From f73c9dbf80512c8a9eef534f233420332f3f8594 Mon Sep 17 00:00:00 2001
From: didihou <didi.hou@rwth-aachen.de>
Date: Mon, 14 Aug 2023 09:28:59 +0200
Subject: [PATCH] /
---
.../multi-area-model-checkpoint.ipynb | 131590 +--------------
multi-area-model.ipynb | 131590 +--------------
2 files changed, 50 insertions(+), 263130 deletions(-)
diff --git a/.ipynb_checkpoints/multi-area-model-checkpoint.ipynb b/.ipynb_checkpoints/multi-area-model-checkpoint.ipynb
index 268de33..146d3ba 100644
--- a/.ipynb_checkpoints/multi-area-model-checkpoint.ipynb
+++ b/.ipynb_checkpoints/multi-area-model-checkpoint.ipynb
@@ -44,7 +44,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "9b985084",
"metadata": {},
"outputs": [],
@@ -69,32 +69,10 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "96517739",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- " -- N E S T --\n",
- " Copyright (C) 2004 The NEST Initiative\n",
- "\n",
- " Version: 3.4\n",
- " Built: May 17 2023 20:48:31\n",
- "\n",
- " This program is provided AS IS and comes with\n",
- " NO WARRANTY. See the file LICENSE for details.\n",
- "\n",
- " Problems or suggestions?\n",
- " Visit https://www.nest-simulator.org\n",
- "\n",
- " Type 'nest.help()' to find out more about NEST.\n",
- "\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
@@ -109,20 +87,10 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "7e07b0d0",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Requirement already satisfied: nested_dict in /srv/main-spack-instance-2302/spack/var/spack/environments/ebrains-23-02/.spack-env/._view/6axslmv6jvf4v2nte3uwlayg4vhsjoha/lib/python3.8/site-packages (1.61)\n",
- "Requirement already satisfied: dicthash in /srv/main-spack-instance-2302/spack/var/spack/environments/ebrains-23-02/.spack-env/._view/6axslmv6jvf4v2nte3uwlayg4vhsjoha/lib/python3.8/site-packages (0.0.2)\n",
- "Requirement already satisfied: future in /srv/main-spack-instance-2302/spack/var/spack/environments/ebrains-23-02/.spack-env/._view/6axslmv6jvf4v2nte3uwlayg4vhsjoha/lib/python3.8/site-packages (from dicthash) (0.18.2)\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"!pip install nested_dict dicthash"
]
@@ -139,28 +107,12 @@
},
{
"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": [
"# specify the format the table in output\n",
"style = \"\"\"\n",
@@ -213,7 +165,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"id": "e940bb6b",
"metadata": {},
"outputs": [],
@@ -316,7 +268,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"id": "6e4bed8d",
"metadata": {},
"outputs": [],
@@ -332,7 +284,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"id": "7e4ede2c",
"metadata": {},
"outputs": [],
@@ -342,7 +294,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"id": "f69ad836-70b8-4ebe-b46a-25f48dc3ca7c",
"metadata": {},
"outputs": [],
@@ -353,7 +305,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"id": "0aa9a9bf-b95d-4643-82a0-e29a49bb58df",
"metadata": {},
"outputs": [],
@@ -391,7 +343,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"id": "21484ed3-295f-4d06-b757-2969aac429a4",
"metadata": {},
"outputs": [],
@@ -424,7 +376,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "41edb350-36c3-4e19-829e-40d6ca9633a0",
"metadata": {},
"outputs": [],
@@ -466,70 +418,10 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"id": "ab25f9f8",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Initializing network from dictionary.\n",
