From 75c432270d77b515f78bb7182c43df257c54c037 Mon Sep 17 00:00:00 2001 From: Mohcine Chraibi Date: Sun, 13 Oct 2024 09:43:20 +0900 Subject: [PATCH] Refactor run_simulation function --- app.py | 4 +- files/inifile.json | 8 +- positions.ipynb | 1656 +++++++++++++++++++++++++++++++++++++++++++- simulation.py | 213 +++--- src/analysis.py | 85 ++- src/ui.py | 2 +- 6 files changed, 1827 insertions(+), 141 deletions(-) diff --git a/app.py b/app.py index 54f89ff..12bc561 100644 --- a/app.py +++ b/app.py @@ -43,7 +43,7 @@ if c1.button("Run Simulation"): call_simulation(CONFIG_FILE, OUTPUT_FILE, data) - if c2.button("Visualisation"): + if c2.button("Visualization"): output_path = Path(OUTPUT_FILE) if output_path.exists(): trajectory_data, walkable_area = read_sqlite_file(OUTPUT_FILE) @@ -67,7 +67,7 @@ x1 = 0.5 * (vertices[0][0] + vertices[1][0]) + width y1 = 0.5 * (vertices[1][1] + vertices[1][1]) + width - st.info(f"{x0=}, {y0=}, {x1=}, {y1=}") + st.info(f"Motivation door: {x0=}, {y0=}, {x1=}, {y1=}") anm = animate( data_with_speed, walkable_area, diff --git a/files/inifile.json b/files/inifile.json index 2cb8b70..9f0ed4b 100644 --- a/files/inifile.json +++ b/files/inifile.json @@ -10,16 +10,16 @@ "a_ped_min": 0.1, "a_ped_max": 0.5, "d_ped_min": 0.4, - "d_ped_max": 0.6, + "d_ped_max": 0.4, "a_wall": 0.4, "d_wall": 0.2, "radius": 0.10 }, "simulation_parameters": { - "fps": 60, + "fps": 100, "time_step": 0.001, - "number_agents": 50, - "simulation_time": 500 + "number_agents": 82, + "simulation_time": 200 }, "measurement_line": { "vertices": [ diff --git a/positions.ipynb b/positions.ipynb index 8619eb3..4fc4ad8 100644 --- a/positions.ipynb +++ b/positions.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 67, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -13,25 +13,27 @@ "from pathlib import Path\n", "from shapely import from_wkt\n", "import pedpy\n", - "import json" + "import json\n", + "from jupedsim.internal.notebook_utils import read_sqlite_file" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Agents: 85\n", "../trajectories_croma/1C060_cam6_cam5_frameshift0_Combined.txt\n", "frame_after_decrease = 3951\n" ] }, { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -108,11 +110,18 @@ "\n", " # plot destinations\n", " data = read_json_file(inifile)\n", + " motivation_doors = data[\"motivation_parameters\"][\"motivation_doors\"]\n", + " for door in motivation_doors:\n", + " vertices = door[\"vertices\"]\n", + " x_vals = [point[0] for point in vertices]\n", + " y_vals = [point[1] for point in vertices]\n", + " plt.plot(x_vals, y_vals, label=f\"Door {door['id']}\", color='red', lw=4)\n", + "\n", " for destination in data[\"destinations\"]:\n", " vertices = destination[\"vertices\"]\n", " polygon = plt.Polygon(vertices, closed=True, fill=True, edgecolor='r', facecolor='lightblue', label=f\"Exit {destination['id']}\")\n", " plt.gca().add_patch(polygon)\n", - " plt.plot(*zip(*vertices), marker='o', color='b')\n", + " #plt.plot(*zip(*vertices), marker='o', color='b')\n", " centroid = [sum(x)/len(vertices) for x in zip(*vertices)]\n", " plt.text(centroid[0], centroid[1], f\"{destination['id']}\", ha='center', va='center', fontsize=10, color='black')\n", "\n", @@ -141,6 +150,7 @@ ")\n", "for filename in filenames[0:1]:\n", " df, frame_after_decrease = get_first_frame_after_max_reached(filename)\n", + " print(f\"Agents: {len(df['id'].unique())}\")\n", " print(f\"{filename}\")\n", " print(f\"{frame_after_decrease = }\")\n", " title = Path(filename).stem.split(\"_\")[0]\n", @@ -156,16 +166,19 @@ " df, frame_after_decrease, num_frames=10, title=title, geometry=geometry\n", " )\n", " else:\n", - " print(\"No valid frame found for visualization.