From fb6b15d51e921e0f731f254d780ac4f903970743 Mon Sep 17 00:00:00 2001 From: pgleeson Date: Tue, 20 Aug 2024 17:42:10 +0100 Subject: [PATCH 01/13] Regenerated neuroml files --- examples/NeuroML/ABCD.json | 2 +- examples/NeuroML/ABCD.net.nml | 4 ++-- examples/NeuroML/FN.json | 2 +- examples/NeuroML/FN.net.nml | 4 ++-- examples/NeuroML/IzhikevichTest.net.nml | 4 ++-- examples/NeuroML/IzhikevichTest.nmllite.yaml | 2 +- examples/NeuroML/LEMS_SimABCD.xml | 2 +- examples/NeuroML/LEMS_SimFN.xml | 2 +- examples/NeuroML/LEMS_SimIzhikevichTest.xml | 2 +- examples/NeuroML/PyNN/HH.net.nml | 4 ++-- examples/NeuroML/PyNN/InputWeights.net.nml | 4 ++-- examples/NeuroML/PyNN/Net1.net.nml | 4 ++-- examples/NeuroML/PyNN/OneCell.net.nml | 4 ++-- examples/NeuroML/PyNN/SimpleNet.net.nml | 4 ++-- examples/NeuroML/SimABCD.json | 2 +- examples/NeuroML/SimFN.json | 2 +- examples/NeuroML/SimIzhikevichTest.yaml | 2 +- test_all.sh | 8 ++++---- 18 files changed, 29 insertions(+), 29 deletions(-) diff --git a/examples/NeuroML/ABCD.json b/examples/NeuroML/ABCD.json index c1a912c0..4ae8044f 100644 --- a/examples/NeuroML/ABCD.json +++ b/examples/NeuroML/ABCD.json @@ -1,6 +1,6 @@ { "ABCD": { - "version": "NeuroMLlite v0.5.9", + "version": "NeuroMLlite v0.6.0", "notes": "Example of a simplified network", "parameters": { "A_initial": 0.1, diff --git a/examples/NeuroML/ABCD.net.nml b/examples/NeuroML/ABCD.net.nml index 8a29509f..996a1dc6 100644 --- a/examples/NeuroML/ABCD.net.nml +++ b/examples/NeuroML/ABCD.net.nml @@ -1,5 +1,5 @@ - - Generated by NeuroMLlite v0.5.9 + + Generated by NeuroMLlite v0.6.0 Generated network: ABCD Generation seed: 1234 NeuroMLlite parameters: diff --git a/examples/NeuroML/FN.json b/examples/NeuroML/FN.json index 3e02690f..38f564e1 100644 --- a/examples/NeuroML/FN.json +++ b/examples/NeuroML/FN.json @@ -1,6 +1,6 @@ { "FN": { - "version": "NeuroMLlite v0.5.9", + "version": "NeuroMLlite v0.6.0", "notes": "FitzHugh Nagumo cell model - originally specified in NeuroML/LEMS", "parameters": { "initial_w": 0.0, diff --git a/examples/NeuroML/FN.net.nml b/examples/NeuroML/FN.net.nml index 28c0b9bc..8087b3bf 100644 --- a/examples/NeuroML/FN.net.nml +++ b/examples/NeuroML/FN.net.nml @@ -1,5 +1,5 @@ - - Generated by NeuroMLlite v0.5.9 + + Generated by NeuroMLlite v0.6.0 Generated network: FN Generation seed: 1234 NeuroMLlite parameters: diff --git a/examples/NeuroML/IzhikevichTest.net.nml b/examples/NeuroML/IzhikevichTest.net.nml index 95490bdd..1b9da89e 100644 --- a/examples/NeuroML/IzhikevichTest.net.nml +++ b/examples/NeuroML/IzhikevichTest.net.nml @@ -1,5 +1,5 @@ - - Generated by NeuroMLlite v0.5.9 + + Generated by NeuroMLlite v0.6.0 Generated network: IzhikevichTest Generation seed: 1234 NeuroMLlite parameters: diff --git a/examples/NeuroML/IzhikevichTest.nmllite.yaml b/examples/NeuroML/IzhikevichTest.nmllite.yaml index 7a271c1c..62888fbb 100644 --- a/examples/NeuroML/IzhikevichTest.nmllite.yaml +++ b/examples/NeuroML/IzhikevichTest.nmllite.yaml @@ -1,5 +1,5 @@ IzhikevichTest: - version: NeuroMLlite v0.5.9 + version: NeuroMLlite v0.6.0 notes: Example Izhikevich parameters: N: 1 diff --git a/examples/NeuroML/LEMS_SimABCD.xml b/examples/NeuroML/LEMS_SimABCD.xml index 60f9f168..5f07689a 100644 --- a/examples/NeuroML/LEMS_SimABCD.xml +++ b/examples/NeuroML/LEMS_SimABCD.xml @@ -2,7 +2,7 @@ diff --git a/examples/NeuroML/LEMS_SimFN.xml b/examples/NeuroML/LEMS_SimFN.xml index 46cc5f1b..985afaae 100644 --- a/examples/NeuroML/LEMS_SimFN.xml +++ b/examples/NeuroML/LEMS_SimFN.xml @@ -2,7 +2,7 @@ diff --git a/examples/NeuroML/LEMS_SimIzhikevichTest.xml b/examples/NeuroML/LEMS_SimIzhikevichTest.xml index c943d4a5..0a5987ba 100644 --- a/examples/NeuroML/LEMS_SimIzhikevichTest.xml +++ b/examples/NeuroML/LEMS_SimIzhikevichTest.xml @@ -2,7 +2,7 @@ diff --git a/examples/NeuroML/PyNN/HH.net.nml b/examples/NeuroML/PyNN/HH.net.nml index 256e4546..da98d695 100644 --- a/examples/NeuroML/PyNN/HH.net.nml +++ b/examples/NeuroML/PyNN/HH.net.nml @@ -1,5 +1,5 @@ - - Generated by NeuroMLlite v0.5.9 + + Generated by NeuroMLlite v0.6.0 Generated network: HH Generation seed: 1234 NeuroMLlite parameters: diff --git a/examples/NeuroML/PyNN/InputWeights.net.nml b/examples/NeuroML/PyNN/InputWeights.net.nml index d5ab31f8..437728db 100644 --- a/examples/NeuroML/PyNN/InputWeights.net.nml +++ b/examples/NeuroML/PyNN/InputWeights.net.nml @@ -1,5 +1,5 @@ - - Generated by NeuroMLlite v0.5.9 + + Generated by NeuroMLlite v0.6.0 Generated network: InputWeights Generation seed: 1234 NeuroMLlite parameters: diff --git a/examples/NeuroML/PyNN/Net1.net.nml b/examples/NeuroML/PyNN/Net1.net.nml index d806e868..87c1eb1c 100644 --- a/examples/NeuroML/PyNN/Net1.net.nml +++ b/examples/NeuroML/PyNN/Net1.net.nml @@ -1,5 +1,5 @@ - - Generated by NeuroMLlite v0.5.9 + + Generated by NeuroMLlite v0.6.0 Generated network: Net1 Generation seed: 1234 NeuroMLlite parameters: diff --git a/examples/NeuroML/PyNN/OneCell.net.nml b/examples/NeuroML/PyNN/OneCell.net.nml index 180cdd67..b2361b0a 100644 --- a/examples/NeuroML/PyNN/OneCell.net.nml +++ b/examples/NeuroML/PyNN/OneCell.net.nml @@ -1,5 +1,5 @@ - - Generated by NeuroMLlite v0.5.9 + + Generated by NeuroMLlite v0.6.0 Generated network: OneCell Generation seed: 1234 NeuroMLlite parameters: diff --git a/examples/NeuroML/PyNN/SimpleNet.net.nml b/examples/NeuroML/PyNN/SimpleNet.net.nml index eedb0c5c..1860cfbb 100644 --- a/examples/NeuroML/PyNN/SimpleNet.net.nml +++ b/examples/NeuroML/PyNN/SimpleNet.net.nml @@ -1,5 +1,5 @@ - - Generated by NeuroMLlite v0.5.9 + + Generated by NeuroMLlite v0.6.0 Generated network: SimpleNet Generation seed: 1234 NeuroMLlite parameters: diff --git a/examples/NeuroML/SimABCD.json b/examples/NeuroML/SimABCD.json index 695b19ad..c111c11f 100644 --- a/examples/NeuroML/SimABCD.json +++ b/examples/NeuroML/SimABCD.json @@ -1,6 +1,6 @@ { "SimABCD": { - "version": "NeuroMLlite v0.5.9", + "version": "NeuroMLlite v0.6.0", "network": "ABCD.json", "duration": 5000.0, "dt": 100.0, diff --git a/examples/NeuroML/SimFN.json b/examples/NeuroML/SimFN.json index f1b68db9..4b90990b 100644 --- a/examples/NeuroML/SimFN.json +++ b/examples/NeuroML/SimFN.json @@ -1,6 +1,6 @@ { "SimFN": { - "version": "NeuroMLlite v0.5.9", + "version": "NeuroMLlite v0.6.0", "network": "FN.json", "duration": 100.0, "dt": 0.05, diff --git a/examples/NeuroML/SimIzhikevichTest.yaml b/examples/NeuroML/SimIzhikevichTest.yaml index 040a7bc4..2e418d84 100644 --- a/examples/NeuroML/SimIzhikevichTest.yaml +++ b/examples/NeuroML/SimIzhikevichTest.yaml @@ -1,5 +1,5 @@ SimIzhikevichTest: - version: NeuroMLlite v0.5.9 + version: NeuroMLlite v0.6.0 network: IzhikevichTest.nmllite.yaml duration: 700.0 dt: 0.025 diff --git a/test_all.sh b/test_all.sh index cf0792b1..930eeb87 100755 --- a/test_all.sh +++ b/test_all.sh @@ -6,9 +6,9 @@ pip install .