From c945be023d10f4094b4ce183dd2f8dc5fdf5c3dc Mon Sep 17 00:00:00 2001 From: berti_r Date: Mon, 29 Sep 2025 16:41:22 +0200 Subject: [PATCH] sorted out some stuff with the motion lib package --- README.md | 8 +- Scripts/Y_Axis_Meas.py | 3 +- .../image_analysis.cpython-313.pyc | Bin 3515 -> 5313 bytes Scripts/image_analysis.py | 43 ++- Scripts/metrology_functions.py | 59 +--- notebooks/sandbox.ipynb | 260 +++--------------- 6 files changed, 91 insertions(+), 282 deletions(-) diff --git a/README.md b/README.md index b80b15b..0ad164b 100644 --- a/README.md +++ b/README.md @@ -74,12 +74,10 @@ pip install -r requirements.txt ``` ```bash #!/bin/bash -set -e -cd "lib" -# Clone the repo -#git clone https://gitea.psi.ch/berti_r/Motion_lib.git -pwd + +# Install package directly from GitHub +pip install https://gitea.psi.ch/berti_r/Motion_lib/raw/branch/main/dist/mfl-0.0.3.tar.gz ``` diff --git a/Scripts/Y_Axis_Meas.py b/Scripts/Y_Axis_Meas.py index b79b26b..3d159c6 100644 --- a/Scripts/Y_Axis_Meas.py +++ b/Scripts/Y_Axis_Meas.py @@ -45,7 +45,8 @@ import numpy as np from image_analysis import image_center_of_mass from utils import get_datestr, get_timestr import ad -from metrology_functions import init_nr_of_cycles, safe_meas_settings, init_image_processing_yes_no, __process_img +from metrology_functions import init_nr_of_cycles, safe_meas_settings, init_image_processing_yes_no +from image_analysis import __process_img import myutility as myu import cv2 import json diff --git a/Scripts/__pycache__/image_analysis.cpython-313.pyc b/Scripts/__pycache__/image_analysis.cpython-313.pyc index be84963518bf43f6ff0100ff7f36b703e40775ea..162db24fa4914578382bf436b4eec3a5bf68a190 100644 GIT binary patch delta 1847 zcmaJ>OKcNI7@pnruJ>stX}~U|DOD3u7o6hYfM}qqQR)=ZMkJes(5Nyidt25E zCl@=dR3+vRrvVXFJtXRZ^cKpYR2)ig^cEMXwFani=q2g}3cYt`{XihW?C$*k{*P~F z{>R+j`)k1SL{UV5$3G=>(dS+E_$h07f8Z09Qt2T9iVk(1W}&nXV4fM0Pb*MyczVbK 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 1 + "outputs": [], + "execution_count": null }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-07-26T07:09:49.740401Z", - "start_time": "2025-07-26T07:09:49.473670Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "import numpy as np\n", @@ -257,27 +223,11 @@ "plt.show()" ], "id": "ca35aead004ee3a3", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 3 + "outputs": [], + "execution_count": null }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-07-26T07:09:53.673941Z", - "start_time": "2025-07-26T07:09:53.667050Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "# Thermal expansion model for length change\n", @@ -324,27 +274,11 @@ "print(f\"Final Length: {L:.6f} m\")\n" ], "id": "7d86bb1521976c44", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Original Length: 0.04 m\n", - "Temperature Change: 7.8 °C\n", - "Change in Length: 3.151200 um\n", - "Final Length: 0.040003 m\n" - ] - } - ], - "execution_count": 4 + "outputs": [], + "execution_count": null }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-07-26T07:09:58.051877Z", - "start_time": "2025-07-26T07:09:56.053437Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "from typing import List, Tuple\n", @@ -429,37 +363,11 @@ "plt.show() ## Temperature expansion model\n" ], "id": "dafaebbcff18aa40", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 5 + "outputs": [], + "execution_count": null }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-07-26T07:10:05.391660Z", - "start_time": "2025-07-26T07:10:04.843230Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "import numpy as np\n", @@ -570,44 +478,11 @@ "plt.show()" ], "id": "35effdae29160ee2", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "alpha: 2.4654832347140038e-06\n" - ] - }, - { - "data": { - "text/plain": [ - "
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" 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 6 + "outputs": [], + "execution_count": null }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-07-26T07:10:12.816470Z", - "start_time": "2025-07-26T07:10:12.322313Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "import numpy as np\n", @@ -717,50 +592,11 @@ "plt.show()" ], "id": "c4bfa0acb0796012", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6\n", - "2612\n", - "2612\n", - "2612\n" - ] - }, - { - "ename": "ValueError", - "evalue": "x and y arrays must be equal in length along interpolation axis.", - "output_type": "error", - "traceback": [ - "\u001B[31m---------------------------------------------------------------------------\u001B[39m", - "\u001B[31mValueError\u001B[39m Traceback (most recent call last)", - "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[7]\u001B[39m\u001B[32m, line 82\u001B[39m\n\u001B[32m 79\u001B[39m \u001B[38;5;28mprint\u001B[39m(\u001B[38;5;28mlen\u001B[39m(T_sink))\n\u001B[32m 80\u001B[39m \u001B[38;5;28mprint\u001B[39m(\u001B[38;5;28mlen\u001B[39m(T_sink_measured))\n\u001B[32m---> \u001B[39m\u001B[32m82\u001B[39m R_est, T3_fit = \u001B[43midentify_parameters\u001B[49m\u001B[43m(\u001B[49m\u001B[43mtime\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_source\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_sink\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_sink_measured\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 84\u001B[39m \u001B[38;5;28mprint\u001B[39m(\u001B[33m\"\u001B[39m\u001B[33mGeschätzte Parameter:\u001B[39m\u001B[33m\"\u001B[39m)\n\u001B[32m 85\u001B[39m \u001B[38;5;28mprint\u001B[39m(\u001B[33mf\u001B[39m\u001B[33m\"\u001B[39m\u001B[33mR1 = \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mR_est[\u001B[32m0\u001B[39m]\u001B[38;5;132;01m:\u001B[39;00m\u001B[33m.4f\u001B[39m\u001B[38;5;132;01m}\u001B[39;00m\u001B[33m K/W\u001B[39m\u001B[33m\"\u001B[39m)\n", - "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[7]\u001B[39m\u001B[32m, line 52\u001B[39m, in \u001B[36midentify_parameters\u001B[39m\u001B[34m(time, T_source, T_sink, T_sink_measured)\u001B[39m\n\u001B[32m 49\u001B[39m R0 = [\u001B[32m842\u001B[39m, \u001B[32m1.0\u001B[39m, \u001B[32m1.0\u001B[39m, \u001B[32m1.0\u001B[39m] \u001B[38;5;66;03m# Startschätzung für R1, R2, R3, R_sink)\u001B[39;00m\n\u001B[32m 50\u001B[39m T0 = [T_source[\u001B[32m0\u001B[39m], T_source[\u001B[32m0\u001B[39m], T_sink[\u001B[32m0\u001B[39m]] \u001B[38;5;66;03m# Initiale Temperaturen für T1, T2, T3\u001B[39;00m\n\u001B[32m---> \u001B[39m\u001B[32m52\u001B[39m result = \u001B[43mleast_squares\u001B[49m\u001B[43m(\u001B[49m\n\u001B[32m 53\u001B[39m \u001B[43m \u001B[49m\u001B[43mresiduals\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 54\u001B[39m \u001B[43m \u001B[49m\u001B[43mR0\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 55\u001B[39m \u001B[43m \u001B[49m\u001B[43mbounds\u001B[49m\u001B[43m=\u001B[49m\u001B[43m(\u001B[49m\u001B[32;43m1e-4\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[32;43m1e3\u001B[39;49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 56\u001B[39m \u001B[43m \u001B[49m\u001B[43margs\u001B[49m\u001B[43m=\u001B[49m\u001B[43m(\u001B[49m\u001B[43mtime\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_source\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_sink\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_sink_measured\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT0\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 57\u001B[39m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 59\u001B[39m R_estimated = result.x\n\u001B[32m 60\u001B[39m T3_fit = simulate_rc_network(time, T_source, T_sink, R_estimated, T0)\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\_lib\\_util.py:689\u001B[39m, in \u001B[36m_workers_wrapper..inner\u001B[39m\u001B[34m(*args, **kwds)\u001B[39m\n\u001B[32m 687\u001B[39m \u001B[38;5;28;01mwith\u001B[39;00m MapWrapper(_workers) \u001B[38;5;28;01mas\u001B[39;00m mf:\n\u001B[32m 688\u001B[39m kwargs[\u001B[33m'\u001B[39m\u001B[33mworkers\u001B[39m\u001B[33m'\u001B[39m] = mf\n\u001B[32m--> \u001B[39m\u001B[32m689\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mfunc\u001B[49m\u001B[43m(\u001B[49m\u001B[43m*\u001B[49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m*\u001B[49m\u001B[43m*\u001B[49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\optimize\\_lsq\\least_squares.py:926\u001B[39m, in \u001B[36mleast_squares\u001B[39m\u001B[34m(fun, x0, jac, bounds, method, ftol, xtol, gtol, x_scale, loss, f_scale, diff_step, tr_solver, tr_options, jac_sparsity, max_nfev, verbose, args, kwargs, callback, workers)\u001B[39m\n\u001B[32m 922\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34m_dummy_hess\u001B[39m(x, *args):\n\u001B[32m 923\u001B[39m \u001B[38;5;66;03m# we don't care about Hessian evaluations\u001B[39;00m\n\u001B[32m 924\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m x\n\u001B[32m--> \u001B[39m\u001B[32m926\u001B[39m vector_fun = \u001B[43mVectorFunction\u001B[49m\u001B[43m(\u001B[49m\n\u001B[32m 927\u001B[39m \u001B[43m \u001B[49m\u001B[43mfun_wrapped\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 928\u001B[39m \u001B[43m \u001B[49m\u001B[43mx0\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 929\u001B[39m \u001B[43m \u001B[49m\u001B[43mjac_wrapped\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 930\u001B[39m \u001B[43m \u001B[49m\u001B[43m_dummy_hess\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 931\u001B[39m \u001B[43m \u001B[49m\u001B[43mfinite_diff_rel_step\u001B[49m\u001B[43m=\u001B[49m\u001B[43mdiff_step\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 932\u001B[39m \u001B[43m \u001B[49m\u001B[43mfinite_diff_jac_sparsity\u001B[49m\u001B[43m=\u001B[49m\u001B[43mjac_sparsity\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 933\u001B[39m \u001B[43m \u001B[49m\u001B[43mfinite_diff_bounds\u001B[49m\u001B[43m=\u001B[49m\u001B[43mbounds\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 934\u001B[39m \u001B[43m \u001B[49m\u001B[43mworkers\u001B[49m\u001B[43m=\u001B[49m\u001B[43mworkers\u001B[49m\n\u001B[32m 935\u001B[39m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 936\u001B[39m \u001B[38;5;66;03m###########################################################################\u001B[39;00m\n\u001B[32m 938\u001B[39m f0 = vector_fun.fun(x0)\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\optimize\\_differentiable_functions.py:605\u001B[39m, in \u001B[36mVectorFunction.__init__\u001B[39m\u001B[34m(self, fun, x0, jac, hess, finite_diff_rel_step, finite_diff_jac_sparsity, finite_diff_bounds, sparse_jacobian, workers)\u001B[39m\n\u001B[32m 599\u001B[39m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[33m\"\u001B[39m\u001B[33mWhenever the Jacobian is estimated via \u001B[39m\u001B[33m\"\u001B[39m\n\u001B[32m 600\u001B[39m \u001B[33m\"\u001B[39m\u001B[33mfinite-differences, we require the Hessian to \u001B[39m\u001B[33m\"\u001B[39m\n\u001B[32m 601\u001B[39m \u001B[33m\"\u001B[39m\u001B[33mbe estimated using one of the quasi-Newton \u001B[39m\u001B[33m\"\u001B[39m\n\u001B[32m 602\u001B[39m \u001B[33m\"\u001B[39m\u001B[33mstrategies.