\")\n", - "\n", - "\n", - "# plot exits\n", - " \n" + " print(\"No valid frame found for visualization.\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Write csv files" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -176,8 +189,1625 @@ " tuple_list = [tuple(x) for x in frame_data[[\"x\", \"y\"]].to_numpy()]\n", " with open(filename, \"w\", newline=\"\") as f:\n", " writer = csv.writer(f)\n", - " writer.writerows(tuple_list)" + " writer.writerows(tuple_list)\n", + "\n", + "# for filename in filenames[0:1]:\n", + "# filename = Path(filename).stem.split(\"_\")[0] + \".csv\"\n", + "# write_result_to_csv(f\"{filename}.csv\")\n", + "# print(f\"Written to {filename}\") " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DEBUGGING\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Distance to 1 is 9.192506187220513\n", + "Distance to 2 is 3.833290077051139\n", + "Distance to 3 is 4.398652226359009\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pos = (1.1730935085122131,19.4537532938564)\n", + "pos=(3.1730935085122131,19.4537532938564)\n", + "data = read_json_file('files/inifile.json')\n", + "for destination in data[\"destinations\"]:\n", + " vertices = destination[\"vertices\"]\n", + " polygon = plt.Polygon(vertices, closed=True, fill=True, edgecolor='r', facecolor='lightblue', label=f\"Exit {destination['id']}\")\n", + " # calculate the distance of pos to the center of the destination polygons\n", + " centroid = [sum(x)/len(vertices) for x in zip(*vertices)]\n", + " distance = np.linalg.norm(np.array(pos) - np.array(centroid))\n", + " print(f\"Distance to {destination['id']} is {distance}\")\n", + " # plot pos and the polygons \n", + " plt.plot(*pos, marker='o', color='g')\n", + " plt.gca().add_patch(polygon)\n", + " plt.plot(*zip(*vertices), marker='o', color='b')\n", + " plt.text(centroid[0], centroid[1], f\"{destination['id']}\", ha='center', va='center', fontsize=10, color='black')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the shifted logistic function\n", + "import numpy as np\n", + "\n", + "def shifted_logistic(x: np.ndarray, M_max: float = 1.0, k: float = 1.0, shift: float = 5.0) -> np.ndarray:\n", + " \"\"\"\n", + " Computes the shifted logistic function.\n", + "\n", + " This function serves as a mean to normalise the motivation values to the range [0, 1].\n", + "\n", + " The shifted logistic function is defined as:\n", + " \n", + " .. math::\n", + " \\\\text{motivation} = \\\\frac{M_{max}}{1 + e^{-k \\\\cdot (x - \\\\text{shift})}}\n", + "\n", + " Parameters:\n", + " ----------\n", + " x : np.ndarray\n", + " Input values for which to compute the shifted logistic function.\n", + " M_max : float, optional\n", + " The maximum value of the logistic function. Default is 1.0.\n", + " k : float, optional\n", + " The steepness of the curve. Default is 1.0.\n", + " shift : float, optional\n", + " The value to shift the input by. Default is 5.0.\n", + "\n", + " Returns:\n", + " -------\n", + " np.ndarray\n", + " The computed values of the shifted logistic function for the input array `x`.