From c70214790c9a24c0c50072e04c708029e81a9bc7 Mon Sep 17 00:00:00 2001 From: ASPP Student Date: Thu, 25 Sep 2025 12:39:44 +0300 Subject: [PATCH] Working fix --- ...k_out_the_context_map_initialization.ipynb | 70 ++++++++++++------- .../context_maps.py | 33 +++++++++ .../walker.py | 27 +------ 3 files changed, 77 insertions(+), 53 deletions(-) create mode 100644 class_materials/walker/Step_3_break_out_the_context_map_initialization/context_maps.py diff --git a/class_materials/walker/Step_3_break_out_the_context_map_initialization/Step_3_break_out_the_context_map_initialization.ipynb b/class_materials/walker/Step_3_break_out_the_context_map_initialization/Step_3_break_out_the_context_map_initialization.ipynb index 04a4339..d665d85 100644 --- a/class_materials/walker/Step_3_break_out_the_context_map_initialization/Step_3_break_out_the_context_map_initialization.ipynb +++ b/class_materials/walker/Step_3_break_out_the_context_map_initialization/Step_3_break_out_the_context_map_initialization.ipynb @@ -17,18 +17,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2022-08-18T09:50:40.616906Z", "start_time": "2022-08-18T11:50:40.181358+02:00" }, - "execution": { - "iopub.execute_input": "2022-08-20T06:27:54.689Z", - "iopub.status.busy": "2022-08-20T06:27:54.685Z", - "iopub.status.idle": "2022-08-20T06:27:55.297Z", - "shell.execute_reply": "2022-08-20T06:27:55.319Z" - }, "pycharm": { "name": "#%%\n" } @@ -43,13 +37,8 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { - "collapsed": true, - "jupyter": { - "outputs_hidden": false, - "source_hidden": false - }, "nteract": { "transient": { "deleting": false @@ -58,17 +47,17 @@ }, "outputs": [], "source": [ - "# Create a Walker instance\n", - "walker = Walker(sigma_i=3, sigma_j=4, size=200, map_type='hills')\n", + "# # Create a Walker instance\n", + "# walker = Walker(sigma_i=3, sigma_j=4, size=200, map_type='hills')\n", "\n", - "# Sample a next step 1000 times\n", - "i, j = 100, 50\n", - "trajectory = []\n", - "for _ in range(1000):\n", - " i, j = walker.sample_next_step(i, j)\n", - " trajectory.append((i, j))\n", + "# # Sample a next step 1000 times\n", + "# i, j = 100, 50\n", + "# trajectory = []\n", + "# for _ in range(1000):\n", + "# i, j = walker.sample_next_step(i, j)\n", + "# trajectory.append((i, j))\n", "\n", - "plot_trajectory(trajectory, walker.context_map)" + "# plot_trajectory(trajectory, walker.context_map)" ] }, { @@ -92,10 +81,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import context_maps\n", + "\n", + "context_map = context_maps.hills(size=200) # call whichever map type is desired, with necessary args \n", + "\n", + "# Create a Walker instance\n", + "walker = Walker(sigma_i=3, sigma_j=4, size=200, context_map=context_map)\n", + "\n", + "# Sample a next step 1000 times\n", + "i, j = 100, 50\n", + "trajectory = []\n", + "for _ in range(1000):\n", + " i, j = walker.sample_next_step(i, j)\n", + " trajectory.append((i, j))\n", + "\n", + "plot_trajectory(trajectory, context_map)\n" + ] }, { "cell_type": "code", @@ -151,7 +167,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.13.6" }, "nteract": { "version": "0.28.0" @@ -171,5 +187,5 @@ } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/class_materials/walker/Step_3_break_out_the_context_map_initialization/context_maps.py b/class_materials/walker/Step_3_break_out_the_context_map_initialization/context_maps.py new file mode 100644 index 0000000..144262c --- /dev/null +++ b/class_materials/walker/Step_3_break_out_the_context_map_initialization/context_maps.py @@ -0,0 +1,33 @@ +import numpy as np + +def flat(size): + context_map = np.ones((size, size)) + context_map /= context_map.sum() + return context_map + +def hills(size): + grid_ii, grid_jj = np.mgrid[0:size, 0:size] + i_waves = np.sin(grid_ii / 130) + np.sin(grid_ii / 10) + i_waves /= i_waves.max() + j_waves = np.sin(grid_jj / 100) + np.sin(grid_jj / 50) + \ + np.sin(grid_jj / 10) + j_waves /= j_waves.max() + context_map = j_waves + i_waves + context_map /= context_map.sum() + return context_map + +def labyrinth(): + context_map = np.ones((size, size)) + context_map[50:100, 50:60] = 0 + context_map[20:89, 80:90] = 0 + context_map[90:120, 0:10] = 0 + context_map[120:size, 30:40] = 0 + context_map[180:190, 50:60] = 0 + + context_map[50:60, 50:200] = 0 + context_map[179:189, 80:130] = 0 + context_map[110:120, 0:190] = 0 + context_map[120:size, 30:40] = 0 + context_map[180:190, 50:60] = 0 + context_map /= context_map.sum() + return context_map diff --git a/class_materials/walker/Step_3_break_out_the_context_map_initialization/walker.py b/class_materials/walker/Step_3_break_out_the_context_map_initialization/walker.py index ed075c5..a5c9808 100644 --- a/class_materials/walker/Step_3_break_out_the_context_map_initialization/walker.py +++ b/class_materials/walker/Step_3_break_out_the_context_map_initialization/walker.py @@ -4,35 +4,10 @@ import numpy as np class Walker: """ The Walker knows how to walk at random on a context map. """ - def __init__(self, sigma_i, sigma_j, size, map_type='flat'): + def __init__(self, sigma_i, sigma_j, size, context_map): self.sigma_i = sigma_i self.sigma_j = sigma_j self.size = size - - if map_type == 'flat': - context_map = np.ones((size, size)) - elif map_type == 'hills': - grid_ii, grid_jj = np.mgrid[0:size, 0:size] - i_waves = np.sin(grid_ii / 130) + np.sin(grid_ii / 10) - i_waves /= i_waves.max() - j_waves = np.sin(grid_jj / 100) + np.sin(grid_jj / 50) + \ - np.sin(grid_jj / 10) - j_waves /= j_waves.max() - context_map = j_waves + i_waves - elif map_type == 'labyrinth': - context_map = np.ones((size, size)) - context_map[50:100, 50:60] = 0 - context_map[20:89, 80:90] = 0 - context_map[90:120, 0:10] = 0 - context_map[120:size, 30:40] = 0 - context_map[180:190, 50:60] = 0 - - context_map[50:60, 50:200] = 0 - context_map[179:189, 80:130] = 0 - context_map[110:120, 0:190] = 0 - context_map[120:size, 30:40] = 0 - context_map[180:190, 50:60] = 0 - context_map /= context_map.sum() self.context_map = context_map # Pre-compute a 2D grid of coordinates for efficiency -- 2.39.5