\u001B[39m\u001B[33m\"\u001B[39m)\n\u001B[32m 604\u001B[39m \u001B[38;5;28mself\u001B[39m.fun_wrapped = _VectorFunWrapper(fun)\n\u001B[32m--> \u001B[39m\u001B[32m605\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43m_update_fun\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 607\u001B[39m \u001B[38;5;28mself\u001B[39m.v = np.zeros_like(\u001B[38;5;28mself\u001B[39m.f)\n\u001B[32m 608\u001B[39m \u001B[38;5;28mself\u001B[39m.m = \u001B[38;5;28mself\u001B[39m.v.size\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\optimize\\_differentiable_functions.py:698\u001B[39m, in \u001B[36mVectorFunction._update_fun\u001B[39m\u001B[34m(self)\u001B[39m\n\u001B[32m 696\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34m_update_fun\u001B[39m(\u001B[38;5;28mself\u001B[39m):\n\u001B[32m 697\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28mself\u001B[39m.f_updated:\n\u001B[32m--> \u001B[39m\u001B[32m698\u001B[39m \u001B[38;5;28mself\u001B[39m.f = \u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mfun_wrapped\u001B[49m\u001B[43m(\u001B[49m\u001B[43mxp_copy\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mx\u001B[49m\u001B[43m)\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 699\u001B[39m \u001B[38;5;28mself\u001B[39m._nfev += \u001B[32m1\u001B[39m\n\u001B[32m 700\u001B[39m \u001B[38;5;28mself\u001B[39m.f_updated = \u001B[38;5;28;01mTrue\u001B[39;00m\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\optimize\\_differentiable_functions.py:415\u001B[39m, in \u001B[36m_VectorFunWrapper.__call__\u001B[39m\u001B[34m(self, x)\u001B[39m\n\u001B[32m 413\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34m__call__\u001B[39m(\u001B[38;5;28mself\u001B[39m, x):\n\u001B[32m 414\u001B[39m \u001B[38;5;28mself\u001B[39m.nfev += \u001B[32m1\u001B[39m\n\u001B[32m--> \u001B[39m\u001B[32m415\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m np.atleast_1d(\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mfun\u001B[49m\u001B[43m(\u001B[49m\u001B[43mx\u001B[49m\u001B[43m)\u001B[49m)\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\optimize\\_lsq\\least_squares.py:263\u001B[39m, in \u001B[36m_WrapArgsKwargs.__call__\u001B[39m\u001B[34m(self, x)\u001B[39m\n\u001B[32m 262\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34m__call__\u001B[39m(\u001B[38;5;28mself\u001B[39m, x):\n\u001B[32m--> \u001B[39m\u001B[32m263\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mf\u001B[49m\u001B[43m(\u001B[49m\u001B[43mx\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m*\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m*\u001B[49m\u001B[43m*\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n", - "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[7]\u001B[39m\u001B[32m, line 44\u001B[39m, in \u001B[36mresiduals\u001B[39m\u001B[34m(R_guess, time, T_source, T_sink, T_sink_measured, T0)\u001B[39m\n\u001B[32m 43\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34mresiduals\u001B[39m(R_guess, time, T_source, T_sink, T_sink_measured, T0):\n\u001B[32m---> \u001B[39m\u001B[32m44\u001B[39m T3_simulated = \u001B[43msimulate_rc_network\u001B[49m\u001B[43m(\u001B[49m\u001B[43mtime\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_source\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_sink\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mR_guess\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT0\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 45\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m T3_simulated - T_sink_measured\n", - "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[7]\u001B[39m\u001B[32m, line 29\u001B[39m, in \u001B[36msimulate_rc_network\u001B[39m\u001B[34m(time, T_source, T_sink, R, T0, output)\u001B[39m\n\u001B[32m 27\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34msimulate_rc_network\u001B[39m(time, T_source, T_sink, R, T0, output=\u001B[32m2\u001B[39m):\n\u001B[32m 28\u001B[39m \u001B[38;5;66;03m# Interpolationsfunktionen für Quelle und Senke\u001B[39;00m\n\u001B[32m---> \u001B[39m\u001B[32m29\u001B[39m T_source_func = \u001B[43minterp1d\u001B[49m\u001B[43m(\u001B[49m\u001B[43mtime\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mT_source\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mkind\u001B[49m\u001B[43m=\u001B[49m\u001B[33;43m'\u001B[39;49m\u001B[33;43mlinear\u001B[39;49m\u001B[33;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mbounds_error\u001B[49m\u001B[43m=\u001B[49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mfill_value\u001B[49m\u001B[43m=\u001B[49m\u001B[33;43m\"\u001B[39;49m\u001B[33;43mextrapolate\u001B[39;49m\u001B[33;43m\"\u001B[39;49m\u001B[43m)\u001B[49m\n\u001B[32m 30\u001B[39m T_sink_func = interp1d(time, T_sink, kind=\u001B[33m'\u001B[39m\u001B[33mlinear\u001B[39m\u001B[33m'\u001B[39m, bounds_error=\u001B[38;5;28;01mFalse\u001B[39;00m, fill_value=\u001B[33m\"\u001B[39m\u001B[33mextrapolate\u001B[39m\u001B[33m\"\u001B[39m)\n\u001B[32m 32\u001B[39m sol = solve_ivp(\n\u001B[32m 33\u001B[39m fun=\u001B[38;5;28;01mlambda\u001B[39;00m t, T: rc_model(t, T, R, T_source_func, T_sink_func),\n\u001B[32m 34\u001B[39m t_span=(time[\u001B[32m0\u001B[39m], time[-\u001B[32m1\u001B[39m]),\n\u001B[32m (...)\u001B[39m\u001B[32m 37\u001B[39m method=\u001B[33m'\u001B[39m\u001B[33mRK45\u001B[39m\u001B[33m'\u001B[39m\n\u001B[32m 38\u001B[39m )\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\interpolate\\_interpolate.py:286\u001B[39m, in \u001B[36minterp1d.__init__\u001B[39m\u001B[34m(self, x, y, kind, axis, copy, bounds_error, fill_value, assume_sorted)\u001B[39m\n\u001B[32m 282\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34m__init__\u001B[39m(\u001B[38;5;28mself\u001B[39m, x, y, kind=\u001B[33m'\u001B[39m\u001B[33mlinear\u001B[39m\u001B[33m'\u001B[39m, axis=-\u001B[32m1\u001B[39m,\n\u001B[32m 283\u001B[39m copy=\u001B[38;5;28;01mTrue\u001B[39;00m, bounds_error=\u001B[38;5;28;01mNone\u001B[39;00m, fill_value=np.nan,\n\u001B[32m 284\u001B[39m assume_sorted=\u001B[38;5;28;01mFalse\u001B[39;00m):\n\u001B[32m 285\u001B[39m \u001B[38;5;250m \u001B[39m\u001B[33;03m\"\"\" Initialize a 1-D linear interpolation class.\"\"\"\u001B[39;00m\n\u001B[32m--> \u001B[39m\u001B[32m286\u001B[39m \u001B[43m_Interpolator1D\u001B[49m\u001B[43m.\u001B[49m\u001B[34;43m__init__\u001B[39;49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mx\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43my\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43maxis\u001B[49m\u001B[43m=\u001B[49m\u001B[43maxis\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 288\u001B[39m \u001B[38;5;28mself\u001B[39m.bounds_error = bounds_error \u001B[38;5;66;03m# used by fill_value setter\u001B[39;00m\n\u001B[32m 290\u001B[39m \u001B[38;5;66;03m# `copy` keyword semantics changed in NumPy 2.0, once that is\u001B[39;00m\n\u001B[32m 291\u001B[39m \u001B[38;5;66;03m# the minimum version this can use `copy=None`.