{ "cells": [ { "cell_type": "markdown", "metadata": { "nteract": { "transient": { "deleting": false } } }, "source": [ "# 1. Take a look at this (working) code\n", "\n", "... and run it." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-08-15T08:17:58.966008Z", "start_time": "2023-08-15T08:17:58.961545Z" }, "execution": { "iopub.execute_input": "2024-08-05T14:06:56.784Z", "iopub.status.busy": "2024-08-05T14:06:56.776Z", "iopub.status.idle": "2024-08-05T14:06:56.789Z", "shell.execute_reply": "2024-08-05T14:06:56.793Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from walker import create_context_map, plot_trajectory, sample_next_step" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-08-15T08:18:00.805824Z", "start_time": "2023-08-15T08:18:00.167515Z" }, "execution": { "iopub.execute_input": "2024-08-05T14:12:32.248Z", "iopub.status.busy": "2024-08-05T14:12:32.244Z", "iopub.status.idle": "2024-08-05T14:12:32.938Z", "shell.execute_reply": "2024-08-05T14:12:32.947Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i, j = 100, 50 # initial position\n", "sigma_i, sigma_j = 3, 4 # parameters of the next step map\n", "size = 200 # size of the image\n", "context_map = create_context_map(size, 'hills') # fixed context map\n", "\n", "# Sample a next step 1000 times\n", "trajectory = []\n", "for _ in range(1000):\n", " i, j = sample_next_step(i, j, sigma_i, sigma_j, context_map)\n", " trajectory.append((i, j))\n", "\n", "plot_trajectory(trajectory, context_map)\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "nteract": { "transient": { "deleting": false } } }, "source": [ "# 2. Rewrite the code to look like it would in your wildest dreams!\n", "\n", "How could you restructure the interface of the `walker` library so that the functionality stays the same, but the code is less smelly?\n", "\n", "1. could this code work better/more efficiently as a class?\n", " - e.g. `walker = Walker(...)`\n", "2. how should the setup/initialization work?\n", " - e.g. which parameters would you pass to instantiate the Walker class? How do you pass them to the class?\n", "3. which functions should be part of the class? \n", " - e.g. is `sample_next_step` a method of `Walker`? Is `create_context_map` a method of Walker? How about `plot_trajectory`? If so, call them with `walker.sample_next_step()`\n", "4. what would the import statement look like?\n", "\n", "**Important:** We are *not* asking you to implement the changes in `walker.py`! Imagine the new interface, and write the code that would use it in the next cell. Of course it won't run (yet)\n", "\n", "Here are some things to keep in mind:\n", "- Which things will you do a lot? They should be easy to do. The interface for doing those things should be simple.\n", "- Which things should be modifiable from external code?\n", "- As a rule of thumb, think about how it sounds when you read it aloud\n", " - “Giving orders”-style\n", " - “Telling a story“-style\n", "\n", " \n", "For inspiration think about how you call code from other libraries. Here is an example of instantiating an object and calling one of its methods:\n", "````python\n", "import scipy as sp\n", "\n", "# Sampling from a gaussian with specific mean and sd:\n", "# Create a Gaussian (normal) distribution object\n", "gaussian_dist = sp.stats.norm(loc=mean, scale=sd)\n", "# Sample 10 values from the Gaussian distribution\n", "samples = gaussian_dist.rvs(size=10)\n", "````\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# Write the code that uses your new `walker` interface here!\n", "# walker = Walker(sigma_i=3, sigma_j=4, ...)\n", "# ..." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "jupyter": { "outputs_hidden": false, "source_hidden": false }, "nteract": { "transient": { "deleting": false } }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.3" }, "nteract": { "version": "0.28.0" }, "toc": { "nav_menu": { "height": "12px", "width": "252px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }