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./usr/share/doc/python3-bmtk-doc/html/tutorial_bionet_disconnected_sims.html
    
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875 }875 }
876 </style>876 </style>
877 <section·id="Replaying-Parts-of-a-Simulation">877 <section·id="Replaying-Parts-of-a-Simulation">
878 <h1>Replaying·Parts·of·a·Simulation<a·class="headerlink"·href="#Replaying-Parts-of-a-Simulation"·title="Link·to·this·heading">¶</a></h1>878 <h1>Replaying·Parts·of·a·Simulation<a·class="headerlink"·href="#Replaying-Parts-of-a-Simulation"·title="Link·to·this·heading">¶</a></h1>
879 <p>When·simulating·a·bio-realistic·network,·cells·will·recieve·synaptic·stimulation·from·both·locally·recurrent·connections·as-well-as·feedforward·connections·from·external·inputs.·Often·when·analyzing·the·results·of·a·full·network·activity·we·would·like·to·know·the·contribution·of·only·a·subset·of·the·synaptic·activity.·For·example,·how·much·does·the·feedforward·synapses,·or·only·recurrent·synapses·between·specific·population·of·cells,·contributed·to·the·simulation·results.·Certain·techniques,879 <p>When·simulating·a·bio-realistic·network,·cells·will·recieve·synaptic·stimulation·from·both·locally·recurrent·connections·as-well-as·feedforward·connections·from·external·inputs.·Often·when·analyzing·the·results·of·a·full·network·activity·we·would·like·to·know·the·contribution·of·only·a·subset·of·the·synaptic·activity.·For·example,·how·much·does·the·feedforward·synapses,·or·only·recurrent·synapses·between·specific·population·of·cells,·contributed·to·the·simulation·results.·Certain·techniques,
880 like·running·with·only·a·subset·of·the·full·network,·or·using·optogenetic/current-clamping·to·turn·on-off·subpoluations,·can·provide·useful·insights·but·also·not·tell·the·full·story·of·a·network·simulation.</p>880 like·running·with·only·a·subset·of·the·full·network,·or·using·optogenetic/current-clamping·to·turn·on-off·subpoluations,·can·provide·useful·insights·but·also·not·tell·the·full·story·of·a·network·simulation.</p>
881 <p>Instead·we·can·used·the·BMTK·“replay”·input·module·to·disentangle·subsections·of·a·simulation·activity·from·the·full·network·in·BioNet/biophysically·realistic·simulations.·The·BMTK·“replay”·module·let’s·the·user·take·a·previous·simulation,·and·replay·a·simulation·but·using·only·activity·for·only·a·subset·of·the·synapses.·This·can·be·helpful·in·parameter·tuning·and·optimization,·and·for·very·large·networks·can·provide·an·efficient·manner·to·replay·small·subsets·of·a·full·network.</p>881 <p>Instead·we·can·used·the·BMTK·“replay”·input·module·to·disentangle·subsections·of·a·simulation·activity·from·the·full·network·in·BioNet/biophysically·realistic·simulations.·The·BMTK·“replay”·module·let’s·the·user·take·a·previous·simulation,·and·replay·a·simulation·but·using·only·activity·for·only·a·subset·of·the·synapses.·This·can·be·helpful·in·parameter·tuning·and·optimization,·and·for·very·large·networks·can·provide·an·efficient·manner·to·replay·small·subsets·of·a·full·network.</p>
882 <div><p><img·alt="2c82ebb7e9174a1b97bce5f9a5ee4b52"·class="no-scaled-link"·src="_images/disconnected_sim_figure.png"·style="width:·700px;"·/></p>882 <div><p><img·alt="820cffb9c914441cac7fb65ef78615f7"·class="no-scaled-link"·src="_images/disconnected_sim_figure.png"·style="width:·700px;"·/></p>
883 </div><div·class="nbinput·nblast·docutils·container">883 </div><div·class="nbinput·nblast·docutils·container">
