIMIT\n", + " 10000\n", + "\"\"\"\n", + "\n", + "natality_df = client.query(sql).to_dataframe().fillna(0)\n", + "natality_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import joblib\n", + "from sklearn.linear_model import LinearRegression\n", + "from google.cloud import storage\n", + "\n", + "# fit and pickle a model \n", + "model = LinearRegression()\n", + "model.fit(natality_df.drop(columns='weight'), natality_df['weight'])\n", + "joblib.dump(model, 'natality.pkl')\n", + "\n", + "# Save to GCS\n", + "bucket = storage.Client().get_bucket('dsp_model_store_00')\n", + "blob = bucket.blob('natality/sklearn-linear')\n", + "blob.upload_from_filename('natality.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import joblib\n", + "from google.cloud import storage\n", + "\n", + "bucket = storage.Client().get_bucket('dsp_model_store_00')\n", + "blob = bucket.get_blob('natality/sklearn-linear')\n", + "blob.download_to_filename('sklearn-linear')\n", + "model = joblib.load('sklearn-linear')\n", + "model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## BigQuery-Datastore Publish" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting scripts/apply.py\n" + ] + } + ], + "source": [ + "%%file scripts/apply.py\n", + "\n", + "import json\n", + "import argparse\n", + "import joblib\n", + "import pandas as pd\n", + "import apache_beam as beam\n", + "\n", + "from google.cloud import storage\n", + "from apache_beam.options.pipeline_options import PipelineOptions\n", + "from apache_beam.options.pipeline_options import GoogleCloudOptions\n", + "from apache_beam.io.gcp.bigquery_tools import parse_table_schema_from_json\n", + "from apache_beam.io.gcp.datastore.v1new.types import Key\n", + "from apache_beam.io.gcp.datastore.v1new.types import Entity\n", + "from apache_beam.io.gcp.datastore.v1new.datastoreio import WriteToDatastore\n", + "\n", + "query = \"\"\"\n", + " SELECT \n", + " year,\n", + " plurality, \n", + " apgar_5min,\n", + " mother_age, \n", + " father_age, \n", + " gestation_weeks, \n", + " ever_born,\n", + " CASE WHEN mother_married = true THEN 1 \n", + " ELSE 0\n", + " END AS mother_married,\n", + " weight_pounds AS weight,\n", + " CURRENT_TIMESTAMP AS time,\n", + " GENERATE_UUID() AS guid\n", + " FROM\n", + " `bigquery-public-data.samples.natality`\n", + " LIMIT\n", + " 100\n", + "\"\"\"\n", + "\n", + "class ApplyDoFn(beam.DoFn):\n", + "\n", + " def __init__(self):\n", + " self.model = None\n", + " \n", + " def process(self, element):\n", + " if self.model is None:\n", + " bucket = storage.Client().get_bucket('dsp_model_store_00')\n", + " blob = bucket.get_blob('natality/sklearn-linear')\n", + " blob.download_to_filename('sklearn-linear')\n", + " self.model = joblib.load('sklearn-linear')\n", + " \n", + " new_x = pd.DataFrame.from_dict(element, orient=\"index\").T.fillna(0) \n", + " weight = self.model.predict(new_x.iloc[:, :8])[0]\n", + " yield {'guid': element['guid'],\n", + " 'weight': weight,\n", + " 'time': str(element['time'])}\n", + "\n", + "schema = parse_table_schema_from_json(json.dumps({\n", + " 'fields': [{'name': 'guid', 'type': 'STRING'},\n", + " {'name': 'weight', 'type': 'FLOAT64'},\n", + " {'name': 'time', 'type': 'STRING'}]\n", + "}))\n", + "\n", + "class CreateEntityDoFn(beam.DoFn):\n", + " def process(self, element):\n", + " key = Key(['natality-guid', element['guid']])\n", + " entity = Entity(key)\n", + " entity.set_properties({\n", + " 'weight': element['weight'],\n", + " 'time': element['time']\n", + " })\n", + " yield entity\n", + "\n", + "# set up pipeline options\n", + "parser = argparse.ArgumentParser()\n", + "known_args, pipeline_args = parser.parse_known_args()\n", + "pipeline_options = PipelineOptions(pipeline_args)\n", + "project = pipeline_options.view_as(GoogleCloudOptions).project\n", + "\n", + "# define the pipeline steps\n", + "p = beam.Pipeline(options=pipeline_options)\n", + "data = p | 'Read from BigQuery' >> beam.io.ReadFromBigQuery(\n", + " query=query, \n", + " use_standard_sql=True\n", + ")\n", + "scored = data | 'Apply Model' >> beam.ParDo(ApplyDoFn())\n", + "scored | 'Save to BigQuery' >> beam.io.WriteToBigQuery(\n", + " table='weight_preds',\n", + " dataset='dsp_demo', \n", + " schema=schema,\n", + " create_disposition=beam.io.BigQueryDisposition.CREATE_IF_NEEDED,\n", + " write_disposition=beam.io.BigQueryDisposition.WRITE_APPEND\n", + ")\n", + "(scored\n", + " | 'Create Entities' >> beam.ParDo(CreateEntityDoFn())\n", + " | 'Save to Datastore' >> WriteToDatastore(project))\n", + "\n", + "# run the pipeline\n", + "result = p.run()\n", + "result.wait_until_finish()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# running locally\n", + "python3 scripts/apply.py \\\n", + " --project $GOOGLE_PROJECT_ID \\\n", + " --temp_location gs://dsp_model_store_00/tmp/" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# running on GCP\n", + "echo 'google-cloud-storage==1.29.0' > reqs.txt \\\n", + "&& python3 scripts/apply.py \\\n", + " --runner DataflowRunner \\\n", + " --project $GOOGLE_PROJECT_ID \\\n", + " --region us-central1 \\\n", + " --temp_location gs://dsp_model_store_00/tmp/ \\\n", + " --requirements_file reqs.txt \\\n", + " --max_num_workers 5 \\\n", + " --save_main_session" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## datastore_read.py" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting scripts/datastore_read.py\n" + ] + } + ], + "source": [ + "%%file scripts/datastore_read.py\n", + "\n", + "import argparse\n", + "import apache_beam as beam\n", + "from apache_beam.options.pipeline_options import PipelineOptions\n", + "from apache_beam.options.pipeline_options import GoogleCloudOptions\n", + "from apache_beam.io.gcp.datastore.v1new.datastoreio import ReadFromDatastore\n", + "from apache_beam.io.gcp.datastore.v1new.types import Query\n", + "\n", + "parser = argparse.ArgumentParser()\n", + "known_args, pipeline_args = parser.parse_known_args(None)\n", + "pipeline_options = PipelineOptions(pipeline_args)\n", + "project = pipeline_options.view_as(GoogleCloudOptions).project\n", + "\n", + "# define the pipeline steps\n", + "p = beam.Pipeline(options=pipeline_options)\n", + "\n", + "data = p | 'Read from Datastore' >> ReadFromDatastore(\n", + " query=Query('natality-guid', project, limit=5)\n", + ")\n", + "scored = data | 'Print' >> beam.Map(print)\n", + "\n", + "# run the pipeline\n", + "result = p.run()\n", + "result.wait_until_finish()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# run locally\n", + "python3 scripts/datastore_read.py --project $GOOGLE_PROJECT_ID" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from google.cloud import datastore\n", + "client = datastore.Client()\n", + "query = client.query(kind='natality-guid')\n", + "\n", + "query_iter = query.fetch()\n", + "for entity in query_iter:\n", + " print(entity)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/source/DSP_CH08_Streaming_Model_Workflows.ipynb b/source/DSP_CH08_Streaming_Model_Workflows.ipynb new file mode 100644 index 0000000..9f13b51 --- /dev/null +++ b/source/DSP_CH08_Streaming_Model_Workflows.ipynb @@ -0,0 +1,553 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 8.1 Spark Streaming" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Apache Kafka" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Kafka Producer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "import json\n", + "from kafka import KafkaProducer\n", + "\n", + "\n", + "producer = KafkaProducer(\n", + " bootstrap_servers=['localhost:9092'],\n", + " value_serializer=lambda x: json.dumps(x).encode('utf-8')\n", + ")\n", + " \n", + "data = {'hello': 'world', 'time': time.time()}\n", + "producer.send('dsp', data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Kafka Consumer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "from kafka import KafkaConsumer\n", + "\n", + "\n", + "consumer = KafkaConsumer(\n", + " 'dsp',\n", + " bootstrap_servers=['localhost:9092'],\n", + " value_deserializer=lambda x: json.loads(x.decode('utf-8'))\n", + ")\n", + " \n", + "for x in consumer:\n", + " print(x.value)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sklearn Streaming" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "\n", + "\n", + "external_ip = os.environ['KAFKA_BOOTSTRAP_SERVER']\n", + "\n", + "df = (\n", + " spark.readStream.format(\"kafka\")\n", + " .option(\"kafka.bootstrap.servers\", f\"{external_ip}:9092\")\n", + " .option(\"subscribe\", \"dsp\")\n", + " .option(\"startingOffsets\", \"earliest\")\n", + " .load()\n", + " .withColumn(\"value_deserialized\", \n", + " udf(lambda x: json.loads(x.decode('utf-8')))(\"value\"))\n", + ")\n", + "\n", + "display(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model Producer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "import time\n", + "import uuid\n", + "from kafka import KafkaProducer\n", + "\n", + "\n", + "external_ip = os.environ['KAFKA_BOOTSTRAP_SERVER']\n", + "\n", + "producer = KafkaProducer(\n", + " bootstrap_servers=[f'{external_ip}:9092'],\n", + " value_serializer=lambda x: json.dumps(x).encode('utf-8')\n", + ")\n", + "\n", + "data = {'G1': 1, 'G2': 0, 'G3': 0, 'G4': 0, 'G5': 0, \n", + " 'G6': 0, 'G7': 0, 'G8': 0, 'G9': 0, 'G10': 0, \n", + " 'User_ID': str(uuid.uuid1())}\n", + "result = producer.send('dsp', data)\n", + "result.get()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Streaming Pipeline " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "import pandas as pd\n", + "from pyspark.sql.types import StringType \n", + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "\n", + "external_ip = os.environ['KAFKA_BOOTSTRAP_SERVER']\n", + "\n", + "# build a logsitic regression model \n", + "games_df = pd.read_csv(\"https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv\")\n", + "model = LogisticRegression()\n", + "model.fit(games_df.drop(columns='label'), games_df['label'])\n", + "\n", + "# read from Kafka \n", + "df = (\n", + " spark.readStream.format(\"kafka\")\n", + " .option(\"kafka.bootstrap.servers\", f\"{external_ip}:9092\")\n", + " .option(\"subscribe\", \"dsp\")\n", + " .load()\n", + ")\n", + "\n", + "# define the UDF for scoring users \n", + "def score(value):\n", + " new_row = json.loads(value)\n", + " new_x = pd.DataFrame.from_dict(data=new_row, orient=\"index\").T \n", + " pred = model.predict_proba(new_x.drop(columns='User_ID'))[0][1]\n", + " result = {'User_ID': new_row['User_ID'], 'pred': pred}\n", + " return json.dumps(result)\n", + " \n", + "# select the value field and apply the UDF \n", + "df = df.selectExpr(\"CAST(value AS STRING)\")\n", + "score_udf = udf(score, StringType()) \n", + "df = df.select(score_udf(\"value\").alias(\"value\"))\n", + "\n", + "# write results to Kafka \n", + "query = (\n", + " df.writeStream.format(\"kafka\")\n", + " .option(\"kafka.bootstrap.servers\", f\"{external_ip}:9092\")\n", + " .option(\"topic\", \"preds\")\n", + " .option(\"checkpointLocation\", \"/temp\")\n", + " .start()\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model Consumer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "from kafka import KafkaConsumer\n", + "\n", + "\n", + "external_ip = os.getenv('KAFKA_BOOTSTRAP_SERVER')\n", + "\n", + "consumer = KafkaConsumer(\n", + " 'preds',\n", + " bootstrap_servers=[f'{external_ip}:9092'],\n", + " value_deserializer=lambda x: json.loads(x)\n", + ")\n", + "\n", + "for x in consumer:\n", + " print(x.value)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 8.2 Dataflow Streaming" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PubSub" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PubSub Consumer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from google.cloud import pubsub_v1\n", + "\n", + "subscriber = pubsub_v1.SubscriberClient()\n", + "subscription_path = subscriber.subscription_path(\n", + " project=os.environ['GOOGLE_PROJECT_ID'], \n", + " subscription=\"dsp\"\n", + ")\n", + "\n", + "def callback(message):\n", + " print(message.data)\n", + " message.ack()\n", + "\n", + "future = subscriber.subscribe(\n", + " subscription=subscription_path, \n", + " callback=callback\n", + ")\n", + "\n", + "try:\n", + " future.result()\n", + "except KeyboardInterrupt:\n", + " future.cancel()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PubSub Producer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from google.cloud import pubsub_v1\n", + "\n", + "publisher = pubsub_v1.PublisherClient()\n", + "topic_path = publisher.topic_path(\n", + " project=os.environ['GOOGLE_PROJECT_ID'], \n", + " topic=\"natality\"\n", + ")\n", + "\n", + "data = \"Hello World!