\u001B[39;00m\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\interpolate\\_polyint.py:58\u001B[39m, in \u001B[36m_Interpolator1D.__init__\u001B[39m\u001B[34m(self, xi, yi, axis)\u001B[39m\n\u001B[32m 56\u001B[39m \u001B[38;5;28mself\u001B[39m.dtype = \u001B[38;5;28;01mNone\u001B[39;00m\n\u001B[32m 57\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m yi \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[32m---> \u001B[39m\u001B[32m58\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43m_set_yi\u001B[49m\u001B[43m(\u001B[49m\u001B[43myi\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mxi\u001B[49m\u001B[43m=\u001B[49m\u001B[43mxi\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43maxis\u001B[49m\u001B[43m=\u001B[49m\u001B[43maxis\u001B[49m\u001B[43m)\u001B[49m\n", - "\u001B[36mFile \u001B[39m\u001B[32m~\\Python_Projects\\StagePerformaceDocu\\.venv\\Lib\\site-packages\\scipy\\interpolate\\_polyint.py:128\u001B[39m, in \u001B[36m_Interpolator1D._set_yi\u001B[39m\u001B[34m(self, yi, xi, axis)\u001B[39m\n\u001B[32m 126\u001B[39m shape = (\u001B[32m1\u001B[39m,)\n\u001B[32m 127\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m xi \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m \u001B[38;5;129;01mand\u001B[39;00m shape[axis] != \u001B[38;5;28mlen\u001B[39m(xi):\n\u001B[32m--> \u001B[39m\u001B[32m128\u001B[39m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[33m\"\u001B[39m\u001B[33mx and y arrays must be equal in length along \u001B[39m\u001B[33m\"\u001B[39m\n\u001B[32m 129\u001B[39m \u001B[33m\"\u001B[39m\u001B[33minterpolation axis.\u001B[39m\u001B[33m\"\u001B[39m)\n\u001B[32m 131\u001B[39m \u001B[38;5;28mself\u001B[39m._y_axis = (axis % yi.ndim)\n\u001B[32m 132\u001B[39m \u001B[38;5;28mself\u001B[39m._y_extra_shape = yi.shape[:\u001B[38;5;28mself\u001B[39m._y_axis] + yi.shape[\u001B[38;5;28mself\u001B[39m._y_axis+\u001B[32m1\u001B[39m:]\n", - "\u001B[31mValueError\u001B[39m: x and y arrays must be equal in length along interpolation axis." - ] - } - ], - "execution_count": 7 + "outputs": [], + "execution_count": null }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-07-26T07:10:43.678051Z", - "start_time": "2025-07-26T07:10:43.296728Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "import numpy as np\n", @@ -910,51 +746,21 @@ "plt.show()" ], "id": "63ca5a1e9e3860c9", - "outputs": [ - { - "data": { - "text/plain": [ - "
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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Estimated A matrix:\n", - "[[-2.31598881e-01 -6.57158630e-01 2.06947596e-01]\n", - " [-5.03325247e-02 1.00419656e+00 7.25101257e-04]\n", - " [-8.36276655e-01 2.82292796e-01 1.04725353e+00]]\n", - "[ 6.27697777 9.18971239 69.07482423]\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 8 + "outputs": [], + "execution_count": null }, { "metadata": { "ExecuteTime": { - "end_time": "2025-09-09T08:25:48.222438Z", - "start_time": "2025-09-09T08:25:48.217863Z" + "end_time": "2025-09-09T10:46:27.431926Z", + "start_time": "2025-09-09T10:46:27.429389Z" } }, "cell_type": "code", "source": [ "import sys\n", + "\n", + "\n", "print(sys.path)" ], "id": "6d7945daad3f0dac", @@ -967,15 +773,15 @@ ] } ], - "execution_count": 3 + "execution_count": 1 }, { "metadata": {}, "cell_type": "code", - "outputs": [], - "execution_count": null, "source": "", - "id": "5af6c111e040d82d" + "id": "5af6c111e040d82d", + "outputs": [], + "execution_count": null } ], "metadata": {