--- a +++ b/Analysis/visualize_kinematics.ipynb @@ -0,0 +1,454 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "8fb875bc-2e2a-4e68-9118-784b6a782eac", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pickle\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from matplotlib.pyplot import figure\n", + "from sklearn.metrics import mean_squared_error as MSE\n", + "\n", + "import sys\n", + "sys.path.insert(0, '../')\n", + "sys.path.insert(0, '../SAC/')\n", + "import kinematics_preprocessing_specs\n", + "\n", + "import config\n", + "\n", + "parser = config.config_parser()\n", + "args, unknown = parser.parse_known_args()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c0adf98d-7376-4443-81c3-58b3d75a2b95", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#Select the target/marker for which to visualize the kinematics\n", + "marker= 0" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e158fcc4-caa9-4ef9-bd47-8893742f8cdc", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['emg', 'rnn_activity', 'rnn_input', 'rnn_input_fp', 'kinematics_mbodies', 'kinematics_mtargets'])\n" + ] + } + ], + "source": [ + "#Load the test data of usim\n", + "with open('../test_data/test_data.pkl', 'rb') as file:\n", + " test_data = pickle.load(file)\n", + " \n", + "print(test_data.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9d566d37-3be9-4d1d-8e22-27b5f99353cb", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#Get the timepoints of each condition per cycle\n", + "with open('../kinematics_data/kinematics.pkl', 'rb') as file:\n", + " kin_train_test = pickle.load(file)\n", + " \n", + "kin_train = kin_train_test['train']\n", + "kin_test = kin_train_test['test']\n", + "\n", + "#First update the keys of self.kin_test\n", + "for cond in range(len(kin_test)):\n", + " kin_test[len(kin_train) + cond] = kin_test.pop(cond)\n", + " \n", + "kin = kin_train.copy()\n", + "kin.update(kin_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "12886d90-40a4-471c-b4d0-6c1a7fbbecf6", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "conds = [kin[cond].shape[-1] for cond in range(len(kin))]\n", + "total_conds = len(conds)\n", + "\n", + "#Select the cycle for each condition (training conditions followed by testing): 0 for 1st cycle and so on\n", + "#The number of elements should be equal to num_train_conditions + num_test_conditions\n", + "cycles = [3, 3, 3, 3, 3, 3]\n", + "\n", + "#Number of fixedsteps in the start of each condition\n", + "n_fixedsteps= args.n_fixedsteps" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "fd361d34-30ed-4001-bb36-b75d5ec45037", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(702, 3)\n", + "(803, 3)\n", + "(932, 3)\n", + "(1319, 3)\n", + "(619, 3)\n", + "(1106, 3)\n" + ] + } + ], + "source": [ + "#Load the usim kinematics\n", + "kin_agent = []\n", + "\n", + "for idx, cond_kin in test_data['kinematics_mbodies'].items():\n", + " kin_agent_cond = cond_kin\n", + " kin_agent_cond = kin_agent_cond[marker, n_fixedsteps + cycles[idx] * conds[idx] : n_fixedsteps + (cycles[idx]+1) * conds[idx], :]\n", + " print(kin_agent_cond.shape)\n", + " kin_agent.append(kin_agent_cond[:, :])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b03560a1-7ff9-4ff9-a01e-e0ced1cf5185", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(702, 3)\n", + "(803, 3)\n", + "(932, 3)\n", + "(1319, 3)\n", + "(619, 3)\n", + "(1106, 3)\n" + ] + } + ], + "source": [ + "#Load the usim simulated/target kinematics\n", + "kin_sim = []\n", + "\n", + "for idx, cond_kin in test_data['kinematics_mtargets'].items():\n", + " kin_sim_cond = cond_kin\n", + " kin_sim_cond = kin_sim_cond[marker, n_fixedsteps + cycles[idx] * conds[idx] : n_fixedsteps + (cycles[idx]+1) * conds[idx], :]\n", + " print(kin_sim_cond.shape)\n", + " kin_sim.append(kin_sim_cond[:, :])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "240abf88-3f7d-46e6-9c2e-bead3bd015be", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE for COND 0: 8.255216372422502e-06\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1600x400 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE for COND 1: 5.8616154378684696e-06\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1600x400 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE for COND 2: 4.569150543283164e-06\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1600x400 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE for COND 3: 4.377522215212467e-06\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1600x400 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE for COND 4: 1.2092028854259684e-05\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1600x400 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE for COND 5: 4.128065094810159e-06\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1600x400 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for cond in range(len(kin_agent)):\n", + " figure(figsize=(20, 5), dpi=80)\n", + " \n", + " MSE_cond = 0\n", + " for coord in range(kin_agent[cond].shape[-1]):\n", + " \n", + " plt.subplot(1, kin_agent[cond].shape[-1], coord+1)\n", + " plt.plot(kin_sim[cond][:, coord], '--', label= 'Target')\n", + " plt.plot(kin_agent[cond][:, coord], label= 'Achieved')\n", + " \n", + " MSE_coord = MSE(kin_sim[cond][:, coord], kin_agent[cond][:, coord])\n", + " \n", + " plt.title(f'Kinematics for COND{cond+1} MARKER{marker} \\n MSE{MSE_coord}')\n", + " \n", + " #omit the z coord for MSE calculations\n", + " if coord != 1:\n", + " MSE_cond += MSE_coord\n", + " \n", + " print(f'MSE for COND {cond}: ', MSE_cond/2)\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "05f9edfb-ee9b-41c1-bc1e-8b134fa0c491", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Now plot the kinematics for all training conditions together\n", + "\n", + "plt.figure(figsize= (10, 10));\n", + "\n", + "for cond in range(len(kin_train)):\n", + " for coord in range((kin_agent[cond].shape[-1])):\n", + " \n", + " if coord != 1:\n", + " \n", + " kin_agent_coord = kin_agent[cond][:, coord]\n", + " kin_sim_coord = kin_sim[cond][:, coord]\n", + " \n", + " #Normalize for pretty display\n", + " norm_factor = np.min(kin_sim_coord) + np.ptp(kin_sim_coord)/2\n", + " \n", + " kin_agent_coord = (kin_agent_coord - norm_factor)\n", + " kin_sim_coord = (kin_sim_coord - norm_factor)\n", + " \n", + " if coord == 0:\n", + " col=(0/255, 191/255, 255/255)\n", + " else:\n", + " col=(205/255, 133/255, 63/255) \n", + " \n", + " plt.plot(kin_agent_coord - cond*0.1, '-', linewidth= 1.5, c=col)\n", + " plt.plot(kin_sim_coord - cond*0.1, '--', linewidth= 1.5, c=col)\n", + "\n", + "plt.xticks([])\n", + "plt.yticks([])\n", + "\n", + "plt.title('Kinematics for Training Conditions')\n", + "plt.legend(['Achieved', 'Target'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "af114354-3b52-4de5-9ed3-56ff2b51753f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Now plot the kinematics for all testing conditions together\n", + "\n", + "plt.figure(figsize= (10, 10));\n", + "\n", + "for cond in range(len(kin_test)):\n", + " for coord in range((kin_agent[cond+len(kin_train)].shape[-1])):\n", + " \n", + " if coord != 1:\n", + " \n", + " kin_agent_coord = kin_agent[cond+len(kin_train)][:, coord]\n", + " kin_sim_coord = kin_sim[cond+len(kin_train)][:, coord]\n", + " \n", + " #Normalize for pretty display\n", + " norm_factor = np.min(kin_sim_coord) + np.ptp(kin_sim_coord)/2\n", + " \n", + " kin_agent_coord = (kin_agent_coord - norm_factor)\n", + " kin_sim_coord = (kin_sim_coord - norm_factor)\n", + " \n", + " if coord == 0:\n", + " col=(0/255, 191/255, 255/255)\n", + " else:\n", + " col=(205/255, 133/255, 63/255) \n", + " \n", + " plt.plot(kin_agent_coord - cond*0.1, '-', linewidth= 1.5, c=col)\n", + " plt.plot(kin_sim_coord - cond*0.1, '--', linewidth= 1.5, c=col)\n", + "\n", + "plt.xticks([])\n", + "plt.yticks([])\n", + "\n", + "plt.title('Kinematics for Testing Conditions')\n", + "plt.legend(['Achieved', 'Target'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "430e2cbb-323b-46b8-b8e9-1b670035e9ff", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6419caba-91fe-4e9f-b58f-abddd205aaf5", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}