884 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[1]:884 <div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[1]:
885 </pre></div>885 </pre></div>
886 </div>886 </div>
887 <div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span>from·bmtk.simulator·import·bionet887 <div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span>from·bmtk.simulator·import·bionet
888 from·bmtk.analyzer.spike_trains·import·plot_raster888 from·bmtk.analyzer.spike_trains·import·plot_raster
889 </pre></div>889 </pre></div>
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14 Instead·we·can·used·the·BMTK·“replay”·input·module·to·disentangle·subsections14 Instead·we·can·used·the·BMTK·“replay”·input·module·to·disentangle·subsections
15 of·a·simulation·activity·from·the·full·network·in·BioNet/biophysically15 of·a·simulation·activity·from·the·full·network·in·BioNet/biophysically
16 realistic·simulations.·The·BMTK·“replay”·module·let’s·the·user·take·a·previous16 realistic·simulations.·The·BMTK·“replay”·module·let’s·the·user·take·a·previous
17 simulation,·and·replay·a·simulation·but·using·only·activity·for·only·a·subset17 simulation,·and·replay·a·simulation·but·using·only·activity·for·only·a·subset
18 of·the·synapses.·This·can·be·helpful·in·parameter·tuning·and·optimization,·and18 of·the·synapses.·This·can·be·helpful·in·parameter·tuning·and·optimization,·and
19 for·very·large·networks·can·provide·an·efficient·manner·to·replay·small·subsets19 for·very·large·networks·can·provide·an·efficient·manner·to·replay·small·subsets
20 of·a·full·network.20 of·a·full·network.
21 [2c82ebb7e9174a1b97bce5f9a5ee4b52]21 [820cffb9c914441cac7fb65ef78615f7]
22 [1]:22 [1]:
23 from·bmtk.simulator·import·bionet23 from·bmtk.simulator·import·bionet
24 from·bmtk.analyzer.spike_trains·import·plot_raster24 from·bmtk.analyzer.spike_trains·import·plot_raster
25 *\x8**\x8**\x8**\x8**\x8*·I\x8In\x8ni\x8it\x8ti\x8ia\x8al\x8l·S\x8Si\x8im\x8mu\x8ul\x8la\x8at\x8ti\x8io\x8on\x8n·(\x8(G\x8Ge\x8en\x8ne\x8er\x8ra\x8at\x8ti\x8in\x8ng\x8g·a\x8a·B\x8Ba\x8as\x8se\x8el\x8li\x8in\x8ne\x8e·f\x8fo\x8or\x8r·S\x8Sy\x8yn\x8na\x8ap\x8pt\x8ti\x8ic\x8c·A\x8Ac\x8ct\x8ti\x8iv\x8vi\x8it\x8ty\x8y)\x8)_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*25 *\x8**\x8**\x8**\x8**\x8*·I\x8In\x8ni\x8it\x8ti\x8ia\x8al\x8l·S\x8Si\x8im\x8mu\x8ul\x8la\x8at\x8ti\x8io\x8on\x8n·(\x8(G\x8Ge\x8en\x8ne\x8er\x8ra\x8at\x8ti\x8in\x8ng\x8g·a\x8a·B\x8Ba\x8as\x8se\x8el\x8li\x8in\x8ne\x8e·f\x8fo\x8or\x8r·S\x8Sy\x8yn\x8na\x8ap\x8pt\x8ti\x8ic\x8c·A\x8Ac\x8ct\x8ti\x8iv\x8vi\x8it\x8ty\x8y)\x8)_\x8?\x8·*\x8**\x8**\x8**\x8**\x8*
26 First·step·is·to·take·an·existing·network·+·simulation·or·build·one·from26 First·step·is·to·take·an·existing·network·+·simulation·or·build·one·from
27 scratch.·For·more·information·on·how·to·build·and·run·BioNet·simulations·please27 scratch.·For·more·information·on·how·to·build·and·run·BioNet·simulations·please
28 see·existing·_\x8t_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l_\x8s.·For·our·example·we·copy·the·_\x8b_\x8i_\x8o_\x8n_\x8e_\x8t_\x8__\x84_\x85_\x80_\x8c_\x8e_\x8l_\x8l_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e28 see·existing·_\x8t_\x8u_\x8t_\x8o_\x8r_\x8i_\x8a_\x8l_\x8s.·For·our·example·we·copy·the·_\x8b_\x8i_\x8o_\x8n_\x8e_\x8t_\x8__\x84_\x85_\x80_\x8c_\x8e_\x8l_\x8l_\x8·_\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e