[all] # Note this: # 1) runs examples to regenerate yaml/json... # 2) tests examples with simple_scheduler -python -m pytest -ra tests/*.py -python -m pytest -ra tests/interfaces/onnx/*.py -python -m pytest -ra tests/interfaces/pytorch/test_export.py +python -m pytest -ra -v tests/*.py +python -m pytest -rav tests/interfaces/onnx/*.py +python -m pytest -rav tests/interfaces/pytorch/test_export.py #python -m pytest -ra tests/interfaces/pytorch/test_import.py # inception taking v long cd examples/MDF @@ -21,7 +21,7 @@ python arrays.py -run python states.py -run -nogui python abc_conditions.py -run python params_funcs.py -run -python newton.py -run +python newton.py -run -nogui ## Test exporting to NeuroML From 5eff07d72701e1fb645a5bea5927f56e0837aff3 Mon Sep 17 00:00:00 2001 From: pgleeson Date: Tue, 20 Aug 2024 18:03:01 +0100 Subject: [PATCH 02/13] Add workflow for test_all.sh --- .github/workflows/ci_test_all.yml | 51 +++++++++++++++++++++++++++++++ examples/MDF/newton.py | 12 ++++---- 2 files changed, 57 insertions(+), 6 deletions(-) create mode 100644 .github/workflows/ci_test_all.yml diff --git a/.github/workflows/ci_test_all.yml b/.github/workflows/ci_test_all.yml new file mode 100644 index 00000000..6bbb0ff9 --- /dev/null +++ b/.github/workflows/ci_test_all.yml @@ -0,0 +1,51 @@ +name: CI Test script + +on: + push: + branches: [ main, development, experimental, test* ] + pull_request: + branches: [ main, development, experimental, test* ] + +jobs: + + checks: + name: Check Python ${{ matrix.python-version }} on ${{ matrix.runs-on }} + runs-on: ${{ matrix.runs-on }} + strategy: + fail-fast: false + matrix: + python-version: [ "3.11"] + runs-on: [ubuntu-latest] + + steps: + - uses: actions/checkout@v4 + + - uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + + - name: Install HDF5 for pytables on macos-14/latest + if: ${{ matrix.runs-on == 'macos-latest' }} + run: | + brew install hdf5 + + - name: Install graphviz + uses: ts-graphviz/setup-graphviz@v2 + with: + # Skip to run brew update command on macOS. + macos-skip-brew-update: 'true' # default false + + - name: Run test script + run: | + ./test_all.sh + + - name: Version info for installed packages + run: | + pip list + + + + + - name: Final version info for optional installed packages + run: | + pip list diff --git a/examples/MDF/newton.py b/examples/MDF/newton.py index 62130e4b..75628067 100644 --- a/examples/MDF/newton.py +++ b/examples/MDF/newton.py @@ -52,13 +52,13 @@ def main(): s.append(eg.enodes["cool_node"].evaluable_outputs["out_port"].curr_value) t += dt + # Plotting the results + plt.plot(times, s) + plt.xlabel("Time") + plt.ylabel("Temperature") + plt.title("Newton's Cooling Law Simulation") + plt.savefig("newton_plot.png") if "-nogui" not in sys.argv: - # Plotting the results - plt.plot(times, s) - plt.xlabel("Time") - plt.ylabel("Temperature") - plt.title("Newton's Cooling Law Simulation") - plt.savefig("newton_plot.png") plt.show() if "-graph" in sys.argv: From 0f0d1e7325e324b86ea33e5e4d49e0f7f613cccd Mon Sep 17 00:00:00 2001 From: pgleeson Date: Tue, 20 Aug 2024 18:05:10 +0100 Subject: [PATCH 03/13] Test this branch too --- .github/workflows/ci_test_all.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/ci_test_all.yml b/.github/workflows/ci_test_all.yml index 6bbb0ff9..baca0fed 100644 --- a/.github/workflows/ci_test_all.yml +++ b/.github/workflows/ci_test_all.yml @@ -2,9 +2,9 @@ name: CI Test script on: push: - branches: [ main, development, experimental, test* ] + branches: [ main, development, experimental, test*, nml* ] pull_request: - branches: [ main, development, experimental, test* ] + branches: [ main, development, experimental, test*, nml* ] jobs: From 351b507489fad09135223d28a31750d72c9a8dcb Mon Sep 17 00:00:00 2001 From: pgleeson Date: Tue, 20 Aug 2024 18:13:33 +0100 Subject: [PATCH 04/13] Test on py3.10; update to make neuroml export dimensionally consistent --- .github/workflows/ci_test_all.yml | 2 +- examples/MDF/RNN/regenerate.sh | 2 +- src/modeci_mdf/interfaces/neuroml/exporter.py | 13 +++++++++++-- 3 files changed, 13 insertions(+), 4 deletions(-) diff --git a/.github/workflows/ci_test_all.yml b/.github/workflows/ci_test_all.yml index baca0fed..9997084c 100644 --- a/.github/workflows/ci_test_all.yml +++ b/.github/workflows/ci_test_all.yml @@ -14,7 +14,7 @@ jobs: strategy: fail-fast: false matrix: - python-version: [ "3.11"] + python-version: [ "3.10"] runs-on: [ubuntu-latest] steps: diff --git a/examples/MDF/RNN/regenerate.sh b/examples/MDF/RNN/regenerate.sh index 13796379..6a6b140e 100755 --- a/examples/MDF/RNN/regenerate.sh +++ b/examples/MDF/RNN/regenerate.sh @@ -12,4 +12,4 @@ python generate_iaf.py -run -net -nogui python generate_iaf.py -run -net2 -nogui #Fix dimensions! #python generate_iaf.py -neuroml -pynml LEMS_Simiaf_example.xml -lems-graph +#pynml LEMS_Simiaf_example.xml -lems-graph diff --git a/src/modeci_mdf/interfaces/neuroml/exporter.py b/src/modeci_mdf/interfaces/neuroml/exporter.py index 18f7f22d..a9adbb22 100644 --- a/src/modeci_mdf/interfaces/neuroml/exporter.py +++ b/src/modeci_mdf/interfaces/neuroml/exporter.py @@ -36,7 +36,11 @@ def mdf_to_neuroml( node_comp = "%s__instance" % node.id # Create the ComponentType which defines behaviour of the general class - ct = lems.ComponentType(node_comp_type, extends="baseCellMembPotDL") + ct = lems.ComponentType( + node_comp_type, + extends="baseCellMembPotDL", + description="LEMS ComponentType generated from MDF node definition", + ) for ip in node.input_ports: ct.add(lems.Attachments("ip_%s" % ip.id, "basePointCurrentDL")) @@ -133,7 +137,11 @@ def mdf_to_neuroml( on_start.actions.append(sa) if p.time_derivative: - td = lems.TimeDerivative(variable=p.id, value=p.time_derivative) + + ct.add(lems.Constant("SEC", "1s", "time")) + td = lems.TimeDerivative( + variable=p.id, value="(%s)/SEC" % p.time_derivative + ) ct.dynamics.add(td) if p.conditions: @@ -279,6 +287,7 @@ def mdf_to_neuroml( from modeci_mdf.utils import load_mdf, print_summary example = "../../../../examples/MDF/Simple.json" + example = "../../../../examples/MDF/States.json" verbose = True run = False if "-run" in sys.argv: From 926b904a46ad31afd498bf1d3539684c74688349 Mon Sep 17 00:00:00 2001 From: pgleeson Date: Tue, 20 Aug 2024 18:27:55 +0100 Subject: [PATCH 05/13] Regenerate --- examples/MDF/RNN/IAFs.nmllite.json | 37 +++++++++++++++++++++++----- examples/MDF/RNN/Simiaf_example.json | 27 ++++++++++---------- 2 files changed, 44 insertions(+), 20 deletions(-) diff --git a/examples/MDF/RNN/IAFs.nmllite.json b/examples/MDF/RNN/IAFs.nmllite.json index eeca660a..4c843b71 100644 --- a/examples/MDF/RNN/IAFs.nmllite.json +++ b/examples/MDF/RNN/IAFs.nmllite.json @@ -1,9 +1,9 @@ { "iaf_example": { - "version": "NeuroMLlite v0.5.3", + "version": "NeuroMLlite v0.6.0", "notes": "NeuroMLlite export of MDF graph: iaf_example", "cells": { - "input_node__instance": { + "current_input_node__instance": { "lems_source_file": "iaf_example_lems_definitions.xml" }, "pre__instance": { @@ -11,6 +11,9 @@ }, "post__instance": { "lems_source_file": "iaf_example_lems_definitions.xml" + }, + "syn_post__instance": { + "lems_source_file": "iaf_example_lems_definitions.xml" } }, "synapses": { @@ -20,14 +23,17 @@ "silentSyn_proj_input_edge": { "lems_source_file": "iaf_example_lems_definitions.xml" }, + "silentSyn_proj_post_internal_edge": { + "lems_source_file": "iaf_example_lems_definitions.xml" + }, "silentSyn_proj_syn_edge": { "lems_source_file": "iaf_example_lems_definitions.xml" } }, "populations": { - "input_node": { + "current_input_node": { "size": 1, - "component": "input_node__instance", + "component": "current_input_node__instance", "properties": { "color": "0.2 0.2 0.2", "radius": 3 @@ -48,11 +54,19 @@ "color": "0.2 0.2 0.2", "radius": 3 } + }, + "syn_post": { + "size": 1, + "component": "syn_post__instance", + "properties": { + "color": "0.2 0.2 0.2", + "radius": 3 + } } }, "projections": { "proj_input_edge": { - "presynaptic": "input_node", + "presynaptic": "current_input_node", "postsynaptic": "pre", "synapse": "rsDL", "pre_synapse": "silentSyn_proj_input_edge", @@ -62,9 +76,20 @@ "probability": 1 } }, + "proj_post_internal_edge": { + "presynaptic": "syn_post", + "postsynaptic": "post", + "synapse": "rsDL", + "pre_synapse": "silentSyn_proj_post_internal_edge", + "type": "continuousProjection", + "weight": 1, + "random_connectivity": { + "probability": 1 + } + }, "proj_syn_edge": { "presynaptic": "pre", - "postsynaptic": "post", + "postsynaptic": "syn_post", "synapse": "rsDL", "pre_synapse": "silentSyn_proj_syn_edge", "type": "continuousProjection", diff --git a/examples/MDF/RNN/Simiaf_example.json b/examples/MDF/RNN/Simiaf_example.json index 49c8a4b9..1e3b96ec 100644 --- a/examples/MDF/RNN/Simiaf_example.json +++ b/examples/MDF/RNN/Simiaf_example.json @@ -1,29 +1,22 @@ { "Simiaf_example": { - "version": "NeuroMLlite v0.5.3", + "version": "NeuroMLlite v0.6.0", "network": "IAFs.nmllite.json", "duration": 100000.0, "dt": 10.0, "seed": 123, "record_variables": { "time": { - "input_node": 0 + "current_input_node": 0 }, - "out_port": { - "input_node": 0 + "current_output": { + "current_input_node": 0, + "syn_post": 0 }, "current_input": { "pre": 0, "post": 0 }, - "spike_input": { - "pre": 0, - "post": 0 - }, - "syn_i": { - "pre": 0, - "post": 0 - }, "spiking": { "pre": 0, "post": 0 @@ -32,13 +25,19 @@ "pre": 0, "post": 0 }, - "out_port_v": { + "v_output": { "pre": 0, "post": 0 }, - "out_port_spiking": { + "spiking_output": { "pre": 0, "post": 0 + }, + "spike_input": { + "syn_post": 0 + }, + "syn_i": { + "syn_post": 0 } } } From 9d45150e4eaa55876a163ae7325f02754b993bfc Mon Sep 17 00:00:00 2001 From: pgleeson