\n", + " \"\"\"\n", + " return M_max / (1 + np.exp(-k * (x - shift)))\n", + "# Parameters for the shifted logistic function\n", + "M_max = 1\n", + "k = 1 # steepness\n", + "x = np.linspace(-5,5, 400)\n", + "# Calculate the shifted logistic function\n", + "shifted_logistic_values = shifted_logistic(x, M_max, k=1, shift=5)\n", + "\n", + "# Plotting the standard and shifted logistic functions\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "# Shifted Logistic Function\n", + "plt.subplot(1, 2, 2)\n", + "plt.plot(x, shifted_logistic_values, label='Shifted Logistic Function', color='green')\n", + "plt.title('Shifted Logistic Function')\n", + "plt.xlabel('$E \\\\cdot V \\\\cdot C$')\n", + "plt.ylabel('Motivation')\n", + "plt.axhline(0, color='black', lw=0.5, ls='--')\n", + "plt.axvline(0, color='black', lw=0.5, ls='--')\n", + "plt.grid()\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Interior 1. x = [-3.54, -3.57, -1.52, -1.37, -0.87, -0.72, -0.42, -0.27, -0.27, -0.42, -0.72, -0.87, -1.37, -1.52, -1.67, -1.67, -1.545, -1.4200000000000002, -1.4200000000000002, -1.545, -3.6199999999999997, -3.59, -3.54], y = [-1.13, 19.57, 19.57, 19.71, 19.71, 19.57, 19.57, 19.71, 21.09, 21.23, 21.23, 21.09, 21.09, 21.23, 21.23, 21.18, 21.18, 21.065, 19.735, 19.62, 19.62, -1.13, -1.13]\n", + "Interior 2. x = [3.57, 3.64, 1.47, 1.32, 0.82, 0.67, 0.38, 0.23, 0.23, 0.38, 0.67, 0.82, 1.32, 1.47, 1.62, 1.62, 1.4949999999999999, 1.37, 1.37, 1.4949999999999999, 3.69, 3.6199999999999997, 3.57], y = [-0.89, 19.64, 19.57, 19.71, 19.71, 19.57, 19.57, 19.71, 21.09, 21.23, 21.23, 21.09, 21.09, 21.23, 21.23, 21.18, 21.18, 21.065, 19.735, 19.62, 19.69, 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+ }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Polygon with Interior Holes" + }, + "width": 700, + "xaxis": { + "title": { + "text": "X Coordinate" + } + }, + "yaxis": { + "title": { + "text": "Y Coordinate" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import shapely.wkt\n", + "import plotly.graph_objects as go\n", + "from shapely.wkt import loads as from_wkt\n", + "\n", + "# Parse the WKT polygon\n", + "geometry2 = from_wkt(\n", + " \"POLYGON ((-8.88 -7.63, 8.3 -7.63, 8.3 27.95, -8.88 27.95, -8.88 -7.63), (-3.54 -1.13, -3.57 19.57, -1.52 19.57, -1.37 19.71, -0.87 19.71, -0.72 19.57, -0.42 19.57, -0.27 19.71, -0.27 21.09, -0.42 21.23, -0.72 21.23, -0.87 21.09, -1.37 21.09, -1.52 21.23, -1.67 21.23, -1.67 21.18, -1.545 21.18, -1.4200000000000002 21.065, -1.4200000000000002 19.735, -1.545 19.62, -3.6199999999999997 19.62, -3.59 -1.13, -3.54 -1.13), (3.57 -0.89, 3.64 19.64, 1.47 19.57, 1.32 19.71, 0.82 19.71, 0.67 19.57, 0.38 19.57, 0.23 19.71, 0.23 21.09, 0.38 21.23, 0.67 21.23, 0.82 21.09, 1.32 21.09, 1.47 21.23, 1.62 21.23, 1.62 21.18, 1.4949999999999999 21.18, 1.37 21.065, 1.37 19.735, 1.4949999999999999 19.62, 3.69 19.69, 3.6199999999999997 -0.89, 3.57 -0.89))\"\n", + ")\n", + "\n", + "\n", + "# Extract exterior coordinates\n", + "exterior_x, exterior_y = geometry2.exterior.xy\n", + "\n", + "# Extract interior coordinates (holes)\n", + "interiors = [list(interior.coords.xy) for interior in geometry2.interiors]\n", + "exterior_x = list(geometry2.exterior.xy[0])\n", + "exterior_y = list(geometry2.exterior.xy[1])\n", + "\n", + "# Extract interior coordinates (holes) as lists\n", + "interiors = [\n", + " (list(interior.xy[0]), list(interior.xy[1])) for interior in geometry2.interiors\n", + "]\n", + "\n", + "# Create the figure\n", + "fig = go.Figure()\n", + "\n", + "# Plot exterior\n", + "fig.add_trace(go.Scatter(x=exterior_x, y=exterior_y, mode=\"lines\", name=\"Exterior\"))\n", + "\n", + "# Plot interiors (holes)\n", + "for i, (x, y) in enumerate(interiors):\n", + " fig.add_trace(go.Scatter(x=x, y=y, mode=\"lines+markers\", name=f\"Interior {i+1}\"))\n", + " print(f\"Interior {i+1}. {x = }, {y = }\")\n", + "\n", + "\n", + "\n", + "# fig.add_trace(go.Scatter(x=combined_x, y=combined_y, mode='lines+markers', fill='toself', name='Combined Polygon'))\n", + "\n", + "# Update layout\n", + "fig.update_layout(\n", + " title=\"Polygon with Interior Holes\",\n", + " xaxis_title=\"X Coordinate\",\n", + " yaxis_title=\"Y Coordinate\",\n", + " showlegend=True,\n", + " width=700,\n", + " height=700,\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " frame id time motivation x y\n", + "43 0 44 0.0 0.5 0.277308 9.091150\n", + "125 1 44 0.1 0.5 0.277043 9.090186\n", + "207 2 44 0.2 0.5 0.276730 9.089317\n", + "289 3 44 0.3 0.5 0.277546 9.091299\n", + "371 4 44 0.4 0.5 0.279772 9.097349\n", + "... ... .. ... ... ... ...\n", + "51212 815 44 81.5 0.5 -0.016382 21.333264\n", + "51256 816 44 81.6 0.5 -0.015390 21.490284\n", + "51300 817 44 81.7 0.5 -0.013859 21.647300\n", + "51344 818 44 81.8 0.5 -0.011801 21.804310\n", + "51388 819 44 81.9 0.5 -0.009398 21.961315\n", + "\n", + "[820 rows x 6 columns]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df['id'] == 44]" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "m= 395\n", + "M = 506\n", + "mm = 3* 3* m\n", + "MM = 3* 3* M " + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3555" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mm" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4554" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "MM\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -196,7 +1826,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.6" + "version": "3.12.7" } }, "nbformat": 4, diff --git a/simulation.py b/simulation.py index 67497a7..b0e7093 100644 --- a/simulation.py +++ b/simulation.py @@ -32,7 +32,12 @@ parse_way_points, ) from src.logger_config import init_logger, log_debug, log_error -from src.utilities import build_geometry, distribute_and_add_agents, init_journey +from src.utilities import ( + build_geometry, + distribute_and_add_agents, + init_journey, + calculate_distance, +) # import cProfile # import pstats @@ -135,7 +140,7 @@ def init_simulation( _trajectory_path: pathlib.Path, from_file: bool = True, ) -> Any: - """Initialise geometry. + """Initialize geometry. :param data: :type data: str @@ -143,7 +148,6 @@ def init_simulation( :type time_step: float :returns: """ - accessible_areas = parse_accessible_areas(_data) if from_file: geometry = from_wkt( @@ -184,106 +188,103 @@ def adjust_parameter_linearly( return min_value + (max_value - min_value) * motivation_i -def run_simulation( +def process_agent( + agent: jps.Agent, + door: List[float], simulation: jps.Simulation, motivation_model: mm.MotivationModel, - _simulation_time: float, - ped_ids: List[int], - _data, - msg: Any, -) -> None: - """Run simulation logic. + a_ped_min: float, + a_ped_max: float, + d_ped_min: float, + d_ped_max: float, + default_strength: float, + default_range: float, + file_handle: _io.TextIOWrapper, + frame_to_write: int, +): + """Process an individual agent by calculating motivation and updating model parameters.""" + position = agent.position + distance = calculate_distance(position, door) - :param simulation: - :type simulation: - :param writer: - :type writer: - :returns: + params = { + "agent_id": agent.id, + "distance": distance, + "number_agents_in_simulation": simulation.agent_count(), + } - """ - # profiler = cProfile.Profile() - # profiler.enable() - # deltas = [] - x_door = 0.5 * (motivation_model.door_point1[0] + motivation_model.door_point2[0]) - y_door = 0.5 * (motivation_model.door_point1[1] + motivation_model.door_point2[1]) - door = [x_door, y_door] - # logging.info("init initial speed") - # to generate some initial frames with speed = 0, since pedpy can not calculate 0 