- "RAND_DATA_LABEL 4107\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/srv/main-spack-instance-2302/spack/opt/spack/linux-ubuntu20.04-x86_64/gcc-10.3.0/py-numpy-1.21.6-6fewtq7oarp3vtwlxrrcofz5sxwt55s7/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3440: RuntimeWarning:Mean of empty slice.\n",
- "/srv/main-spack-instance-2302/spack/opt/spack/linux-ubuntu20.04-x86_64/gcc-10.3.0/py-numpy-1.21.6-6fewtq7oarp3vtwlxrrcofz5sxwt55s7/lib/python3.8/site-packages/numpy/core/_methods.py:189: RuntimeWarning:invalid value encountered in double_scalars\n",
- "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"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/srv/main-spack-instance-2302/spack/var/spack/environments/ebrains-23-02/.spack-env/view/lib/python3.8/site-packages/dicthash/dicthash.py:47: UserWarning:Float too small for safe conversion tointeger. Rounding down to zero.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Simulation label: 27d81076e6d6e9e591684be053078477\n",
- "Copied files.\n",
- "Initialized simulation class.\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"M = MultiAreaModel(network_params, simulation=True,\n",
" sim_spec=sim_params,\n",
@@ -547,19 +439,10 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"id": "6a7ddf0e",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Iteration: 0\n",
- "Mean-field theory predicts an average 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",
@@ -592,65812 +475,10 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"id": "6316ac24",
"metadata": {},
- "outputs": [
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- " 'external': {'external': 27.459223815239984}}}}"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# Dictionary of nodes indegrees organized as:\n",
"# {<source_area>: {<source_pop>: {<target_area>: {<target_pop>: indegree_values}}}}\n",
@@ -66414,65556 +495,10 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"id": "445a722a",
"metadata": {},
- "outputs": [
- {
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- " '6I': 0.0},\n",
- " '7a': {'23E': 3.0060575880130678,\n",
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- " '5E': 1.442836908052259,\n",
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- " '6E': 1.7707448117667923,\n",
- " '6I': 0.0},\n",
- " 'STPp': {'23E': 2.127058930374495,\n",
- " '23I': 0.0,\n",
- " '4E': 0.0,\n",
- " '4I': 0.0,\n",
- " '5E': 1.0536042992888264,\n",
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- " '6E': 1.3421643332995759,\n",
- " '6I': 0.0},\n",
- " 'STPa': {'23E': 2.9767685617782402,\n",
- " '23I': 0.0,\n",
- " '4E': 0.0,\n",
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- " '5E': 1.2193832479132747,\n",
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- " '6E': 1.5982242701638638,\n",
- " '6I': 0.0},\n",
- " '46': {'23E': 0.39239020002421265,\n",
- " '23I': 0.0,\n",
- " '4E': 0.0,\n",
- " '4I': 0.0,\n",
- " '5E': 0.16105316629800118,\n",
- " '5I': 0.0,\n",
- " '6E': 0.1923115543871628,\n",
- " '6I': 0.0},\n",
- " 'AITd': {'23E': 0.0,\n",
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- " '4E': 0.0,\n",
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- " '5E': 0.0,\n",
- " '5I': 0.0,\n",
- " '6E': 0.0,\n",
- " '6I': 0.0},\n",
- " 'TH': {'23E': 79.71797957947311,\n",
- " '23I': 0.6128679315861608,\n",
- " '4E': 0.0,\n",
- " '4I': 0.0,\n",
- " '5E': 14.232333523451464,\n",
- " '5I': 0.8987246388501513,\n",
- " '6E': 102.75809946387234,\n",
- " '6I': 47.41254832368839}}}}"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# Dictionary of synapses that target neurons receive, it is organized as:\n",
"# {<source_area>: {<source_pop>: {<target_area>: {<target_pop>: number_of_synapses}}}}\n",
@@ -131996,85 +531,10 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"id": "15778e9c",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Prepared simulation in 0.00 seconds.\n",
- "Rank 0: created area V1 with 0 local nodes\n",
- "Memory after V1 : 1978.27 MB\n",
- "Rank 0: created area V2 with 0 local nodes\n",
- "Memory after V2 : 2004.87 MB\n",
- "Rank 0: created area VP with 0 local nodes\n",
- "Memory after VP : 2034.02 MB\n",
- "Rank 0: created area V3 with 0 local nodes\n",
- "Memory after V3 : 2062.43 MB\n",
- "Rank 0: created area V3A with 0 local nodes\n",
- "Memory after V3A : 2082.25 MB\n",
- "Rank 0: created area MT with 0 local nodes\n",
- "Memory after MT : 2107.92 MB\n",
- "Rank 0: created area V4t with 0 local nodes\n",
- "Memory after V4t : 2132.82 MB\n",
- "Rank 0: created area V4 with 0 local nodes\n",
- "Memory after V4 : 2159.77 MB\n",
- "Rank 0: created area VOT with 0 local nodes\n",
- "Memory after VOT : 2185.08 MB\n",
- "Rank 0: created area MSTd with 0 local nodes\n",
- "Memory after MSTd : 2206.55 MB\n",
- "Rank 0: created area PIP with 0 local nodes\n",
- "Memory after PIP : 2227.91 MB\n",
- "Rank 0: created area PO with 0 local nodes\n",
- "Memory after PO : 2249.41 MB\n",
- "Rank 0: created area DP with 0 local nodes\n",
- "Memory after DP : 2269.72 MB\n",
- "Rank 0: created area MIP with 0 local nodes\n",
- "Memory after MIP : 2291.21 MB\n",
- "Rank 0: created area MDP with 0 local nodes\n",
- "Memory after MDP : 2312.67 MB\n",
- "Rank 0: created area VIP with 0 local nodes\n",
- "Memory after VIP : 2334.63 MB\n",
- "Rank 0: created area LIP with 0 local nodes\n",
- "Memory after LIP : 2358.69 MB\n",
- "Rank 0: created area PITv with 0 local nodes\n",
- "Memory after PITv : 2383.90 MB\n",
- "Rank 0: created area PITd with 0 local nodes\n",
- "Memory after PITd : 2409.05 MB\n",
- "Rank 0: created area MSTl with 0 local nodes\n",
- "Memory after MSTl : 2430.59 MB\n",
- "Rank 0: created area CITv with 0 local nodes\n",
- "Memory after CITv : 2449.77 MB\n",
- "Rank 0: created area CITd with 0 local nodes\n",
- "Memory after CITd : 2469.14 MB\n",
- "Rank 0: created area FEF with 0 local nodes\n",
- "Memory after FEF : 2490.53 MB\n",
- "Rank 0: created area TF with 0 local nodes\n",
- "Memory after TF : 2506.18 MB\n",
- "Rank 0: created area AITv with 0 local nodes\n",
- "Memory after AITv : 2528.78 MB\n",
- "Rank 0: created area FST with 0 local nodes\n",
- "Memory after FST : 2545.50 MB\n",
- "Rank 0: created area 7a with 0 local nodes\n",
- "Memory after 7a : 2566.83 MB\n",
- "Rank 0: created area STPp with 0 local nodes\n",
- "Memory after STPp : 2585.43 MB\n",
- "Rank 0: created area STPa with 0 local nodes\n",
- "Memory after STPa : 2604.69 MB\n",
- "Rank 0: created area 46 with 0 local nodes\n",
- "Memory after 46 : 2620.02 MB\n",
- "Rank 0: created area AITd with 0 local nodes\n",
- "Memory after AITd : 2642.70 MB\n",
- "Rank 0: created area TH with 0 local nodes\n",
- "Memory after TH : 2655.29 MB\n",
- "Created areas and internal connections in 2.07 seconds.\n",
- "Created cortico-cortical connections in 21.08 seconds.\n",
- "Simulated network in 62.49 seconds.\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"# run the simulation, depending on the model parameter and downscale ratio, the running time varies largely.\n",
"M.simulation.simulate()"
@@ -132114,7 +574,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"id": "dc3b1820",
"metadata": {},
"outputs": [],
diff --git a/multi-area-model.ipynb b/multi-area-model.ipynb