Date: Tue, 20 Aug 2024 18:28:24 +0100 Subject: [PATCH 06/13] Restructure all to include dev dependencies --- setup.cfg | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/setup.cfg b/setup.cfg index c8059367..50cc8935 100644 --- a/setup.cfg +++ b/setup.cfg @@ -98,13 +98,15 @@ all_except_psyneulink = modeci-mdf[optional] modeci-mdf[neuroml] -all = - modeci-mdf[all_except_psyneulink] - modeci-mdf[psyneulink] dev = modeci-mdf[test] +all = + modeci-mdf[all_except_psyneulink] + modeci-mdf[psyneulink] + modeci-mdf[dev] + [options.packages.find] where = src exclude = From 9b0eabf8dd799c4d169daa2d1c9ef9f1e2562d27 Mon Sep 17 00:00:00 2001 From: pgleeson Date: Wed, 21 Aug 2024 10:21:21 +0100 Subject: [PATCH 07/13] Fix to find neuron --- .github/workflows/ci_test_all.yml | 1 + setup.cfg | 3 ++- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/.github/workflows/ci_test_all.yml b/.github/workflows/ci_test_all.yml index 9997084c..e540681e 100644 --- a/.github/workflows/ci_test_all.yml +++ b/.github/workflows/ci_test_all.yml @@ -37,6 +37,7 @@ jobs: - name: Run test script run: | + export NEURON_HOME=$pythonLocation ./test_all.sh - name: Version info for installed packages diff --git a/setup.cfg b/setup.cfg index 50cc8935..a04c7e5f 100644 --- a/setup.cfg +++ b/setup.cfg @@ -60,7 +60,8 @@ psyneulink = neuroml = pyNeuroML>=1.0.10 neuromllite>=0.5.6 - PyNN==0.10.1 + PyNN>=0.10.1 + neuron tensorflow = From 8414d163d81ae00bccc4b9e11ecb5b0c13cb9c4a Mon Sep 17 00:00:00 2001 From: pgleeson Date: Wed, 21 Aug 2024 14:17:31 +0100 Subject: [PATCH 08/13] Add pre-commit to dev --- setup.cfg | 1 + 1 file changed, 1 insertion(+) diff --git a/setup.cfg b/setup.cfg index a04c7e5f..59a5472c 100644 --- a/setup.cfg +++ b/setup.cfg @@ -101,6 +101,7 @@ all_except_psyneulink = dev = + pre-commit modeci-mdf[test] all = From a175578231211c0fc0228e47f85841cd98cac858 Mon Sep 17 00:00:00 2001 From: pgleeson Date: Wed, 21 Aug 2024 16:15:49 +0100 Subject: [PATCH 09/13] Regenerated image files & fix formatting --- .../MDF/images/abc_conditions.png | Bin 51781 -> 51671 bytes .../MDF/images/switched_rlc_circuit.png | Bin 0 -> 27641 bytes .../MDF/images/switched_rlc_plot.png | Bin 0 -> 46821 bytes .../api/export_format/NeuroML/ABCD.mdf.png | Bin 288489 -> 288481 bytes .../export_format/NeuroML/LEMS_SimABCD.png | Bin 262087 -> 261591 bytes .../api/export_format/NeuroML/LEMS_SimFN.png | Bin 116942 -> 117961 bytes .../NeuroML/LEMS_SimIzhikevichTest.png | Bin 114770 -> 113270 bytes .../api/export_format/PyTorch/inception.png | Bin 797110 -> 822069 bytes .../simple_pytorch_to_mdf_torchviz.png | Bin 69274 -> 69114 bytes examples/MDF/ABCD.json | 2 +- examples/MDF/Arrays.json | 2 +- examples/MDF/NewtonCoolingModel.json | 2 +- examples/MDF/ParametersFunctions.json | 2 +- examples/MDF/Simple.json | 2 +- examples/MDF/States.json | 2 +- examples/MDF/SwitchedRLC_Circuit.json | 12 +++++++++++- examples/MDF/SwitchedRLC_Circuit.yaml | 7 +++++++ examples/MDF/abc_conditions.json | 2 +- .../conditions/images/composite_example.png | Bin 58126 -> 58068 bytes examples/MDF/images/abc_conditions.png | Bin 51781 -> 51671 bytes examples/MDF/images/switched_rlc_plot.png | Bin 94245 -> 46821 bytes examples/NeuroML/ABCD.mdf.png | Bin 288489 -> 288481 bytes 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