assets/experiment-template.ipynb
2.5 KB| 1 | { |
| 2 | "cells": [ |
| 3 | { |
| 4 | "cell_type": "markdown", |
| 5 | "metadata": {}, |
| 6 | "source": [ |
| 7 | "# Experiment: TITLE\n", |
| 8 | "\n", |
| 9 | "Objective:\n", |
| 10 | "- State the question you want to answer.\n", |
| 11 | "- Define the success criteria.\n" |
| 12 | ] |
| 13 | }, |
| 14 | { |
| 15 | "cell_type": "code", |
| 16 | "execution_count": null, |
| 17 | "metadata": {}, |
| 18 | "outputs": [], |
| 19 | "source": [ |
| 20 | "# Setup: imports and reproducibility\n", |
| 21 | "from __future__ import annotations\n", |
| 22 | "\n", |
| 23 | "import random\n", |
| 24 | "import statistics\n", |
| 25 | "\n", |
| 26 | "SEED = 7\n", |
| 27 | "random.seed(SEED)\n", |
| 28 | "SEED\n" |
| 29 | ] |
| 30 | }, |
| 31 | { |
| 32 | "cell_type": "markdown", |
| 33 | "metadata": {}, |
| 34 | "source": [ |
| 35 | "## Plan\n", |
| 36 | "\n", |
| 37 | "- Hypothesis:\n", |
| 38 | "- Variables to sweep:\n", |
| 39 | "- Metrics to record:\n" |
| 40 | ] |
| 41 | }, |
| 42 | { |
| 43 | "cell_type": "code", |
| 44 | "execution_count": null, |
| 45 | "metadata": {}, |
| 46 | "outputs": [], |
| 47 | "source": [ |
| 48 | "# Define parameters and lightweight helpers\n", |
| 49 | "sample_size = 20\n", |
| 50 | "values = [random.random() for _ in range(sample_size)]\n", |
| 51 | "summary = {\n", |
| 52 | " \"count\": len(values),\n", |
| 53 | " \"mean\": statistics.fmean(values),\n", |
| 54 | " \"min\": min(values),\n", |
| 55 | " \"max\": max(values),\n", |
| 56 | "}\n", |
| 57 | "summary\n" |
| 58 | ] |
| 59 | }, |
| 60 | { |
| 61 | "cell_type": "markdown", |
| 62 | "metadata": {}, |
| 63 | "source": [ |
| 64 | "## Results\n", |
| 65 | "\n", |
| 66 | "- Key observations:\n", |
| 67 | "- Surprises or failure modes:\n", |
| 68 | "- Decision: continue, pivot, or stop:\n" |
| 69 | ] |
| 70 | }, |
| 71 | { |
| 72 | "cell_type": "code", |
| 73 | "execution_count": null, |
| 74 | "metadata": {}, |
| 75 | "outputs": [], |
| 76 | "source": [ |
| 77 | "# Record findings in a minimal, copy-pasteable structure\n", |
| 78 | "result = {\n", |
| 79 | " \"seed\": SEED,\n", |
| 80 | " \"mean\": summary[\"mean\"],\n", |
| 81 | " \"range\": summary[\"max\"] - summary[\"min\"],\n", |
| 82 | "}\n", |
| 83 | "result\n" |
| 84 | ] |
| 85 | }, |
| 86 | { |
| 87 | "cell_type": "markdown", |
| 88 | "metadata": {}, |
| 89 | "source": [ |
| 90 | "## Next steps\n", |
| 91 | "\n", |
| 92 | "- What to try next:\n", |
| 93 | "- What to document elsewhere (PRD, notes, issue):\n" |
| 94 | ] |
| 95 | } |
| 96 | ], |
| 97 | "metadata": { |
| 98 | "kernelspec": { |
| 99 | "display_name": "Python 3", |
| 100 | "language": "python", |
| 101 | "name": "python3" |
| 102 | }, |
| 103 | "language_info": { |
| 104 | "name": "python", |
| 105 | "version": "3.12" |
| 106 | } |
| 107 | }, |
| 108 | "nbformat": 4, |
| 109 | "nbformat_minor": 5 |
| 110 | } |
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