index 268de33..146d3ba 100644
--- a/multi-area-model.ipynb
+++ b/multi-area-model.ipynb
@@ -44,7 +44,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "9b985084",
"metadata": {},
"outputs": [],
@@ -69,32 +69,10 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "96517739",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- " -- N E S T --\n",
- " Copyright (C) 2004 The NEST Initiative\n",
- "\n",
- " Version: 3.4\n",
- " Built: May 17 2023 20:48:31\n",
- "\n",
- " This program is provided AS IS and comes with\n",
- " NO WARRANTY. See the file LICENSE for details.\n",
- "\n",
- " Problems or suggestions?\n",
- " Visit https://www.nest-simulator.org\n",
- "\n",
- " Type 'nest.help()' to find out more about NEST.\n",
- "\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
@@ -109,20 +87,10 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "7e07b0d0",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Requirement already satisfied: nested_dict in /srv/main-spack-instance-2302/spack/var/spack/environments/ebrains-23-02/.spack-env/._view/6axslmv6jvf4v2nte3uwlayg4vhsjoha/lib/python3.8/site-packages (1.61)\n",
- "Requirement already satisfied: dicthash in /srv/main-spack-instance-2302/spack/var/spack/environments/ebrains-23-02/.spack-env/._view/6axslmv6jvf4v2nte3uwlayg4vhsjoha/lib/python3.8/site-packages (0.0.2)\n",
- "Requirement already satisfied: future in /srv/main-spack-instance-2302/spack/var/spack/environments/ebrains-23-02/.spack-env/._view/6axslmv6jvf4v2nte3uwlayg4vhsjoha/lib/python3.8/site-packages (from dicthash) (0.18.2)\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"!pip install nested_dict dicthash"
]
@@ -139,28 +107,12 @@
},
{
"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": [
"# specify the format the table in output\n",
"style = \"\"\"\n",
@@ -213,7 +165,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"id": "e940bb6b",
"metadata": {},
"outputs": [],
@@ -316,7 +268,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"id": "6e4bed8d",
"metadata": {},
"outputs": [],
@@ -332,7 +284,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"id": "7e4ede2c",
"metadata": {},
"outputs": [],
@@ -342,7 +294,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"id": "f69ad836-70b8-4ebe-b46a-25f48dc3ca7c",
"metadata": {},
"outputs": [],
@@ -353,7 +305,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"id": "0aa9a9bf-b95d-4643-82a0-e29a49bb58df",
"metadata": {},
"outputs": [],
@@ -391,7 +343,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"id": "21484ed3-295f-4d06-b757-2969aac429a4",
"metadata": {},
"outputs": [],
@@ -424,7 +376,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "41edb350-36c3-4e19-829e-40d6ca9633a0",
"metadata": {},
"outputs": [],
@@ -466,70 +418,10 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"id": "ab25f9f8",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Initializing network from dictionary.\n",
- "RAND_DATA_LABEL 4107\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/srv/main-spack-instance-2302/spack/opt/spack/linux-ubuntu20.04-x86_64/gcc-10.3.0/py-numpy-1.21.6-6fewtq7oarp3vtwlxrrcofz5sxwt55s7/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3440: RuntimeWarning:Mean of empty slice.\n",
- "/srv/main-spack-instance-2302/spack/opt/spack/linux-ubuntu20.04-x86_64/gcc-10.3.0/py-numpy-1.21.6-6fewtq7oarp3vtwlxrrcofz5sxwt55s7/lib/python3.8/site-packages/numpy/core/_methods.py:189: RuntimeWarning:invalid value encountered in double_scalars\n",
