| { |
| "cells": [ |
| { |
| "cell_type": "code", |
| "execution_count": 2, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "name": "stderr", |
| "output_type": "stream", |
| "text": [ |
| "/Users/konstantin/.miniconda3/envs/hamilton-vaex/lib/python3.9/site-packages/dask/dataframe/_pyarrow_compat.py:17: FutureWarning: Minimal version of pyarrow will soon be increased to 14.0.1. You are using 11.0.0. Please consider upgrading.\n", |
| " warnings.warn(\n", |
| "/Users/konstantin/.miniconda3/envs/hamilton-vaex/lib/python3.9/site-packages/scipy/__init__.py:155: UserWarning: A NumPy version >=1.18.5 and <1.25.0 is required for this version of SciPy (detected version 1.26.3\n", |
| " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n" |
| ] |
| } |
| ], |
| "source": [ |
| "from hamilton import base, driver\n", |
| "from hamilton.plugins import vaex_extensions, h_vaex" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 3, |
| "metadata": {}, |
| "outputs": [], |
| "source": [ |
| "import my_functions\n", |
| "\n", |
| "config = {\n", |
| " \"base_df_location\": \"dummy_value\",\n", |
| "}\n", |
| "adapter = base.SimplePythonGraphAdapter(result_builder=h_vaex.VaexDataFrameResult())\n", |
| "dr = driver.Driver(config, my_functions, adapter=adapter)\n", |
| "output_columns = [\n", |
| " \"spend\",\n", |
| " \"signups\",\n", |
| " \"spend_per_signup\",\n", |
| " \"spend_std_dev\",\n", |
| " \"spend_mean\",\n", |
| " \"spend_zero_mean_unit_variance\",\n", |
| "]\n", |
| "df = dr.execute(output_columns)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 4, |
| "metadata": {}, |
| "outputs": [ |
| { |
| "name": "stdout", |
| "output_type": "stream", |
| "text": [ |
| " # spend signups spend_per_signup spend_zero_mean_unit_variance spend_std_dev spend_mean\n", |
| " 0 10 1 10 -1.166 15.7233 28.3333\n", |
| " 1 10 10 1 -1.166 15.7233 28.3333\n", |
| " 2 20 50 0.4 -0.529999 15.7233 28.3333\n", |
| " 3 40 100 0.4 0.741999 15.7233 28.3333\n", |
| " 4 40 200 0.2 0.741999 15.7233 28.3333\n", |
| " 5 50 400 0.125 1.378 15.7233 28.3333\n" |
| ] |
| } |
| ], |
| "source": [ |
| "print(df)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 5, |
| "metadata": {}, |
| "outputs": [ |
| { |
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| "<title>signups</title>\n", |
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| "<title>base_df</title>\n", |
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| "<title>base_df->spend</title>\n", |
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| "<title>spend_zero_mean</title>\n", |
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| "<g id=\"edge8\" class=\"edge\">\n", |
| "<title>spend->spend_per_signup</title>\n", |
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| "<title>spend_std_dev</title>\n", |
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| "<title>spend->spend_std_dev</title>\n", |
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| "<title>spend_mean</title>\n", |
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| ] |
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| "<title>base_df</title>\n", |
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| "</g>\n", |
| "<!-- base_df->signups -->\n", |
| "<g id=\"edge1\" class=\"edge\">\n", |
| "<title>base_df->signups</title>\n", |
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| "<polygon fill=\"black\" stroke=\"black\" points=\"293.24,-218.69 303.83,-218.7 295.55,-212.09 293.24,-218.69\"/>\n", |
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| "<!-- spend -->\n", |
| "<g id=\"node5\" class=\"node\">\n", |
| "<title>spend</title>\n", |
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| "</g>\n", |
| "<!-- base_df->spend -->\n", |
| "<g id=\"edge7\" class=\"edge\">\n", |
| "<title>base_df->spend</title>\n", |
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| "<!-- spend_zero_mean -->\n", |
| "<g id=\"node3\" class=\"node\">\n", |
| "<title>spend_zero_mean</title>\n", |
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| "<!-- spend_zero_mean_unit_variance -->\n", |
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| "<title>spend_zero_mean_unit_variance</title>\n", |
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| "<!-- spend_zero_mean->spend_zero_mean_unit_variance -->\n", |
| "<g id=\"edge5\" class=\"edge\">\n", |
| "<title>spend_zero_mean->spend_zero_mean_unit_variance</title>\n", |
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| "<title>spend->spend_zero_mean</title>\n", |
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| "<!-- spend->spend_per_signup -->\n", |
| "<g id=\"edge8\" class=\"edge\">\n", |
| "<title>spend->spend_per_signup</title>\n", |
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| "<!-- spend_std_dev -->\n", |
| "<g id=\"node7\" class=\"node\">\n", |
| "<title>spend_std_dev</title>\n", |
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| "</g>\n", |
| "<!-- spend->spend_std_dev -->\n", |
| "<g id=\"edge10\" class=\"edge\">\n", |
| "<title>spend->spend_std_dev</title>\n", |
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| "<!-- spend_mean -->\n", |
| "<g id=\"node8\" class=\"node\">\n", |
| "<title>spend_mean</title>\n", |
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| "<!-- spend->spend_mean -->\n", |
| "<g id=\"edge11\" class=\"edge\">\n", |
| "<title>spend->spend_mean</title>\n", |
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| "<!-- spend_std_dev->spend_zero_mean_unit_variance -->\n", |
| "<g id=\"edge6\" class=\"edge\">\n", |
| "<title>spend_std_dev->spend_zero_mean_unit_variance</title>\n", |
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| "<g id=\"edge4\" class=\"edge\">\n", |
| "<title>spend_mean->spend_zero_mean</title>\n", |
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| "<!-- _base_df_inputs -->\n", |
| "<g id=\"node9\" class=\"node\">\n", |
| "<title>_base_df_inputs</title>\n", |
| "<polygon fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\" points=\"155,-215.5 0,-215.5 0,-170.5 155,-170.5 155,-215.5\"/>\n", |
| "<text text-anchor=\"start\" x=\"15.5\" y=\"-188.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">base_df_location</text>\n", |
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| "</g>\n", |
| "<!-- _base_df_inputs->base_df -->\n", |
| "<g id=\"edge2\" class=\"edge\">\n", |
| "<title>_base_df_inputs->base_df</title>\n", |
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| "<title>input</title>\n", |
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| "</g>\n", |
| "<!-- function -->\n", |
| "<g id=\"node11\" class=\"node\">\n", |
| "<title>function</title>\n", |
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| "</svg>\n" |
| ], |
| "text/plain": [ |
| "<graphviz.graphs.Digraph at 0x1664d0790>" |
| ] |
| }, |
| "execution_count": 6, |
| "metadata": {}, |
| "output_type": "execute_result" |
| } |
| ], |
| "source": [ |
| "dr.display_all_functions()" |
| ] |
| } |
| ], |
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