{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `mcsm-benchs`: Querying Signal class attributes for more versatile benchmarks\n", "\n", "The `SignalBank` class encapsulates the signal generation code and yields a dictionary with a number of signals. In order to access those signals, the keys of this dictionary are called `signal_id`. The constructor simply takes the number `N` of samples of the desired signals.\n", "\n", "Within the `Benchmark` class, the signals obtained from the `SignalBank` class are given as objects of another custom class called `Signal`.\n", "This class behaves like a regular `numpy` array, but it also comprises a series of attributes of the signal that some methods might need. Moreover, benchmarks can be built to estimate these quantities as well.\n", "\n", "Let's see some examples." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy.signal as sg\n", "from numpy import pi as pi\n", "from matplotlib import pyplot as plt\n", "from mcsm_benchs.SignalBank import SignalBank\n", "from mcsm_benchs.Benchmark import Benchmark\n", "from mcsm_benchs.ResultsInterpreter import ResultsInterpreter\n", "from utils import get_stft\n", "\n", "# plt.rcParams['image.cmap'] = 'binary'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set the length of the signals to generate\n", "N = 1024\n", "\n", "# The second parameter makes it return objects of the Signal class\n", "signal_bank = SignalBank(N=N, return_signal=True) \n", "signal_dic = signal_bank.generate_signal_dict()\n", "\n", "# Select three signals as examples:\n", "signal_ids = ['McDampedCos','McSyntheticMixture', 'McOnOff2']\n", "\n", "# Plot the spectrograms of some signals:\n", "fig, ax = plt.subplots(1, 3, layout='tight', figsize=(9,3))\n", "\n", "for i,signal_id in enumerate(signal_ids):\n", " signal = signal_dic[signal_id]\n", " S = np.abs(get_stft(signal))**2\n", " idx = np.unravel_index(i, ax.shape)\n", " ax[idx].imshow(S, origin = 'lower',aspect='auto')\n", " ax[idx].set_title('signal_id = '+ signal_id)\n", " ax[idx].set_xticks([],[])\n", " ax[idx].set_xlabel('time')\n", " ax[idx].set_yticks([])\n", " ax[idx].set_ylabel('frequency')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now query a `Signal` instance to obtain:\n", "- Total number of components\n", "- Number of components at each time instant\n", "- Instantaneous frequency of each component\n", "- Each individual component" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of components: 4\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "signal_1 = signal_dic[signal_ids[2]]\n", "print('Total number of components: {}'.format(signal_1.total_comps))\n", "\n", "fig, axs = plt.subplots(2, 1, layout='tight', figsize=(2.2,4))\n", "S = np.abs(get_stft(signal_1))\n", "axs[0].imshow(S, origin = 'lower',aspect='auto')\n", "# axs[0].set_title('signal_id = '+ signal_ids[2])\n", "axs[0].set_title('Synthetic Signal', fontsize=8)\n", "axs[0].set_xticks([],[])\n", "# axs[0].set_xlabel('time')\n", "axs[0].set_yticks([])\n", "axs[0].set_ylabel('frequency',fontsize=7)\n", "\n", "# Plot the instantaneous frequencies on top\n", "# for instafreq in signal_1.instf:\n", "# axs[0].plot(instafreq*2*N,'--')\n", "\n", "axs[1].plot(signal_1.ncomps)\n", "axs[1].set_xlabel('time', fontsize=7)\n", "axs[1].set_ylabel('# of components',fontsize=7)\n", "axs[1].set_ylim([0,3.2])\n", "axs[1].set_yticks([0,1,2,3])\n", "axs[1].set_xticks([],[])\n", "\n", "\n", "# fig.savefig('signals_ncomps.pdf',dpi=900, transparent=False,bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also get the separated components of a signal" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Total number of components: 3\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "signal_2 = signal_dic[signal_ids[1]]\n", "print(type(signal_2))\n", "print('Total number of components: {}'.format(signal_2.total_comps))\n", "\n", "# Plot the spectrograms of some signals:\n", "fig, ax = plt.subplots(2, 2, sharex=True,sharey=True, layout='tight', figsize=(4,4))\n", "idx = np.unravel_index(0, ax.shape)\n", "S = np.abs(get_stft(signal_2))\n", "ax[idx].imshow(S, origin = 'lower',aspect='auto')\n", "ax[idx].set_title('Synthetic Signal',fontsize=8)\n", "ax[idx].set_xticks([],[])\n", "ax[idx].set_xlabel('time', fontsize=7)\n", "ax[idx].set_yticks([])\n", "ax[idx].set_ylabel('frequency', fontsize=7)\n", "\n", "\n", "for i in range(1,signal_2.total_comps+1):\n", " component = signal_2.comps[i-1]\n", " S = np.abs(get_stft(component))\n", " idx = np.unravel_index(i, ax.shape) \n", " ax[idx].imshow(S, origin = 'lower',aspect='auto')\n", " ax[idx].set_title('Component {} - IF'.format(i),fontsize=8)\n", " ax[idx].set_xticks([],[])\n", " ax[idx].set_xlabel('time', fontsize=7)\n", " ax[idx].set_yticks([])\n", " if np.mod(i,2)==0:\n", " ax[idx].set_ylabel('frequency', fontsize=7)\n", " ax[idx].plot(signal_2.instf[i-1]*2*N,'r--') \n", "\n", "# fig.savefig('signals_ifs.pdf',dpi=900, transparent=False,bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Benchmarking a component counting method" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running benchmark...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2/2 [00:00<00:00, 1592.37it/s]\n", "100%|██████████| 2/2 [00:00<00:00, 1758.25it/s]\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "methods = {'fun1': lambda x,*args,**kwargs: 4,\n", " 'fun2': lambda x,*args,**kwargs: x.total_comps,\n", " }\n", "\n", "perf_fun = {'Error': lambda x, x_hat, *args, **kwargs: x.total_comps-x_hat,}\n", "\n", "\n", "benchmark = Benchmark(task = 'misc',\n", " methods = methods,\n", " N = 256, \n", " SNRin = [10,20], \n", " repetitions = 3,\n", " obj_fun=perf_fun,\n", " signal_ids=['LinearChirp', 'CosChirp',],\n", " verbosity=0, \n", " parallelize=False,\n", " )\n", " \n", "benchmark.run() # Run the test. my_results is a dictionary with the results for each of the variables of the simulation.\n", "benchmark.save_to_file('saved_benchmark') # Save the benchmark to a file.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "Method", "rawType": "object", "type": "string" }, { "name": "Parameter", "rawType": "object", "type": "string" }, { "name": "Signal_id", "rawType": "object", "type": "string" }, { "name": "Repetition", "rawType": "int64", "type": "integer" }, { "name": "10", "rawType": "int64", "type": "integer" }, { "name": "20", "rawType": "int64", "type": "integer" } ], "conversionMethod": "pd.DataFrame", "ref": "20a6689a-9583-4f31-b2c6-3c6f7db2417d", "rows": [ [ "6", "fun1", "((), {})", "CosChirp", "0", "-3", "-3" ], [ "7", "fun1", "((), {})", "CosChirp", "1", "-3", "-3" ], [ "8", "fun1", "((), {})", "CosChirp", "2", "-3", "-3" ], [ "0", "fun1", "((), {})", "LinearChirp", "0", "-3", "-3" ], [ "1", "fun1", "((), {})", "LinearChirp", "1", "-3", "-3" ], [ "2", "fun1", "((), {})", "LinearChirp", "2", "-3", "-3" ], [ "9", "fun2", "((), {})", "CosChirp", "0", "0", "0" ], [ "10", "fun2", "((), {})", "CosChirp", "1", "0", "0" ], [ "11", "fun2", "((), {})", "CosChirp", "2", "0", "0" ], [ "3", "fun2", "((), {})", "LinearChirp", "0", "0", "0" ], [ "4", "fun2", "((), {})", "LinearChirp", "1", "0", "0" ], [ "5", "fun2", "((), {})", "LinearChirp", "2", "0", "0" ] ], "shape": { "columns": 6, "rows": 12 } }, "text/html": [ "
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MethodParameterSignal_idRepetition1020
6fun1((), {})CosChirp0-3-3
7fun1((), {})CosChirp1-3-3
8fun1((), {})CosChirp2-3-3
0fun1((), {})LinearChirp0-3-3
1fun1((), {})LinearChirp1-3-3
2fun1((), {})LinearChirp2-3-3
9fun2((), {})CosChirp000
10fun2((), {})CosChirp100
11fun2((), {})CosChirp200
3fun2((), {})LinearChirp000
4fun2((), {})LinearChirp100
5fun2((), {})LinearChirp200
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" ], "text/plain": [ " Method Parameter Signal_id Repetition 10 20\n", "6 fun1 ((), {}) CosChirp 0 -3 -3\n", "7 fun1 ((), {}) CosChirp 1 -3 -3\n", "8 fun1 ((), {}) CosChirp 2 -3 -3\n", "0 fun1 ((), {}) LinearChirp 0 -3 -3\n", "1 fun1 ((), {}) LinearChirp 1 -3 -3\n", "2 fun1 ((), {}) LinearChirp 2 -3 -3\n", "9 fun2 ((), {}) CosChirp 0 0 0\n", "10 fun2 ((), {}) CosChirp 1 0 0\n", "11 fun2 ((), {}) CosChirp 2 0 0\n", "3 fun2 ((), {}) LinearChirp 0 0 0\n", "4 fun2 ((), {}) LinearChirp 1 0 0\n", "5 fun2 ((), {}) LinearChirp 2 0 0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "benchmark = Benchmark.load_benchmark('saved_benchmark')\n", "results_df = benchmark.get_results_as_df() # This formats the results on a DataFrame\n", "results_df" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.10.12" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }