From f9281016c33a4cd0e3abe862de9864b6c9c57237 Mon Sep 17 00:00:00 2001 From: didihou <didi.hou@rwth-aachen.de> Date: Thu, 14 Sep 2023 17:00:05 +0200 Subject: [PATCH] / --- ...visualize_time_ave_pop_rates-checkpoint.py | 4 +- .../M2E_visualize_time_ave_pop_rates.py | 4 +- .../compute_synaptic_input-checkpoint.py | 99 ++++++ multi-area-model.ipynb | 308 ++---------------- 4 files changed, 138 insertions(+), 277 deletions(-) create mode 100644 figures/Schmidt2018_dyn/.ipynb_checkpoints/compute_synaptic_input-checkpoint.py diff --git a/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_time_ave_pop_rates-checkpoint.py b/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_time_ave_pop_rates-checkpoint.py index 120d17b..a41ce8b 100644 --- a/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_time_ave_pop_rates-checkpoint.py +++ b/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_time_ave_pop_rates-checkpoint.py @@ -1,5 +1,5 @@ -### 3.3 Time-averaged population rates <a class="anchor" id="section_4_3"></a> -An overview over time-averaged population rates encoded in colors with areas along x-axis and populations along y-axis. +# Time-averaged population rates +# An overview over time-averaged population rates encoded in colors with areas along x-axis and populations along y-axis. # def plot_time_averaged_population_rates(M, A): # A.show_rates() diff --git a/figures/MAM2EBRAINS/M2E_visualize_time_ave_pop_rates.py b/figures/MAM2EBRAINS/M2E_visualize_time_ave_pop_rates.py index 120d17b..a41ce8b 100644 --- a/figures/MAM2EBRAINS/M2E_visualize_time_ave_pop_rates.py +++ b/figures/MAM2EBRAINS/M2E_visualize_time_ave_pop_rates.py @@ -1,5 +1,5 @@ -### 3.3 Time-averaged population rates <a class="anchor" id="section_4_3"></a> -An overview over time-averaged population rates encoded in colors with areas along x-axis and populations along y-axis. +# Time-averaged population rates +# An overview over time-averaged population rates encoded in colors with areas along x-axis and populations along y-axis. # def plot_time_averaged_population_rates(M, A): # A.show_rates() diff --git a/figures/Schmidt2018_dyn/.ipynb_checkpoints/compute_synaptic_input-checkpoint.py b/figures/Schmidt2018_dyn/.ipynb_checkpoints/compute_synaptic_input-checkpoint.py new file mode 100644 index 0000000..75958d8 --- /dev/null +++ b/figures/Schmidt2018_dyn/.ipynb_checkpoints/compute_synaptic_input-checkpoint.py @@ -0,0 +1,99 @@ +import correlation_toolbox.helper as ch +import correlation_toolbox.correlation_analysis as corr +import json +import numpy as np +import os +import sys + +from multiarea_model.multiarea_model import MultiAreaModel + +data_path = sys.argv[1] +label = sys.argv[2] +area = sys.argv[3] + + +load_path = os.path.join(data_path, + label, + 'Analysis', + 'rate_time_series_full') +save_path = os.path.join(data_path, + label, + 'Analysis', + 'synaptic_input') + +with open(os.path.join(data_path, label, 'custom_params_{}'.format(label)), 'r') as f: + sim_params = json.load(f) +T = sim_params['T'] + + +""" +Create MultiAreaModel instance to have access to data structures +""" +connection_params = {'g': -11., + 'cc_weights_factor': sim_params['cc_weights_factor'], + 'cc_weights_I_factor': sim_params['cc_weights_I_factor'], + 'K_stable': '../SchueckerSchmidt2017/K_prime_original.npy'} +network_params = {'connection_params': connection_params} +M = MultiAreaModel(network_params) + + +""" +Synaptic filtering kernel +""" +t = np.arange(0., 20., 1.) +tau_syn = M.params['neuron_params']['single_neuron_dict']['tau_syn_ex'] +kernel = np.exp(-t / tau_syn) + + +""" +Load rate time series +""" +rate_time_series = {} +for source_area in M.area_list: + rate_time_series[source_area] = {} + for source_pop in M.structure[source_area]: + fn = os.path.join(load_path, + 'rate_time_series_full_{}_{}.npy'.format(source_area, source_pop)) + dat = np.load(fn) + rate_time_series[source_area][source_pop] = dat + + +synaptic_input_list = [] +N_list = [] +for pop in M.structure[area]: + time_series = np.zeros(int((sim_params['T'] - 500.))) + for source_area in M.area_list: + for source_pop in M.structure[source_area]: + weight = M.W[area][pop][source_area][source_pop] + time_series += (rate_time_series[source_area][source_pop] * + abs(weight) * + M.K[area][pop][source_area][source_pop]) + syn_current = np.convolve(kernel, time_series, mode='same') + synaptic_input_list.append(syn_current) + N_list.append(M.N[area][pop]) + + fp = '_'.join(('synaptic_input', + area, + pop)) + try: + os.mkdir(save_path) + except FileExistsError: + pass + np.save('{}/{}.npy'.format(save_path, fp), syn_current) + +synaptic_input_list = np.array(synaptic_input_list) +area_time_series = np.average(synaptic_input_list, axis=0, weights=N_list) + +fp = '_'.join(('synaptic_input', + area)) +np.save('{}/{}.npy'.format(save_path, fp), area_time_series) + +par = {'areas': M.area_list, + 'pops': 'complete', + 'resolution': 1., + 't_min': 500., + 't_max': T} +fp = '_'.join(('synaptic_input', + 'Parameters.json')) +with open('{}/{}'.format(save_path, fp), 'w') as f: + json.dump(par, f) diff --git a/multi-area-model.ipynb b/multi-area-model.ipynb index 48468b7..e401180 100644 --- a/multi-area-model.ipynb +++ b/multi-area-model.ipynb @@ -118,6 +118,17 @@ " Type 'nest.help()' to find out more about NEST.