\".encode('utf-8')\n", + "publisher.publish(topic=topic_path, data=data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Append Streaming" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting scripts/stream.py\n" + ] + } + ], + "source": [ + "%%file scripts/stream.py\n", + "\n", + "import argparse\n", + "import apache_beam as beam\n", + "\n", + "from apache_beam.options.pipeline_options import PipelineOptions\n", + "from apache_beam.options.pipeline_options import GoogleCloudOptions\n", + "\n", + "# define a function for transforming the data \n", + "class AppendDoFn(beam.DoFn):\n", + " def process(self, element):\n", + " print(\"Hello World! - \" + element.decode('utf-8'))\n", + " \n", + "# set up pipeline options\n", + "parser = argparse.ArgumentParser()\n", + "known_args, pipeline_args = parser.parse_known_args()\n", + "pipeline_options = PipelineOptions(pipeline_args)\n", + "project = pipeline_options.view_as(GoogleCloudOptions).project\n", + "\n", + "# define the topics \n", + "topic = \"projects/{project}/topics/{topic}\"\n", + "topic = topic.format(project=project, topic=\"natality\")\n", + "\n", + "# define the pipeline steps \n", + "p = beam.Pipeline(options=pipeline_options)\n", + "(p\n", + " | 'Read PubSub' >> beam.io.ReadFromPubSub(topic=topic)\n", + " | 'Append' >> beam.ParDo(AppendDoFn()))\n", + "\n", + "# run the pipeline \n", + "result = p.run()\n", + "result.wait_until_finish()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# running locally\n", + "python3 scripts/stream.py \\\n", + " --streaming \\\n", + " --project $GOOGLE_PROJECT_ID" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Natality Streaming" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Streaming Pipeline" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting scripts/natality.py\n" + ] + } + ], + "source": [ + "%%file scripts/natality.py\n", + "\n", + "import json\n", + "import argparse\n", + "import joblib\n", + "import pandas as pd\n", + "import apache_beam as beam\n", + "\n", + "from google.cloud import storage\n", + "from apache_beam.options.pipeline_options import PipelineOptions\n", + "from apache_beam.options.pipeline_options import GoogleCloudOptions\n", + "from apache_beam.io.gcp.datastore.v1new.types import Key\n", + "from apache_beam.io.gcp.datastore.v1new.types import Entity\n", + "from apache_beam.io.gcp.datastore.v1new.datastoreio import WriteToDatastore\n", + "\n", + "class ApplyDoFn(beam.DoFn):\n", + "\n", + " def __init__(self):\n", + " self.model = None\n", + " \n", + " def process(self, element):\n", + " if self.model is None:\n", + " bucket = storage.Client().get_bucket('dsp_model_store_00')\n", + " blob = bucket.get_blob('natality/sklearn-linear')\n", + " blob.download_to_filename('sklearn-linear')\n", + " self.model = joblib.load('sklearn-linear')\n", + " \n", + " element = json.loads(element.decode('utf-8'))\n", + " new_x = pd.DataFrame.from_dict(element, orient=\"index\").T.fillna(0) \n", + " weight = self.model.predict(new_x.iloc[:, :8])[0]\n", + " yield {'guid': element['guid'],\n", + " 'weight': weight,\n", + " 'time': str(element['time'])}\n", + " \n", + "class CreateEntityDoFn(beam.DoFn):\n", + " def process(self, element):\n", + " key = Key(['natality-guid', element['guid']])\n", + " entity = Entity(key)\n", + " entity.set_properties({\n", + " 'weight': element['weight'],\n", + " 'time': element['time']\n", + " })\n", + " yield entity\n", + " \n", + "# set up pipeline options\n", + "parser = argparse.ArgumentParser()\n", + "known_args, pipeline_args = parser.parse_known_args()\n", + "pipeline_options = PipelineOptions(pipeline_args)\n", + "project = pipeline_options.view_as(GoogleCloudOptions).project\n", + "\n", + "# define the topics \n", + "topic = \"projects/{project}/topics/{topic}\"\n", + "topic = topic.format(project=project, topic=\"natality\")\n", + "\n", + "# define the pipeline steps\n", + "p = beam.Pipeline(options=pipeline_options)\n", + "(p\n", + " | 'Read PubSub' >> beam.io.ReadFromPubSub(topic=topic)\n", + " | 'Apply Model' >> beam.ParDo(ApplyDoFn())\n", + " | 'Create Entities' >> beam.ParDo(CreateEntityDoFn())\n", + " | 'Save to Datastore' >> WriteToDatastore(project)\n", + ")\n", + "\n", + "# run the pipeline\n", + "result = p.run()\n", + "result.wait_until_finish()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# running locally\n", + "python3 scripts/natality.py \\\n", + " --streaming \\\n", + " --project $GOOGLE_PROJECT_ID" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "# running on GCP\n", + "echo 'google-cloud-storage==1.29.0' > reqs.txt \\\n", + "&& python3 scripts/natality.py \\\n", + " --streaming \\\n", + " --runner DataflowRunner \\\n", + " --project $GOOGLE_PROJECT_ID \\\n", + " --region us-central1 \\\n", + " --temp_location gs://dsp_model_store_00/tmp/ \\\n", + " --requirements_file reqs.txt \\\n", + " --max_num_workers 5 \\\n", + " --save_main_session" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Streaming Producer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "import time\n", + "from google.cloud import pubsub_v1\n", + "\n", + "publisher = pubsub_v1.PublisherClient()\n", + "topic_path = publisher.topic_path(\n", + " project=os.environ['GOOGLE_PROJECT_ID'], \n", + " topic=\"natality\"\n", + ")\n", + "\n", + "data = json.dumps({\n", + " 'year': 2001, \n", + " 'plurality': 1, \n", + " 'apgar_5min': 99, \n", + " 'mother_age': 33, \n", + " 'father_age': 40, \n", + " 'gestation_weeks': 38, \n", + " 'ever_born': 8, \n", + " 'mother_married': 1,\n", + " 'weight': 6.8122838958, \n", + " 'time': str(time.time()), \n", + " 'guid': 'b281c5e8-85b2-4cbd-a2d8-e501ca816363'\n", + "}).encode('utf-8') \n", + "\n", + "publisher.publish(topic=topic_path, data=data)" + ] + } + ], + "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": "3.6.