speeds. - a_ped, d_ped, a_wall, d_wall, a_ped_min, a_ped_max, d_ped_min, d_ped_max = ( - parse_velocity_init_parameters(_data) + motivation_i = motivation_model.motivation_strategy.motivation(params) + + if motivation_i > 1: + logging.error(f"{simulation.iteration_count()}: {agent.id}: {motivation_i = }") + + v_0, time_gap = motivation_model.calculate_motivation_state(motivation_i, agent.id) + + # Adjust agent parameters based on motivation + agent.model.strength_neighbor_repulsion = adjust_parameter_linearly( + motivation_i=motivation_i, + min_value=a_ped_min, + default_value=default_strength, + max_value=a_ped_max, + ) + + agent.model.range_neighbor_repulsion = adjust_parameter_linearly( + motivation_i=motivation_i, + min_value=d_ped_min, + default_value=default_range, + max_value=d_ped_max, + ) + + agent.model.v0 = v_0 + agent.model.time_gap = time_gap + + # Write the processed data to the file + write_value_to_file( + file_handle, + f"{frame_to_write}, {agent.id}, {simulation.elapsed_time()}, {motivation_i}, {position[0]}, {position[1]}", ) - for agent_id in ped_ids: - value_agent = motivation_model.motivation_strategy.get_value(agent_id=agent_id) - simulation.agent(agent_id).model.v0 *= value_agent - # TODO: - # simulation.agent(agent_id).model.strength_neighbor_repulsion = 0.22 - default_range = simulation.agent(agent_id).model.range_neighbor_repulsion - default_strength = simulation.agent(agent_id).model.strength_neighbor_repulsion - # print(f"{simulation.agent(agent_id).model.strength_neighbor_repulsion =}") - # print(f"{simulation.agent(agent_id).model.range_neighbor_repulsion =}") - - # print( - # value_agent, - # simulation.agent(agent_id).model.v0, - # simulation.agent(agent_id).model.strength_neighbor_repulsion, - # ) - logging.info(f"{default_range=}") - with open("values.txt", "w", encoding="utf-8") as file_handle: + +def run_simulation_loop( + simulation: jps.Simulation, + door: List[float], + motivation_model: mm.MotivationModel, + simulation_time: float, + a_ped_min: float, + a_ped_max: float, + d_ped_min: float, + d_ped_max: float, + default_strength: float, + default_range: float, + every_nth_frame: int, + motivation_file: pathlib.Path, +) -> None: + """Run the main simulation loop and write motivation data to a file.""" + with open(motivation_file, "w", encoding="utf-8") as file_handle: + frame_to_write = 0 + while ( - simulation.elapsed_time() < _simulation_time - and simulation.agent_count() > 0 + simulation.elapsed_time() < simulation_time and simulation.agent_count() > 0 ): - simulation.iterate() - if simulation.iteration_count() % 100 == 0: - number_agents_in_simulation = simulation.agent_count() + print(f"time: {simulation.elapsed_time():.2f}", end="\r") + + if simulation.iteration_count() % every_nth_frame == 0: for agent in simulation.agents(): - position = agent.position - distance = ( - (position[0] - door[0]) ** 2 + (position[1] - door[1]) ** 2 - ) ** 0.5 - params = { - "agent_id": agent.id, - "distance": distance, - "number_agents_in_simulation": number_agents_in_simulation, - } - motivation_i = motivation_model.motivation_strategy.motivation( - params - ) - if motivation_i > 1: - logging.error( - f"{simulation.iteration_count()}: {agent.id}: {motivation_i = }" - ) - v_0, time_gap = motivation_model.calculate_motivation_state( - motivation_i, agent.id - ) - agent.model.strength_neighbor_repulsion = adjust_parameter_linearly( - motivation_i=motivation_i, - min_value=a_ped_min, - default_value=default_strength, - max_value=a_ped_max, - ) - # # D - agent.model.range_neighbor_repulsion = adjust_parameter_linearly( - motivation_i=motivation_i, - min_value=d_ped_min, - default_value=default_range, - max_value=d_ped_max, - ) - agent.model.v0 = v_0 - agent.model.time_gap = time_gap - # print( - # f"{ agent.model.range_neighbor_repulsion=}, {d_ped_min=}, {d_ped_max}" - # ) - # if agent.id == -3: - # logging.info( - # f"{simulation.iteration_count()}, Agent={agent.id}, {agent.model.strength_neighbor_repulsion =}, {agent.model.v0 = :.2f}, {time_gap = :.2f}, {motivation_i = }, Pos: {position[0]:.2f} {position[1]:.2f}" - # ) - - write_value_to_file( + process_agent( + agent, + door, + simulation, + motivation_model, + a_ped_min, + a_ped_max, + d_ped_min, + d_ped_max, + default_strength, + default_range, file_handle, - f"{position[0]} {position[1]} {motivation_i} {v_0} {time_gap} {distance}", + frame_to_write, ) + frame_to_write += 1 + simulation.iterate() def create_agent_parameters( @@ -390,6 +391,10 @@ def main( :param trajectory_file: :returns: """ + motivation_file = _trajectory_path.with_name( + _trajectory_path.stem + "_motivation.txt" + ) + logging.info(f"{motivation_file}") simulation = init_simulation(_data, _time_step, _fps, _trajectory_path) a_ped, d_ped, a_wall, d_wall, a_ped_min, a_ped_max, d_ped_min, d_ped_max = ( parse_velocity_init_parameters(_data) @@ -397,6 +402,7 @@ def main( agent_parameters_list, exit_positions = create_agent_parameters(_data, simulation) # positions = init_positions(_data, _number_agents) positions = read_positions_from_csv(file_path="1C060_frame_3951.csv") + logging.info(f"Number of Agents {len(positions)}") # positions = read_positions_from_csv(file_path="debug.csv") ped_ids = distribute_and_add_agents( simulation=simulation, @@ -405,15 +411,24 @@ def main( exit_positions=exit_positions, ) motivation_model = init_motivation_model(_data, ped_ids) + x_door = 0.5 * (motivation_model.door_point1[0] + motivation_model.door_point2[0]) + y_door = 0.5 * (motivation_model.door_point1[1] + motivation_model.door_point2[1]) + motivation_door = [x_door, y_door] logging.info(f"Running simulation for {len(ped_ids)} agents:") logging.info(f"{motivation_model.motivation_strategy.width = }") - run_simulation( - simulation, - motivation_model, - _simulation_time, - ped_ids, - _data, - msg, + run_simulation_loop( + simulation=simulation, + door=motivation_door, + motivation_model=motivation_model, + simulation_time=_simulation_time, + a_ped_min=a_ped_min, + a_ped_max=a_ped_max, + d_ped_min=d_ped_min, + d_ped_max=d_ped_max, + default_strength=a_ped, + default_range=d_ped, + every_nth_frame=_data["simulation_parameters"]["fps"], + motivation_file=motivation_file, ) logging.info( f"Simulation completed after {simulation.iteration_count()} iterations" diff --git a/src/analysis.py b/src/analysis.py index 518143e..2026a87 100644 --- a/src/analysis.py +++ b/src/analysis.py @@ -2,7 +2,7 @@ import json from pathlib import Path from typing import Any - +import pandas as pd import matplotlib.cm as cm import matplotlib.pyplot as plt import numpy as np @@ -102,6 +102,12 @@ def run() -> None: else: fps = parse_fps(json_data) if SELECTED_OUTPUT_FILE: + output_path = Path(SELECTED_OUTPUT_FILE) + motivation_file = output_path.with_name( + output_path.stem + "_motivation.txt" + ) + print(f"{motivation_file = }") + parsed_measurement_line = json_data["measurement_line"]["vertices"] measurement_area = pedpy.MeasurementArea( json_data["measurement_area"]["vertices"] @@ -201,38 +207,73 @@ def run() -> None: fig2 = plt.gcf() st.pyplot(fig2) if selected == "Distance to entrance": - c1, c2 = st.columns(2) - yaxis_max = c1.number_input("Max y-Axis: ", value=10.0, step=0.1) - colorbar_max = c2.number_input("Max colorbar: ", value=2.0, step=0.1) + c1, c2, c3 = st.columns(3) + yaxis_max = c1.number_input("Max y-Axis: ", value=200, step=5) df_time_distance = pedpy.compute_time_distance_line( traj_data=traj, measurement_line=measurement_line ) - speed = pedpy.compute_individual_speed( - traj_data=traj, - frame_step=5, - speed_calculation=pedpy.SpeedCalculation.BORDER_SINGLE_SIDED, + st.dataframe(traj.data) + color_by_speed = c3.radio( + "Select parameter to color by:", ("Motivation", "Speed") ) - data = speed.merge(traj.data, on=[ID_COL, FRAME_COL]) + + # Set a flag based on the selection + if color_by_speed == "Speed": + color_by_speed = True + else: + color_by_speed = False + + if color_by_speed: + speed = pedpy.compute_individual_speed( + traj_data=traj, + frame_step=5, + speed_calculation=pedpy.SpeedCalculation.BORDER_SINGLE_SIDED, + ) + colorbar_max = c2.number_input( + "Max colorbar: ", value=2.0, step=0.1 + ) + unit_text = "Speed / m/s" + else: # by Motivation + speed = pd.read_csv( + motivation_file, + names=[FRAME_COL, ID_COL, "time", "speed", "x", "y"], + dtype={ID_COL: "int64", FRAME_COL: "int64"}, + ) + colorbar_max = c2.number_input( + "Max colorbar: ", value=1.0, step=0.1 + ) + unit_text = "Motivation" + df_time_distance["time_seconds"] = ( - df_time_distance["time"] / traj.frame_rate + df_time_distance["time"] / 1.0 # traj.frame_rate ) + c1.info("Motivation") + c2.info("Time distance") + c3.info("Merged") + c1.dataframe(speed) + c2.dataframe(df_time_distance) speed = speed.merge(df_time_distance, on=[ID_COL, FRAME_COL]) + c3.dataframe(speed) first_frame_speed = speed.loc[ speed[FRAME_COL] == speed[FRAME_COL].min(), ["speed", "time_seconds", "distance"], ] norm = Normalize(speed.min().speed, speed.max().speed) + st.info( + f"Min: {speed.min().speed}, Max: {speed.max().speed}, first frame: {speed[FRAME_COL].min()}" + ) + cmap = cm.jet # type: ignore # --------------- trajectory_ids = df_time_distance["id"].unique() fig, ax = plt.subplots() for traj_id in trajectory_ids: + if traj_id != 44: + continue traj_data = df_time_distance[df_time_distance[ID_COL] == traj_id] speed_id = speed[speed[ID_COL] == traj_id].speed.to_numpy() # Extract points and speeds for the current trajectory points = traj_data[["distance", "time_seconds"]].to_numpy() - # st.dataframe(points) - # st.dataframe(points) # Prepare segments for the current trajectory segments = [ [ @@ -241,22 +282,22 @@ def run() -> None: ] for i in range(len(points) - 1) ] - lc = LineCollection(segments, cmap="jet", alpha=0.7, norm=norm) + lc = LineCollection(segments, cmap="jet", alpha=1, norm=norm) lc.set_array(speed_id) lc.set_linewidth(0.5) line = ax.add_collection(lc) - ax.scatter( - first_frame_speed["distance"], - first_frame_speed["time_seconds"], - c=first_frame_speed["speed"], - cmap=cmap, - norm=norm, - s=10, - ) + # ax.scatter( + # first_frame_speed["distance"], + # first_frame_speed["time_seconds"], + # c=first_frame_speed["speed"], + # cmap=cmap, + # norm=norm, + # s=10, + # ) cbar = fig.colorbar(line, ax=ax) - cbar.set_label("Speed / m/s") + cbar.set_label(unit_text) ax.autoscale() ax.margins(0.1) ax.set_title("Distance to entrance/Time to entrance") diff --git a/src/ui.py b/src/ui.py index 28b7697..cb7f415 100644 --- a/src/ui.py +++ b/src/ui.py @@ -214,7 +214,7 @@ def ui_simulation_parameters(data: Dict[str, Any]) -> None: data["simulation_parameters"]["fps"] = st.number_input( "FPS:", min_value=1, - max_value=60, + max_value=100, value=data["simulation_parameters"]["fps"], ) data["simulation_parameters"]["time_step"] = st.number_input(