\n", "\n" ] + }, + { + "ename": "SyntaxError", + "evalue": "invalid syntax (M2E_visualize_time_ave_pop_rates.py, line 2)", + "output_type": "error", + "traceback": [ + "Traceback \u001b[0;36m(most recent call last)\u001b[0m:\n", + "\u001b[0m File \u001b[1;32m/srv/main-spack-instance-2305/spack/var/spack/environments/ebrains-23-06/.spack-env/view/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3378\u001b[0m in \u001b[1;35mrun_code\u001b[0m\n exec(code_obj, self.user_global_ns, self.user_ns)\u001b[0m\n", + "\u001b[0;36m Cell \u001b[0;32mIn [2], line 17\u001b[0;36m\n\u001b[0;31m from M2E_visualize_time_ave_pop_rates import plot_time_averaged_population_rates\u001b[0;36m\n", + "\u001b[0;36m File \u001b[0;32m~/MAM2EBRAINS/./figures/MAM2EBRAINS/M2E_visualize_time_ave_pop_rates.py:2\u001b[0;36m\u001b[0m\n\u001b[0;31m An overview over time-averaged population rates encoded in colors with areas along x-axis and populations along y-axis.\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] } ], "source": [ @@ -143,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "7e07b0d0", "metadata": { "tags": [] @@ -156,28 +167,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "1d440c07-9b69-4e52-8573-26b13493bc5a", "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "<style>\n", - "table {float:left}\n", - "</style>\n" - ], - "text/plain": [ - "<IPython.core.display.HTML object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Jupyter notebook display format setting\n", "style = \"\"\"\n", @@ -248,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "60265d52", "metadata": {}, "outputs": [], @@ -285,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "6e4bed8d", "metadata": {}, "outputs": [], @@ -368,55 +363,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "ab25f9f8", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initializing network from dictionary.\n", - "RAND_DATA_LABEL 3493\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Error in library(\"aod\") : there is no package called ‘aod’\n", - "Execution halted\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No R installation or IndexError, taking hard-coded SLN fit parameters.\n", - "\n", - "\n", - "========================================\n", - "Customized parameters\n", - "--------------------\n", - "{'K_scaling': 0.005,\n", - " 'N_scaling': 0.005,\n", - " 'connection_params': {'K_stable': 'K_stable.npy',\n", - " 'av_indegree_V1': 3950.0,\n", - " 'fac_nu_ext_5E': 1.125,\n", - " 'fac_nu_ext_6E': 1.41666667,\n", - " 'fac_nu_ext_TH': 1.2,\n", - " 'g': -11.0,\n", - " 'replace_non_simulated_areas': 'het_poisson_stat'},\n", - " 'fullscale_rates': 'tests/fullscale_rates.json',\n", - " 'input_params': {'rate_ext': 10.0},\n", - " 'neuron_params': {'V0_mean': -150.0, 'V0_sd': 50.0}}\n", - "========================================\n", - "Simulation label: 27d81076e6d6e9e591684be053078477\n", - "Copied files.\n", - "Initialized simulation class.\n" - ] - } - ], + "outputs": [], "source": [ "# %%capture captured\n", "M = MultiAreaModel(network_params, \n", @@ -436,19 +386,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "6a7ddf0e", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration: 0\n", - "Mean-field theory predicts an average firing rate of 29.588 spikes/s across all populations.\n" - ] - } - ], + "outputs": [], "source": [ "p, r = M.theory.integrate_siegert()\n", "print(\"Mean-field theory predicts an average \"\n", @@ -473,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "6316ac24", "metadata": {}, "outputs": [], @@ -489,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "8408d463-557b-481b-afc1-5fbbbd67306d", "metadata": {}, "outputs": [], @@ -506,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "445a722a", "metadata": {}, "outputs": [], @@ -523,53 +464,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "05512922-26e5-425f-90a4-0df7c2279ccf", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initializing network from dictionary.\n", - "RAND_DATA_LABEL 5966\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Error in library(\"aod\") : there is no package called ‘aod’\n", - "Execution halted\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No R installation or IndexError, taking hard-coded SLN fit parameters.