- "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"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/srv/main-spack-instance-2302/spack/var/spack/environments/ebrains-23-02/.spack-env/view/lib/python3.8/site-packages/dicthash/dicthash.py:47: UserWarning:Float too small for safe conversion tointeger. Rounding down to zero.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Simulation label: 27d81076e6d6e9e591684be053078477\n",
- "Copied files.\n",
- "Initialized simulation class.\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"M = MultiAreaModel(network_params, simulation=True,\n",
" sim_spec=sim_params,\n",
@@ -547,19 +439,10 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"id": "6a7ddf0e",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Iteration: 0\n",
- "Mean-field theory predicts an average 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",
@@ -592,65812 +475,10 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"id": "6316ac24",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'V1': {'23E': {'V1': {'23E': 5.310289033297809,\n",
- " '23I': 2.5834677820852705,\n",
- " '4E': 2.4081980985405096,\n",
- " '4I': 1.1383129925803814,\n",
- " '5E': 0.38611166854392304,\n",
- " '5I': 1.2913930627296558e-07,\n",
- " '6E': 0.28491278637921125,\n",
- " '6I': 1.2738596563958186e-05},\n",
- " 'V2': {'23E': 1.6314226489006647,\n",
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- " 'external': {'external': 27.459223815239984}}}}"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# Dictionary of nodes indegrees organized as:\n",
"# {<source_area>: {<source_pop>: {<target_area>: {<target_pop>: indegree_values}}}}\n",
@@ -66414,65556 +495,10 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"id": "445a722a",
"metadata": {},
- "outputs": [
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- " 'PITv': {'23E': 0.0,\n",
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- " 'PITd': {'23E': 0.0,\n",
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- " 'MSTl': {'23E': 0.0,\n",
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- " 'FEF': {'23E': 0.29553200806747165,\n",
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- " 'TF': {'23E': 5.269467339216684,\n",
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- " '7a': {'23E': 3.0060575880130678,\n",
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- " 'STPp': {'23E': 2.127058930374495,\n",
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- " '4I': 0.0,\n",
- " '5E': 1.0536042992888264,\n",
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- " 'STPa': {'23E': 2.9767685617782402,\n",
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- " '4E': 0.0,\n",
- " '4I': 0.0,\n",
- " '5E': 1.2193832479132747,\n",
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- " '6E': 1.5982242701638638,\n",
- " '6I': 0.0},\n",
- " '46': {'23E': 0.39239020002421265,\n",
- " '23I': 0.0,\n",
- " '4E': 0.0,\n",
- " '4I': 0.0,\n",
- " '5E': 0.16105316629800118,\n",
- " '5I': 0.0,\n",
- " '6E': 0.1923115543871628,\n",
- " '6I': 0.0},\n",
- " 'AITd': {'23E': 0.0,\n",
- " '23I': 0.0,\n",
- " '4E': 0.0,\n",
- " '4I': 0.0,\n",
- " '5E': 0.0,\n",
- " '5I': 0.0,\n",
- " '6E': 0.0,\n",
- " '6I': 0.0},\n",
- " 'TH': {'23E': 79.71797957947311,\n",
- " '23I': 0.6128679315861608,\n",
- " '4E': 0.0,\n",
- " '4I': 0.0,\n",
- " '5E': 14.232333523451464,\n",
- " '5I': 0.8987246388501513,\n",
- " '6E': 102.75809946387234,\n",
- " '6I': 47.41254832368839}}}}"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# Dictionary of synapses that target neurons receive, it is organized as:\n",