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Stackdriver.ipynb b/source/Stackdriver.ipynb similarity index 100% rename from Stackdriver.ipynb rename to source/Stackdriver.ipynb diff --git a/source/scripts/__init__.py b/source/scripts/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/source/scripts/airflow/sklearn.py b/source/scripts/airflow/sklearn.py new file mode 100644 index 0000000..aff8070 --- /dev/null +++ b/source/scripts/airflow/sklearn.py @@ -0,0 +1,26 @@ +import os +import datetime + +from airflow import DAG +from airflow.operators.bash_operator import BashOperator +from airflow.utils.dates import days_ago + +default_args = { + 'owner': 'Airflow', + 'depends_on_past': False, + 'email': os.environ['FAILURE_EMAIL'], + 'start_date': days_ago(0), + 'email_on_failure': True, +} + +dag = DAG( + dag_id='games', + default_args=default_args, + schedule_interval="* * * * *" +) + +t1 = BashOperator( + task_id='sklearn_pipeline', + bash_command='sudo docker run sklearn_pipeline', + dag=dag +) diff --git a/source/scripts/airflow/sklearn_docker.py b/source/scripts/airflow/sklearn_docker.py new file mode 100644 index 0000000..81a788b --- /dev/null +++ b/source/scripts/airflow/sklearn_docker.py @@ -0,0 +1,26 @@ +import os +import datetime + +from airflow import DAG +from airflow.operators.docker_operator import DockerOperator +from airflow.utils.dates import days_ago + +default_args = { + 'owner': 'Airflow', + 'depends_on_past': False, + 'email': os.environ['FAILURE_EMAIL'], + 'start_date': days_ago(0), + 'email_on_failure': True, +} + +dag = DAG( + dag_id='games_docker', + default_args=default_args, + schedule_interval="* * * * *" +) + +t1 = DockerOperator( + task_id='sklearn_pipeline', + image='sklearn_pipeline', + dag=dag +) diff --git a/source/scripts/airflow/sklearn_gke.py b/source/scripts/airflow/sklearn_gke.py new file mode 100644 index 0000000..e588f05 --- /dev/null +++ b/source/scripts/airflow/sklearn_gke.py @@ -0,0 +1,31 @@ +import os +import datetime + +from airflow import DAG +from airflow.contrib.operators.gcp_container_operator import GKEPodOperator +from airflow.utils.dates import days_ago + +default_args = { + 'owner': 'Airflow', + 'depends_on_past': False, + 'email': os.environ['GOOGLE_FAILURE_EMAIL'], + 'start_date': days_ago(0), + 'email_on_failure': True, +} + +dag = DAG( + dag_id='games_docker', + default_args=default_args, + schedule_interval="* * * * *" +) + +t1 = GKEPodOperator( + task_id='sklearn_pipeline', + project_id=os.environ['GOOGLE_PROJECT_ID'], + cluster_name=os.environ['GOOGLE_GKE_CLUSTER_NAME'], + name='sklearn-pipeline', + namespace='default', + location=os.environ['GOOGLE_GKE_CLUSTER_LOCATION'], + image=f"us.gcr.io/{os.environ['GOOGLE_PROJECT_ID']}/sklearn_pipeline", + dag=dag +) diff --git a/append.py b/source/scripts/append.py similarity index 75% rename from append.py rename to source/scripts/append.py index 873f5ba..101c051 100644 --- a/append.py +++ b/source/scripts/append.py @@ -1,5 +1,6 @@ -import apache_beam as beam + import argparse +import apache_beam as beam from apache_beam.options.pipeline_options import PipelineOptions from apache_beam.io import ReadFromText from apache_beam.io import WriteToText @@ -7,15 +8,15 @@ # define a function for transforming the data class AppendDoFn(beam.DoFn): def process(self, element): - return "Hello World! " + element - + yield element + " - Hello World!" + # set up pipeline parameters parser = argparse.ArgumentParser() parser.add_argument('--input', dest='input', - default='gs://dataflow-samples/shakespeare/kinglear.txt') + default='gs://dataflow-samples/shakespeare/kinglear.txt') parser.add_argument('--output', dest='output', - default='gs://dsp_model_store/shakespeare/kinglear3.txt') -known_args, pipeline_args = parser.parse_known_args(None) + default='gs://dsp_model_store_00/shakespeare/kinglear.txt') +known_args, pipeline_args = parser.parse_known_args() pipeline_options = PipelineOptions(pipeline_args) # define the pipeline steps @@ -27,4 +28,3 @@ def process(self, element): # run the pipeline result = p.run() result.wait_until_finish() - diff --git a/source/scripts/apply.py b/source/scripts/apply.py new file mode 100644 index 0000000..adf376b --- /dev/null +++ b/source/scripts/apply.py @@ -0,0 +1,97 @@ + +import json +import argparse +import joblib +import pandas as pd +import apache_beam as beam + +from google.cloud import storage +from apache_beam.options.pipeline_options import PipelineOptions +from apache_beam.options.pipeline_options import GoogleCloudOptions +from apache_beam.io.gcp.bigquery_tools import parse_table_schema_from_json +from apache_beam.io.gcp.datastore.v1new.types import Key +from apache_beam.io.gcp.datastore.v1new.types import Entity +from apache_beam.io.gcp.datastore.v1new.datastoreio import WriteToDatastore + +query = """ + SELECT + year, + plurality, + apgar_5min, + mother_age, + father_age, + gestation_weeks, + ever_born, + CASE WHEN mother_married = true THEN 1 + ELSE 0 + END AS mother_married, + weight_pounds AS weight, + CURRENT_TIMESTAMP AS time, + GENERATE_UUID() AS guid + FROM + `bigquery-public-data.samples.natality` + LIMIT + 100 +""" + +class ApplyDoFn(beam.DoFn): + + def __init__(self): + self.model = None + + def process(self, element): + if self.model is None: + bucket = storage.Client().get_bucket('dsp_model_store_00') + blob = bucket.get_blob('natality/sklearn-linear') + blob.download_to_filename('sklearn-linear') + self.model = joblib.load('sklearn-linear') + + new_x = pd.DataFrame.from_dict(element, orient="index").T.fillna(0) + weight = self.model.predict(new_x.iloc[:, :8])[0] + yield {'guid': element['guid'], + 'weight': weight, + 'time': str(element['time'])} + +schema = parse_table_schema_from_json(json.dumps({ + 'fields': [{'name': 'guid', 'type': 'STRING'}, + {'name': 'weight', 'type': 'FLOAT64'}, + {'name': 'time', 'type': 'STRING'}] +})) + +class CreateEntityDoFn(beam.DoFn): + def process(self, element): + key = Key(['natality-guid', element['guid']]) + entity = Entity(key) + entity.set_properties({ + 'weight': element['weight'], + 'time': element['time'] + }) + yield entity + +# set up pipeline options +parser = argparse.ArgumentParser() +known_args, pipeline_args = parser.parse_known_args() +pipeline_options = PipelineOptions(pipeline_args) +project = pipeline_options.view_as(GoogleCloudOptions).project + +# define the pipeline steps +p = beam.Pipeline(options=pipeline_options) +data = p | 'Read from BigQuery' >> beam.io.ReadFromBigQuery( + query=query, + use_standard_sql=True +) +scored = data | 'Apply Model' >> beam.ParDo(ApplyDoFn()) +scored | 'Save to BigQuery' >> beam.io.WriteToBigQuery( + table='weight_preds', + dataset='dsp_demo', + schema=schema, + create_disposition=beam.io.BigQueryDisposition.CREATE_IF_NEEDED, + write_disposition=beam.io.BigQueryDisposition.WRITE_APPEND +) +(scored + | 'Create Entities' >> beam.ParDo(CreateEntityDoFn()) + | 'Save to Datastore' >> WriteToDatastore(project)) + +# run the pipeline +result = p.run() +result.wait_until_finish() diff --git a/source/scripts/aws_lambda_function/echo/lambda_function.py b/source/scripts/aws_lambda_function/echo/lambda_function.py new file mode 100644 index 0000000..52d728f --- /dev/null +++ b/source/scripts/aws_lambda_function/echo/lambda_function.py @@ -0,0 +1,6 @@ +def lambda_handler(event, context): + + return { + 'statusCode': 200, + 'body': event['msg'] + } \ No newline at end of file diff --git a/source/scripts/aws_lambda_function/keras/keras.py b/source/scripts/aws_lambda_function/keras/keras.py new file mode 100644 index 0000000..f691f32 --- /dev/null +++ b/source/scripts/aws_lambda_function/keras/keras.py @@ -0,0 +1,30 @@ +import json +import pandas as pd +import tensorflow.keras as K + + +model = K.models.load_model("games.h5") + + +def lambda_handler(event, context): + # read in the request body as the event dict + if "body" in event: + event = event["body"] + event = json.loads(event) if event else {} + + if "G1" in event: + new_row = {"G1": event["G1"], "G2": event["G2"], + "G3": event["G3"], "G4": event["G4"], + "G5": event["G5"], "G6": event["G6"], + "G7": event["G7"], "G8": event["G8"], + "G9": event["G9"], "G10": event["G10"]} + + new_x = pd.DataFrame.from_dict(data=new_row, + orient="index", + dtype="float").T + + prediction = str(model.predict(new_x)[0][0]) + + return {"body": "Prediction " + prediction} + + return {"body": "No parameters"} \ No newline at end of file diff --git a/source/scripts/aws_lambda_function/logit/logit.py b/source/scripts/aws_lambda_function/logit/logit.py new file mode 100644 index 0000000..acd7fef --- /dev/null +++ b/source/scripts/aws_lambda_function/logit/logit.py @@ -0,0 +1,30 @@ +import json +import joblib +import pandas as pd + + +model = joblib.load('logit.pkl') + + +def lambda_handler(event, context): + # read in the request body as the event dict + if "body" in event: + event = event["body"] + event = json.loads(event) if event else {} + + if "G1" in event: + new_row = {"G1": event["G1"], "G2": event["G2"], + "G3": event["G3"], "G4": event["G4"], + "G5": event["G5"], "G6": event["G6"], + "G7": event["G7"], "G8": event["G8"], + "G9": event["G9"], "G10": event["G10"]} + + new_x = pd.DataFrame.from_dict(data=new_row, + orient="index", + dtype="float").T + + prediction = str(model.predict_proba(new_x)[0][1]) + + return {"body": "Prediction " + prediction} + + return {"body": "No parameters"} \ No newline at end of file diff --git a/source/scripts/containers/echo_service/Dockerfile b/source/scripts/containers/echo_service/Dockerfile new file mode 100644 index 0000000..0ff8a06 --- /dev/null +++ b/source/scripts/containers/echo_service/Dockerfile @@ -0,0 +1,9 @@ +FROM ubuntu:latest +MAINTAINER Ben Weber +RUN apt-get update \ + && apt-get install -y python3-pip python3-dev \ + && cd /usr/local/bin \ + && ln -s /usr/bin/python3 python \ + && pip3 install flask +COPY echo.py echo.py +ENTRYPOINT ["python3","echo.py"] diff --git a/source/scripts/containers/echo_service/echo.py b/source/scripts/containers/echo_service/echo.py new file mode 100644 index 0000000..cc7a323 --- /dev/null +++ b/source/scripts/containers/echo_service/echo.py @@ -0,0 +1,25 @@ +# load Flask +import flask +app = flask.Flask(__name__) + +# define a predict function as an endpoint +@app.route("/predict", methods=["GET", "POST"]) +def predict(): + data = {"success": False} + + # check for passed in parameters + params = flask.request.json + if params is None: + params = flask.request.args + + # if parameters are found, echo the msg parameter + if "msg" in params.keys(): + data["response"] = params.get("msg") + data["success"] = True + + # return a response in json format + return flask.jsonify(data) + +# start the flask app, allow remote connections +if __name__ == '__main__': + app.run(host='0.0.0.0', port=80) diff --git a/source/scripts/containers/sklearn_pipeline/Dockerfile b/source/scripts/containers/sklearn_pipeline/Dockerfile new file mode 100644 index 0000000..6a8d0e5 --- /dev/null +++ b/source/scripts/containers/sklearn_pipeline/Dockerfile @@ -0,0 +1,24 @@ +FROM ubuntu:latest +MAINTAINER Ben Weber + +ARG PROJECT_ID + +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + python3-pip\ + python3-dev \ + && apt-get clean \ + && rm -rf /var/lib/apt/lists/* + +RUN pip3 install --no-cache-dir \ + pandas \ + scikit-learn \ + pandas_gbq + +COPY pipeline.py pipeline.py +COPY dsdemo.json dsdemo.json + +ENV GOOGLE_PROJECT_ID=$PROJECT_ID +ENV GOOGLE_APPLICATION_CREDENTIALS=/dsdemo.json + +ENTRYPOINT ["python3","pipeline.py"] diff --git a/source/scripts/containers/sklearn_pipeline/pipeline.py b/source/scripts/containers/sklearn_pipeline/pipeline.py new file mode 100644 index 0000000..04b5dd9 --- /dev/null +++ b/source/scripts/containers/sklearn_pipeline/pipeline.py @@ -0,0 +1,42 @@ +import os +import datetime +import pandas as pd +import numpy as np +import pandas_gbq as gbq +from google.oauth2 import service_account +from sklearn.linear_model import LogisticRegression + + +# fetch the data set and add IDs +games_df = pd.read_csv("https://github.com/bgweber/Twitch/raw/master/Recommendations/games-expand.csv") +games_df['user_id'] = games_df.index +games_df['new_user'] = np.random.choice([0, 1], size=len(games_df), p=[0.9, 0.1]) + +# train and test groups +train = games_df.query("new_user == 0") +x_train = train.drop(columns=['label', 'user_id', 'new_user']) +y_train = train['label'] +test = games_df.query("new_user == 1") +x_test = test.drop(columns=['label', 'user_id', 'new_user']) + +# build a model +model = LogisticRegression() +model.fit(x_train, y_train) +y_pred = model.predict_proba(x_test)[:, 1] + +# build a predictions data frame +result_df = pd.DataFrame({'user_id': test['user_id'], + 'pred': y_pred, + 'time': str(datetime.datetime.now())}) + +# save predictions to BigQuery +table_id = "dsp_demo.user_scores" +project_id = os.environ['GOOGLE_PROJECT_ID'] +credentials = service_account.Credentials.from_service_account_file( + os.environ['GOOGLE_APPLICATION_CREDENTIALS'] +) +gbq.to_gbq(dataframe=result_df, + destination_table=table_id, + project_id=project_id, + if_exists='replace', + credentials=credentials) diff --git a/dash_app.py b/source/scripts/dash_app.py similarity index 71% rename from dash_app.py rename to source/scripts/dash_app.py index 545e85e..b81f5c2 100644 --- a/dash_app.py +++ b/source/scripts/dash_app.py @@ -33,14 +33,18 @@ ) def update_prediction(game1, game2): - new_row = { "G1": float(game1), "G2": float(game2), - "G3": 0, "G4": 0, - "G5": 0, "G6": 0, - "G7": 0, "G8": 0, - "G9": 0, "G10":0 } + new_row = {"G1": float(game1), + "G2": float(game2), + "G3": 0, "G4": 0, + "G5": 0, "G6": 0, + "G7": 0, "G8": 0, + "G9": 0, "G10": 0} - new_x = pd.DataFrame.from_dict(new_row, orient = "index").transpose() + new_x = pd.DataFrame.from_dict(data=new_row, + orient="index", + dtype="float").T + return str(model.predict_proba(new_x)[0][1]) if __name__ == '__main__': - app.run_server(host='0.0.0.0') + app.run_server(host='0.0.0.0') \ No newline at end of file diff --git a/source/scripts/dataflow_read.py b/source/scripts/dataflow_read.py new file mode 100644 index 0000000..a5d1daf --- /dev/null +++ b/source/scripts/dataflow_read.py @@ -0,0 +1,30 @@ + +import argparse +import apache_beam as beam +from apache_beam.options.pipeline_options import PipelineOptions + +parser = argparse.ArgumentParser() +known_args, pipeline_args = parser.parse_known_args() +pipeline_options = PipelineOptions(pipeline_args) + +query = """ + SELECT + * + FROM + `bigquery-public-data.samples.natality` + ORDER BY + RAND() + LIMIT + 5 +""" + +# define the pipeline steps +p = beam.Pipeline(options=pipeline_options) +data = p | 'Read from BigQuery' >> beam.io.Read( + beam.io.BigQuerySource(query=query, use_standard_sql=True) +) +scored = data | 'Print' >> beam.Map(print) + +# run the pipeline +result = p.run() +result.wait_until_finish() diff --git a/source/scripts/datastore_read.py b/source/scripts/datastore_read.py new file mode 100644 index 0000000..18160da --- /dev/null +++ b/source/scripts/datastore_read.py @@ -0,0 +1,24 @@ + +import argparse +import apache_beam as beam +from apache_beam.options.pipeline_options import PipelineOptions +from apache_beam.options.pipeline_options import GoogleCloudOptions +from apache_beam.io.gcp.datastore.v1new.datastoreio import ReadFromDatastore +from apache_beam.io.gcp.datastore.v1new.types import Query + +parser = argparse.ArgumentParser() +known_args, pipeline_args = parser.parse_known_args(None) +pipeline_options = PipelineOptions(pipeline_args) +project = pipeline_options.view_as(GoogleCloudOptions).project + +# define the pipeline steps +p = beam.Pipeline(options=pipeline_options) + +data = p | 'Read from Datastore' >> ReadFromDatastore( + query=Query('natality-guid', project, limit=5) +) +scored = data | 'Print' >> beam.Map(print) + +# run the pipeline +result = p.run() +result.wait_until_finish() diff --git a/echo.py b/source/scripts/echo.py similarity index 99% rename from echo.py rename to source/scripts/echo.py index 4891d07..25c41ba 100644 --- a/echo.py +++ b/source/scripts/echo.py @@ -23,4 +23,3 @@ def predict(): # start the flask app, allow remote connections if __name__ == '__main__': app.run(host='0.0.0.0') - diff --git a/source/scripts/gcp_cloud_function/echo/main.py b/source/scripts/gcp_cloud_function/echo/main.py new file mode 100644 index 0000000..887f09e --- /dev/null +++ b/source/scripts/gcp_cloud_function/echo/main.py @@ -0,0 +1,11 @@ +def echo(request): + import flask + + data = {"success": False} + params = request.get_json() + + if "msg" in params: + data["response"] = str(params['msg']) + data["success"] = True + + return flask.jsonify(data) \ No newline at end of file diff --git a/source/scripts/gcp_cloud_function/echo/requirements.txt b/source/scripts/gcp_cloud_function/echo/requirements.txt new file mode 100644 index 0000000..8ab6294 --- /dev/null +++ b/source/scripts/gcp_cloud_function/echo/requirements.txt @@ -0,0 +1 @@ +flask \ No newline at end of file diff --git a/source/scripts/gcp_cloud_function/pred/main.py b/source/scripts/gcp_cloud_function/pred/main.py new file mode 100644 index 0000000..e40079f --- /dev/null +++ b/source/scripts/gcp_cloud_function/pred/main.py @@ -0,0 +1,36 @@ +def pred(request): + + import flask + import joblib + import sklearn + import pandas as pd + from google.cloud import storage + + data = {"success": False} + params = request.get_json() + + if "G1" in params: + new_row = {"G1": params.get("G1"), "G2": params.get("G2"), + "G3": params.get("G3"), "G4": params.get("G4"), + "G5": params.get("G5"), "G6": params.get("G6"), + "G7": params.get("G7"), "G8": params.get("G8"), + "G9": params.get("G9"), "G10":params.get("G10")} + + new_x = pd.DataFrame.from_dict(data=new_row, + orient="index", + dtype="float").T + + # set up access to the GCS bucket + bucket_name = "dsp_model_store_00" + storage_client = storage.Client() + bucket = storage_client.get_bucket(bucket_name) + + # download and load the model + blob = bucket.blob("serverless/logit/v1") + blob.download_to_filename("/tmp/local_logit.pkl") + model = joblib.load("/tmp/local_logit.pkl") + + data["response"] = str(model.predict_proba(new_x)[0][1]) + data["success"] = True + + return flask.jsonify(data) \ No newline at end of file diff --git a/source/scripts/gcp_cloud_function/pred/main_fast.py b/source/scripts/gcp_cloud_function/pred/main_fast.py new file mode 100644 index 0000000..7151f85 --- /dev/null +++ b/source/scripts/gcp_cloud_function/pred/main_fast.py @@ -0,0 +1,40 @@ +model = None + +def pred_fast(request): + global model + + import flask + import joblib + import sklearn + import pandas as pd + from google.cloud import storage + + data = {"success": False} + params = request.get_json() + + if "G1" in params: + new_row = {"G1": params.get("G1"), "G2": params.get("G2"), + "G3": params.get("G3"), "G4": params.get("G4"), + "G5": params.get("G5"), "G6": params.get("G6"), + "G7": params.get("G7"), "G8": params.get("G8"), + "G9": params.get("G9"), "G10":params.get("G10")} + + new_x = pd.DataFrame.from_dict(data=new_row, + orient="index", + dtype="float").T + + if not model: + # set up access to the GCS bucket + bucket_name = "dsp_model_store_00" + storage_client = storage.Client() + bucket = storage_client.get_bucket(bucket_name) + + # download and load the model + blob = bucket.blob("serverless/logit/v1") + blob.download_to_filename("/tmp/local_logit.pkl") + model = joblib.load("/tmp/local_logit.pkl") + + data["response"] = str(model.predict_proba(new_x)[0][1]) + data["success"] = True + + return flask.jsonify(data) \ No newline at end of file diff --git a/source/scripts/gcp_cloud_function/pred/requirements.txt b/source/scripts/gcp_cloud_function/pred/requirements.txt new file mode 100644 index 0000000..60aecb2 --- /dev/null +++ b/source/scripts/gcp_cloud_function/pred/requirements.txt @@ -0,0 +1,5 @@ +google-cloud-storage +sklearn +pandas +flask +joblib \ No newline at end of file diff --git a/source/scripts/gcp_cloud_function/predict/main.py b/source/scripts/gcp_cloud_function/predict/main.py new file mode 100644 index 0000000..b51628f --- /dev/null +++ b/source/scripts/gcp_cloud_function/predict/main.py @@ -0,0 +1,40 @@ +model = None + +def predict(request): + global model + + import flask + import pandas as pd + import tensorflow.keras as K + from google.cloud import storage + + data = {"success": False} + params = request.get_json() + + if "G1" in params: + new_row = {"G1": params.get("G1"), "G2": params.get("G2"), + "G3": params.get("G3"), "G4": params.get("G4"), + "G5": params.get("G5"), "G6": params.get("G6"), + "G7": params.get("G7"), "G8": params.get("G8"), + "G9": params.get("G9"), "G10":params.get("G10")} + + new_x = pd.DataFrame.from_dict(data=new_row, + orient="index", + dtype="float").T + + # download model if not cached + if not model: + # set up access to the GCS bucket + bucket_name = "dsp_model_store_00" + storage_client = storage.Client() + bucket = storage_client.get_bucket(bucket_name) + + # download and load the model + blob = bucket.blob("serverless/keras/v1") + blob.download_to_filename("/tmp/games.h5") + model = K.models.load_model("/tmp/games.h5") + + data["response"] = str(model.predict(new_x)[0][0]) + data["success"] = True + + return flask.jsonify(data) \ No newline at end of file diff --git a/source/scripts/gcp_cloud_function/predict/requirements.txt b/source/scripts/gcp_cloud_function/predict/requirements.txt new file mode 100644 index 0000000..da10b55 --- /dev/null +++ b/source/scripts/gcp_cloud_function/predict/requirements.txt @@ -0,0 +1,4 @@ +google-cloud-storage +tensorflow-cpu +pandas +flask \ No newline at end of file diff --git a/source/scripts/heroku/00_install.sh b/source/scripts/heroku/00_install.sh new file mode 100755 index 0000000..3e0d241 --- /dev/null +++ b/source/scripts/heroku/00_install.sh @@ -0,0 +1,11 @@ +#!/usr/bin/env bash + +cd ~ +curl -o heroku-linux-x64.tar.gz https://cli-assets.heroku.com/heroku-linux-x64.tar.gz +tar xzf heroku-linux-x64.tar.gz +cd ~/.local/bin/ && ln -s ~/heroku/bin/heroku heroku + +sudo yum update +sudo yum -y install glibc.i686 + +heroku --version diff --git a/source/scripts/heroku/01_create.sh b/source/scripts/heroku/01_create.sh new file mode 100755 index 0000000..c44a969 --- /dev/null +++ b/source/scripts/heroku/01_create.sh @@ -0,0 +1,4 @@ +#!/usr/bin/env bash + +heroku login -i +heroku create diff --git a/source/scripts/heroku/02_setup.sh b/source/scripts/heroku/02_setup.sh new file mode 100755 index 0000000..6d8cef7 --- /dev/null +++ b/source/scripts/heroku/02_setup.sh @@ -0,0 +1,9 @@ +#!/usr/bin/env bash + +sudo yum update +sudo yum install gcc python-setuptools postgresql-devel + +sudo easy_install psycopg2 + +pip install --user django +pip install --user django-heroku diff --git a/source/scripts/heroku/03_sample.sh b/source/scripts/heroku/03_sample.sh new file mode 100755 index 0000000..460d13e --- /dev/null +++ b/source/scripts/heroku/03_sample.sh @@ -0,0 +1,7 @@ +#!/usr/bin/env bash + +sudo yum update +sudo yum install git + +cd ~ +git clone https://github.com/heroku/python-getting-started.git diff --git a/source/scripts/heroku/04_local.sh b/source/scripts/heroku/04_local.sh new file mode 100755 index 0000000..2fa25dd --- /dev/null +++ b/source/scripts/heroku/04_local.sh @@ -0,0 +1,8 @@ +#!/usr/bin/env bash + +cd ~/python-getting-started +cp ~/ds-production/source/scripts/echo.py echo.py +echo 'flask' >> requirements.txt +echo "web: gunicorn echo:app" > Procfile + +heroku local diff --git a/source/scripts/heroku/05_prod.sh b/source/scripts/heroku/05_prod.sh new file mode 100755 index 0000000..20513a1 --- /dev/null +++ b/source/scripts/heroku/05_prod.sh @@ -0,0 +1,10 @@ +#!/usr/bin/env bash + +cd ~/python-getting-started + +heroku git:remote -a warm-plains-93636 +git add . +git commit -m "Test echo service" +git push heroku master + +heroku ps:scale web=1 diff --git a/source/scripts/keras_games.py b/source/scripts/keras_games.py new file mode 100644 index 0000000..287919e --- /dev/null +++ b/source/scripts/keras_games.py @@ -0,0 +1,35 @@ +import flask +import mlflow +import mlflow.keras +import pandas as pd +import tensorflow.keras as K + + +model_path = "models/keras_games_v1" +model = mlflow.keras.load_model(model_path) + +app = flask.Flask(__name__) + +@app.route("/", methods=["GET","POST"]) +def predict(): + data = {"success": False} + params = flask.request.args + + if "G1" in params.keys(): + new_row = {"G1": params.get("G1"), "G2": params.get("G2"), + "G3": params.get("G3"), "G4": params.get("G4"), + "G5": params.get("G5"), "G6": params.get("G6"), + "G7": params.get("G7"), "G8": params.get("G8"), + "G9": params.get("G9"), "G10": params.get("G10")} + + new_x = pd.DataFrame.from_dict(data=new_row, + orient="index", + dtype="float").T + + data["response"] = str(model.predict(new_x)[0][0]) + data["success"] = True + + return flask.jsonify(data) + +if __name__ == '__main__': + app.run(host='0.0.0.0') diff --git a/source/scripts/natality.py b/source/scripts/natality.py new file mode 100644 index 0000000..922c81d --- /dev/null +++ b/source/scripts/natality.py @@ -0,0 +1,65 @@ + +import json +import argparse +import joblib +import pandas as pd +import apache_beam as beam + +from google.cloud import storage +from apache_beam.options.pipeline_options import PipelineOptions +from apache_beam.options.pipeline_options import GoogleCloudOptions +from apache_beam.io.gcp.datastore.v1new.types import Key +from apache_beam.io.gcp.datastore.v1new.types import Entity +from apache_beam.io.gcp.datastore.v1new.datastoreio import WriteToDatastore + +class ApplyDoFn(beam.DoFn): + + def __init__(self): + self.model = None + + def process(self, element): + if self.model is None: + bucket = storage.Client().get_bucket('dsp_model_store_00') + blob = bucket.get_blob('natality/sklearn-linear') + blob.download_to_filename('sklearn-linear') + self.model = joblib.load('sklearn-linear') + + element = json.loads(element.decode('utf-8')) + new_x = pd.DataFrame.from_dict(element, orient="index").T.fillna(0) + weight = self.model.predict(new_x.iloc[:, :8])[0] + yield {'guid': element['guid'], + 'weight': weight, + 'time': str(element['time'])} + +class CreateEntityDoFn(beam.DoFn): + def process(self, element): + key = Key(['natality-guid', element['guid']]) + entity = Entity(key) + entity.set_properties({ + 'weight': element['weight'], + 'time': element['time'] + }) + yield entity + +# set up pipeline options +parser = argparse.ArgumentParser() +known_args, pipeline_args = parser.parse_known_args() +pipeline_options = PipelineOptions(pipeline_args) +project = pipeline_options.view_as(GoogleCloudOptions).project + +# define the topics +topic = "projects/{project}/topics/{topic}" +topic = topic.format(project=project, topic="natality") + +# define the pipeline steps +p = beam.Pipeline(options=pipeline_options) +(p + | 'Read PubSub' >> beam.io.ReadFromPubSub(topic=topic) + | 'Apply Model' >> beam.ParDo(ApplyDoFn()) + | 'Create Entities' >> beam.ParDo(CreateEntityDoFn()) + | 'Save to Datastore' >> WriteToDatastore(project) +) + +# run the pipeline +result = p.run() +result.wait_until_finish() diff --git a/source/scripts/predict.py b/source/scripts/predict.py new file mode 100644 index 0000000..cc71a7c --- /dev/null +++ b/source/scripts/predict.py @@ -0,0 +1,39 @@ +# import pickle +import flask +import mlflow +import mlflow.sklearn +import pandas as pd + +#from sklearn.linear_model import LogisticRegression + + +# model = pickle.load(open("logit.pkl", 'rb')) +model_path = "models/logit_games_v1" +model = mlflow.sklearn.load_model(model_path) + + +app = flask.Flask(__name__) + +@app.route("/", methods=["GET","POST"]) +def predict(): + data = {"success": False} + params = flask.request.args + + if "G1" in params.keys(): + new_row = {"G1": params.get("G1"), "G2": params.get("G2"), + "G3": params.get("G3"), "G4": params.get("G4"), + "G5": params.get("G5"), "G6": params.get("G6"), + "G7": params.get("G7"), "G8": params.get("G8"), + "G9": params.get("G9"), "G10":params.get("G10")} + + new_x = pd.DataFrame.from_dict(data=new_row, + orient="index", + dtype="float").T + + data["response"] = str(model.predict_proba(new_x)[0][1]) + data["success"] = True + + return flask.jsonify(data) + +if __name__ == '__main__': + app.run(host='0.0.0.0') diff --git a/stream.py b/source/scripts/stream.py similarity index 54% rename from stream.py rename to source/scripts/stream.py index 20dc56a..771820e 100644 --- a/stream.py +++ b/source/scripts/stream.py @@ -1,26 +1,30 @@ -import apache_beam as beam + import argparse +import apache_beam as beam + from apache_beam.options.pipeline_options import PipelineOptions +from apache_beam.options.pipeline_options import GoogleCloudOptions # define a function for transforming the data class AppendDoFn(beam.DoFn): def process(self, element): - print("Hellow World! - " + element) + print("Hello World! - " + element.decode('utf-8')) -# set up pipeline parameters +# set up pipeline options parser = argparse.ArgumentParser() -known_args, pipeline_args = parser.parse_known_args(None) +known_args, pipeline_args = parser.parse_known_args() pipeline_options = PipelineOptions(pipeline_args) +project = pipeline_options.view_as(GoogleCloudOptions).project # define the topics topic = "projects/{project}/topics/{topic}" -topic = topic.format(project = "gameanalytics-199018", topic = "natality") - +topic = topic.format(project=project, topic="natality") # define the pipeline steps p = beam.Pipeline(options=pipeline_options) -lines = p | 'Read PubSub' >> beam.io.ReadFromPubSub(topic=topic) -appended = lines | 'append' >> beam.ParDo(AppendDoFn()) +(p + | 'Read PubSub' >> beam.io.ReadFromPubSub(topic=topic) + | 'Append' >> beam.ParDo(AppendDoFn())) # run the pipeline result = p.run()