\n", - "\n", - "\n", - "========================================\n", - "Customized parameters\n", - "--------------------\n", - "{}\n", - "========================================\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x476.769 with 4 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "visualize_interareal_connectivity(M)" ] @@ -604,85 +502,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "15778e9c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Prepared simulation in 0.01 seconds.\n", - "Rank 0: created area V1 with 0 local nodes\n", - "Memory after V1 : 1515.59 MB\n", - "Rank 0: created area V2 with 0 local nodes\n", - "Memory after V2 : 1542.18 MB\n", - "Rank 0: created area VP with 0 local nodes\n", - "Memory after VP : 1571.39 MB\n", - "Rank 0: created area V3 with 0 local nodes\n", - "Memory after V3 : 1599.67 MB\n", - "Rank 0: created area V3A with 0 local nodes\n", - "Memory after V3A : 1619.49 MB\n", - "Rank 0: created area MT with 0 local nodes\n", - "Memory after MT : 1645.14 MB\n", - "Rank 0: created area V4t with 0 local nodes\n", - "Memory after V4t : 1670.02 MB\n", - "Rank 0: created area V4 with 0 local nodes\n", - "Memory after V4 : 1697.09 MB\n", - "Rank 0: created area VOT with 0 local nodes\n", - "Memory after VOT : 1721.49 MB\n", - "Rank 0: created area MSTd with 0 local nodes\n", - "Memory after MSTd : 1741.67 MB\n", - "Rank 0: created area PIP with 0 local nodes\n", - "Memory after PIP : 1763.16 MB\n", - "Rank 0: created area PO with 0 local nodes\n", - "Memory after PO : 1784.51 MB\n", - "Rank 0: created area DP with 0 local nodes\n", - "Memory after DP : 1804.80 MB\n", - "Rank 0: created area MIP with 0 local nodes\n", - "Memory after MIP : 1826.41 MB\n", - "Rank 0: created area MDP with 0 local nodes\n", - "Memory after MDP : 1847.75 MB\n", - "Rank 0: created area VIP with 0 local nodes\n", - "Memory after VIP : 1869.72 MB\n", - "Rank 0: created area LIP with 0 local nodes\n", - "Memory after LIP : 1893.66 MB\n", - "Rank 0: created area PITv with 0 local nodes\n", - "Memory after PITv : 1918.97 MB\n", - "Rank 0: created area PITd with 0 local nodes\n", - "Memory after PITd : 1944.14 MB\n", - "Rank 0: created area MSTl with 0 local nodes\n", - "Memory after MSTl : 1965.46 MB\n", - "Rank 0: created area CITv with 0 local nodes\n", - "Memory after CITv : 1984.27 MB\n", - "Rank 0: created area CITd with 0 local nodes\n", - "Memory after CITd : 2003.59 MB\n", - "Rank 0: created area FEF with 0 local nodes\n", - "Memory after FEF : 2024.96 MB\n", - "Rank 0: created area TF with 0 local nodes\n", - "Memory after TF : 2040.60 MB\n", - "Rank 0: created area AITv with 0 local nodes\n", - "Memory after AITv : 2063.30 MB\n", - "Rank 0: created area FST with 0 local nodes\n", - "Memory after FST : 2080.03 MB\n", - "Rank 0: created area 7a with 0 local nodes\n", - "Memory after 7a : 2101.23 MB\n", - "Rank 0: created area STPp with 0 local nodes\n", - "Memory after STPp : 2119.98 MB\n", - "Rank 0: created area STPa with 0 local nodes\n", - "Memory after STPa : 2139.11 MB\n", - "Rank 0: created area 46 with 0 local nodes\n", - "Memory after 46 : 2154.44 MB\n", - "Rank 0: created area AITd with 0 local nodes\n", - "Memory after AITd : 2177.02 MB\n", - "Rank 0: created area TH with 0 local nodes\n", - "Memory after TH : 2189.72 MB\n", - "Created areas and internal connections in 2.30 seconds.\n", - "Created cortico-cortical connections in 22.81 seconds.\n", - "Simulated network in 82.60 seconds.\n" - ] - } - ], + "outputs": [], "source": [ "# %%capture captured\n", "# run the simulation, depending on the model parameter and downscale ratio, the running time varies largely.\n", @@ -709,18 +532,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "c1d7aa61-e85a-4e6a-9e01-e018413a572b", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "loading spikes\n" - ] - } - ], + "outputs": [], "source": [ "# Instantiate an analysis class and load spike data\n", "A = Analysis(network=M, \n", @@ -741,23 +556,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "bea30fc8", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x476.769 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_instan_mean_firing_rate(M)" ] @@ -784,39 +586,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "ae19bcc3", "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading data from file\n", - "Loading data from file\n", - "Computing rate time series done\n", - "Loading data from file\n", - "Computing synchrony done\n", - "pop_LvR\n", - "pop_rates\n", - "synchrony\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x635.692 with 10 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Choose 3 areas from the complete_area_list to show their sipking activity\n", "# By default, it's set as ['V1', 'V2', 'FEF']\n", @@ -837,23 +612,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "721d1f03-df25-468d-8075-a807025a9c58", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_time_averaged_population_rates(A)" ] -- GitLab