"# {<source_area>: {<source_pop>: {<target_area>: {<target_pop>: number_of_synapses}}}}\n",
@@ -131996,85 +531,10 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"id": "15778e9c",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Prepared simulation in 0.00 seconds.\n",
- "Rank 0: created area V1 with 0 local nodes\n",
- "Memory after V1 : 1978.27 MB\n",
- "Rank 0: created area V2 with 0 local nodes\n",
- "Memory after V2 : 2004.87 MB\n",
- "Rank 0: created area VP with 0 local nodes\n",
- "Memory after VP : 2034.02 MB\n",
- "Rank 0: created area V3 with 0 local nodes\n",
- "Memory after V3 : 2062.43 MB\n",
- "Rank 0: created area V3A with 0 local nodes\n",
- "Memory after V3A : 2082.25 MB\n",
- "Rank 0: created area MT with 0 local nodes\n",
- "Memory after MT : 2107.92 MB\n",
- "Rank 0: created area V4t with 0 local nodes\n",
- "Memory after V4t : 2132.82 MB\n",
- "Rank 0: created area V4 with 0 local nodes\n",
- "Memory after V4 : 2159.77 MB\n",
- "Rank 0: created area VOT with 0 local nodes\n",
- "Memory after VOT : 2185.08 MB\n",
- "Rank 0: created area MSTd with 0 local nodes\n",
- "Memory after MSTd : 2206.55 MB\n",
- "Rank 0: created area PIP with 0 local nodes\n",
- "Memory after PIP : 2227.91 MB\n",
- "Rank 0: created area PO with 0 local nodes\n",
- "Memory after PO : 2249.41 MB\n",
- "Rank 0: created area DP with 0 local nodes\n",
- "Memory after DP : 2269.72 MB\n",
- "Rank 0: created area MIP with 0 local nodes\n",
- "Memory after MIP : 2291.21 MB\n",
- "Rank 0: created area MDP with 0 local nodes\n",
- "Memory after MDP : 2312.67 MB\n",
- "Rank 0: created area VIP with 0 local nodes\n",
- "Memory after VIP : 2334.63 MB\n",
- "Rank 0: created area LIP with 0 local nodes\n",
- "Memory after LIP : 2358.69 MB\n",
- "Rank 0: created area PITv with 0 local nodes\n",
- "Memory after PITv : 2383.90 MB\n",
- "Rank 0: created area PITd with 0 local nodes\n",
- "Memory after PITd : 2409.05 MB\n",
- "Rank 0: created area MSTl with 0 local nodes\n",
- "Memory after MSTl : 2430.59 MB\n",
- "Rank 0: created area CITv with 0 local nodes\n",
- "Memory after CITv : 2449.77 MB\n",
- "Rank 0: created area CITd with 0 local nodes\n",
- "Memory after CITd : 2469.14 MB\n",
- "Rank 0: created area FEF with 0 local nodes\n",
- "Memory after FEF : 2490.53 MB\n",
- "Rank 0: created area TF with 0 local nodes\n",
- "Memory after TF : 2506.18 MB\n",
- "Rank 0: created area AITv with 0 local nodes\n",
- "Memory after AITv : 2528.78 MB\n",
- "Rank 0: created area FST with 0 local nodes\n",
- "Memory after FST : 2545.50 MB\n",
- "Rank 0: created area 7a with 0 local nodes\n",
- "Memory after 7a : 2566.83 MB\n",
- "Rank 0: created area STPp with 0 local nodes\n",
- "Memory after STPp : 2585.43 MB\n",
- "Rank 0: created area STPa with 0 local nodes\n",
- "Memory after STPa : 2604.69 MB\n",
- "Rank 0: created area 46 with 0 local nodes\n",
- "Memory after 46 : 2620.02 MB\n",
- "Rank 0: created area AITd with 0 local nodes\n",
- "Memory after AITd : 2642.70 MB\n",
- "Rank 0: created area TH with 0 local nodes\n",
- "Memory after TH : 2655.29 MB\n",
- "Created areas and internal connections in 2.07 seconds.\n",
- "Created cortico-cortical connections in 21.08 seconds.\n",
- "Simulated network in 62.49 seconds.\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"# run the simulation, depending on the model parameter and downscale ratio, the running time varies largely.\n",
"M.simulation.simulate()"
@@ -132114,7 +574,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"id": "dc3b1820",
"metadata": {},
"outputs": [],
--
GitLab