AMILIO-Model-Playground/notebook.ipynb
2025-08-15 16:56:42 +02:00

7214 lines
163 KiB
Text

{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": [
"# This is a sample Jupyter Notebook\n",
"\n",
"Below is an example of a code cell. \n",
"Put your cursor into the cell and press Shift+Enter to execute it and select the next one, or click 'Run Cell' button.\n",
"\n",
"Press Double Shift to search everywhere for classes, files, tool windows, actions, and settings.\n",
"\n",
"To learn more about Jupyter Notebooks in PyCharm, see [help](https://www.jetbrains.com/help/pycharm/ipython-notebook-support.html).\n",
"For an overview of PyCharm, go to Help -> Learn IDE features or refer to [our documentation](https://www.jetbrains.com/help/pycharm/getting-started.html)."
],
"id": "8a77807f92f26ee"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-08-15T09:41:42.374585Z",
"start_time": "2025-08-15T09:41:42.366946Z"
}
},
"cell_type": "code",
"source": [
"# import matplotlib.pyplot as plt\n",
"import csv\n",
"import math\n",
"import plotly.graph_objects as go\n",
"import numpy as np\n",
"from jupyter_client.connect import channel_socket_types\n",
"from prompt_toolkit.key_binding.bindings.named_commands import uppercase_word\n",
"# plt.rcParams['figure.figsize'] = [25, 15]"
],
"id": "fbc121e30a2defb3",
"outputs": [],
"execution_count": 87
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-08-15T13:50:51.376122Z",
"start_time": "2025-08-15T13:50:51.365041Z"
}
},
"cell_type": "code",
"source": [
"with open('/home/aoster/some.csv') as csvfile:\n",
" spamreader = csv.reader(csvfile, delimiter=',', quotechar='|')\n",
" rows = list(spamreader)\n",
" channels = [int(row[0]) for row in rows]\n",
" channel_meas = [float(row[1]) for row in rows]\n",
" # print(rows)"
],
"id": "a96ea0301fc7692a",
"outputs": [],
"execution_count": 219
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-08-15T14:44:59.021272Z",
"start_time": "2025-08-15T14:44:59.008370Z"
}
},
"cell_type": "code",
"source": [
"def calc_upper(c: int, m: float, b: float) -> float:\n",
" return np.floor(c / 32) * 32 * m + b\n",
"def calc_lower(c: int, m: float, b: float) -> float:\n",
" return np.ceil(c / 32) * 32 * m + b\n",
"def calc_mean(c:int , m_u: float, b_u: float, m_l: float, b_l: float) -> float:\n",
" return (calc_upper(c, m_u, b_u) + calc_lower(c, m_l, b_l)) / 2\n",
"def calc_sine(c:int , m_u: float, b_u: float, m_l: float, b_l: float, amp_factor: float, freq_factor: float) -> float:\n",
" # return np.sin(c%32 / np.pi * 2.5) * (.05 * np.ceil(c / 32)) + calc_mean(c, m_u, b_u, m_l, b_l)\n",
" return np.sin(c%32 / np.pi * freq_factor) * (amp_factor * np.ceil(c / 32)) + calc_mean(c, m_u, b_u, m_l, b_l)\n"
],
"id": "79eaf4a295ca7143",
"outputs": [],
"execution_count": 239
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-08-15T14:44:59.201138Z",
"start_time": "2025-08-15T14:44:59.193282Z"
}
},
"cell_type": "code",
"source": [
"def lin_interpol(x0:float, x1:float, y0:float, y1:float) -> (float, float):\n",
" m = (y1 - y0) / (x1 - x0)\n",
" b = y1 - m * x1\n",
" return m, b"
],
"id": "b098c375bdbc1389",
"outputs": [],
"execution_count": 240
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-08-15T14:52:54.110688Z",
"start_time": "2025-08-15T14:52:54.070141Z"
}
},
"cell_type": "code",
"source": [
"first_order_approx = []\n",
"second_order_approx = []\n",
"pol_approx = []\n",
"\n",
"\n",
"\n",
"# upper_sampled_channels = [1, 3, 5, 9, 15, 33, 65, 129, 257, 513, 993]\n",
"upper_sampled_channels = [7, 993]\n",
"lower_sampled_channels = [1, 991]\n",
"# print(len(upper_sampled_channels))\n",
"\n",
"upper_sampled_channel_meas = [channel_meas[channels.index(c)] for c in upper_sampled_channels]\n",
"lower_sampled_channel_meas = [channel_meas[channels.index(c)] for c in lower_sampled_channels]\n",
"\n",
"upper_m = (upper_sampled_channel_meas[1] - upper_sampled_channel_meas[0]) / (upper_sampled_channels[1] - upper_sampled_channels[0])\n",
"upper_b = upper_sampled_channel_meas[1] - upper_m * upper_sampled_channels[1]\n",
"lower_m = (lower_sampled_channel_meas[1] - lower_sampled_channel_meas[0]) / (lower_sampled_channels[1] - lower_sampled_channels[0])\n",
"lower_b = lower_sampled_channel_meas[1] - lower_m * lower_sampled_channels[1]\n",
"\n",
"print(upper_m, upper_b)\n",
"upper_m, upper_b = lin_interpol( upper_sampled_channels[0], upper_sampled_channels[1], upper_sampled_channel_meas[0], upper_sampled_channel_meas[1])\n",
"lower_m, lower_b = lin_interpol(lower_sampled_channels[0], lower_sampled_channels[1], lower_sampled_channel_meas[0], lower_sampled_channel_meas[1])\n",
"print(upper_m, upper_b)\n",
"\n",
"\n",
"r_c = [c / 10 for c in range(1, 10240)]\n",
"r_c = channels\n",
"# print(r_c)\n",
"r_v_upper = [calc_upper(c, upper_m, upper_b) for c in r_c]\n",
"\n",
"# print(r_c)\n",
"r_v_lower = [calc_lower(c, lower_m, lower_b) for c in r_c]\n",
"r_v_mean = [calc_mean(c,upper_m, upper_b, lower_m, lower_b) for c in r_c]\n",
"\n",
"# r_v_mean = [np.mean([u, l]) for (u, l) in zip(r_v_upper, r_v_lower)]\n",
"\n",
"r_v_sine = [calc_sine(c, upper_m, upper_b, lower_m, lower_b, 0.05, 2.5) for c in r_c]\n",
"\n",
"err_upper = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_upper, channel_meas)]\n",
"err_lower = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_lower, channel_meas)]\n",
"err_mean = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_mean, channel_meas)]\n",
"err_sine = [np.abs((approx - meas) / meas) for approx, meas in zip(r_v_sine, channel_meas)]\n",
"print(np.mean(err_sine))\n",
"# plt.plot(channels, channel_meas)\n",
"# plt.plot(channels, approx)\n",
"# plt.show()\n",
"\n",
"fig = go.Figure()\n",
"fig.add_trace(go.Scatter(x=channels, y=channel_meas, name=\"Channel Measurements\"))\n",
"# fig.add_trace(go.Scatter(x=list(range(1024)), y=[c * upper_m + upper_b for c in range(1024)], name=\"Upper Sampled Channels\"))\n",
"# fig.add_trace(go.Scatter(x=list(range(1024)), y=[c * lower_m + lower_b for c in range(1024)], name=\"Lower Sampled Channels\"))\n",
"# fig.add_trace(go.Scatter(x=r_c, y=r_v_upper, name=\"Upper_steps\"))\n",
"# fig.add_trace(go.Scatter(x=r_c, y=r_v_lower, name=\"Lower_steps\"))\n",
"# fig.add_trace(go.Scatter(x=r_c, y=r_v_mean, name=\"Mean Steps\"))\n",
"fig.add_trace(go.Scatter(x=r_c, y=r_v_sine, name=\"Sine Steps\"))\n",
"fig.add_trace(go.Scatter(x=r_c, y=err_upper, name=\"Upper Errors\"))\n",
"fig.add_trace(go.Scatter(x=r_c, y=err_lower, name=\"Lower Errors\"))\n",
"fig.add_trace(go.Scatter(x=r_c, y=err_mean, name=\"Mean Errors\"))\n",
"fig.add_trace(go.Scatter(x=r_c, y=err_sine, name=\"Sine Errors\"))\n",
"\n",
"fig.update_layout(\n",
" autosize=False,\n",
" width=2000,\n",
" height=1000,\n",
" # margin=dict(\n",
" # l=50,\n",
" # r=50,\n",
" # b=100,\n",
" # t=100,\n",
" # pad=4\n",
" # ),\n",
")\n"
],
"id": "e93f7a254e1da4d9",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.034859607127407585 1.4743395442270284\n",
"0.034859607127407585 1.4743395442270284\n",
"0.028253851455235686\n"
]
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