diff --git a/examples/tutorial/soil_tutorial.ipynb b/examples/tutorial/soil_tutorial.ipynb index 6b27dac..a83073d 100644 --- a/examples/tutorial/soil_tutorial.ipynb +++ b/examples/tutorial/soil_tutorial.ipynb @@ -341,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-11-03T10:58:17.653736Z", @@ -390,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 3, "metadata": { "hideCode": false, "hidePrompt": false @@ -423,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 4, "metadata": { "hideCode": false, "hidePrompt": false @@ -432,12 +432,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1d73b3b3155f4132b863b3fb996ed1f1", + "model_id": "9fdc8c75869c4af092737891dab50a30", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='NewsEnv', max=1, style=ProgressStyle(description_width='initi…" + "NewsEnv: 0%| | 0/1 [00:00" ] @@ -724,7 +717,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 8, "metadata": { "hideCode": false, "hidePrompt": false @@ -751,7 +744,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 22, "metadata": { "hideCode": false, "hidePrompt": false @@ -760,12 +753,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dc1e3d6242e24e009601774769b9525b", + "model_id": "6b8425e6b67143ac83c5613346abef3c", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='NewsEnv', max=1, style=ProgressStyle(description_width='initi…" + "NewsEnv: 0%| | 0/1 [00:00" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1075,7 +1066,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 11, "metadata": { "hideCode": false, "hidePrompt": false @@ -1119,7 +1110,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 12, "metadata": { "hideCode": false, "hidePrompt": false @@ -1129,18 +1120,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "[INFO ][17:29:24] Output directory: /mnt/data/home/j/git/lab.gsi/soil/soil/examples/tutorial/soil_output\n" + "[INFO ][18:00:39] Output directory: /mnt/data/home/j/git/lab.gsi/soil/soil/examples/tutorial/soil_output\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5528388b3491489caecc160a2d19ee7a", + "model_id": "178024d02ecc425395b3f67c19ba9fee", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='newspread', max=10, style=ProgressStyle(description_width='in…" + "newspread: 0%| | 0/10 [00:00" + "
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\n", + "image/png": 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1727,35 +1679,35 @@ " \n", " 0\n", " 39063f8\n", - " newspread_1682002299.544348\n", + " newspread_1682352039.0612123\n", " erdos_renyi_graph\n", " 100\n", " 1.0\n", " \n", " \n", - " 5db645d\n", - " newspread_1682002299.544348\n", - " barabasi_albert_graph\n", - " 100\n", - " 0.0\n", - " \n", - " \n", " 8f26adb\n", - " newspread_1682002299.544348\n", + " newspread_1682352039.0612123\n", " barabasi_albert_graph\n", " 100\n", " 0.5\n", " \n", " \n", + " 92fdcb9\n", + " newspread_1682352039.0612123\n", + " erdos_renyi_graph\n", + " 100\n", + " 0.25\n", + " \n", + " \n", " cb3dbca\n", - " newspread_1682002299.544348\n", + " newspread_1682352039.0612123\n", " erdos_renyi_graph\n", " 100\n", " 0.5\n", " \n", " \n", " d1fe9c1\n", - " newspread_1682002299.544348\n", + " newspread_1682352039.0612123\n", " barabasi_albert_graph\n", " 100\n", " 1.0\n", @@ -1765,21 +1717,21 @@ "" ], "text/plain": [ - "key generator \\\n", - "iteration_id params_id simulation_id \n", - "0 39063f8 newspread_1682002299.544348 erdos_renyi_graph \n", - " 5db645d newspread_1682002299.544348 barabasi_albert_graph \n", - " 8f26adb newspread_1682002299.544348 barabasi_albert_graph \n", - " cb3dbca newspread_1682002299.544348 erdos_renyi_graph \n", - " d1fe9c1 newspread_1682002299.544348 barabasi_albert_graph \n", + "key generator \\\n", + "iteration_id params_id simulation_id \n", + "0 39063f8 newspread_1682352039.0612123 erdos_renyi_graph \n", + " 8f26adb newspread_1682352039.0612123 barabasi_albert_graph \n", + " 92fdcb9 newspread_1682352039.0612123 erdos_renyi_graph \n", + " cb3dbca newspread_1682352039.0612123 erdos_renyi_graph \n", + " d1fe9c1 newspread_1682352039.0612123 barabasi_albert_graph \n", "\n", - "key n prob_neighbor_spread \n", - "iteration_id params_id simulation_id \n", - "0 39063f8 newspread_1682002299.544348 100 1.0 \n", - " 5db645d newspread_1682002299.544348 100 0.0 \n", - " 8f26adb newspread_1682002299.544348 100 0.5 \n", - " cb3dbca newspread_1682002299.544348 100 0.5 \n", - " d1fe9c1 newspread_1682002299.544348 100 1.0 " + "key n prob_neighbor_spread \n", + "iteration_id params_id simulation_id \n", + "0 39063f8 newspread_1682352039.0612123 100 1.0 \n", + " 8f26adb newspread_1682352039.0612123 100 0.5 \n", + " 92fdcb9 newspread_1682352039.0612123 100 0.25 \n", + " cb3dbca newspread_1682352039.0612123 100 0.5 \n", + " d1fe9c1 newspread_1682352039.0612123 100 1.0 " ] }, "execution_count": 18, @@ -1876,7 +1828,7 @@ " \n", " \n", " \n", - " newspread_1682002299.544348\n", + " newspread_1682352039.0612123\n", " 0\n", " 2\n", " None\n", @@ -1905,29 +1857,33 @@ "" ], "text/plain": [ - " index version source_file name description \\\n", - "simulation_id \n", - "newspread_1682002299.544348 0 2 None newspread \n", - "\n", - " group backup overwrite dry_run dump ... \\\n", - "simulation_id ... \n", - "newspread_1682002299.544348 None False True False True ... \n", - "\n", - " num_processes exporters \\\n", - "simulation_id \n", - "newspread_1682002299.544348 1 [] \n", - "\n", - " model_reporters agent_reporters tables \\\n", + " index version source_file name \\\n", "simulation_id \n", - "newspread_1682002299.544348 {} {} {} \n", + "newspread_1682352039.0612123 0 2 None newspread \n", "\n", - " outdir \\\n", - "simulation_id \n", - "newspread_1682002299.544348 /mnt/data/home/j/git/lab.gsi/soil/soil/example... \n", + " description group backup overwrite dry_run dump \\\n", + "simulation_id \n", + "newspread_1682352039.0612123 None False True False True \n", "\n", - " exporter_params level skip_test debug \n", - "simulation_id \n", - "newspread_1682002299.544348 {} 20 False False \n", + " ... num_processes \\\n", + "simulation_id ... \n", + "newspread_1682352039.0612123 ... 1 \n", + "\n", + " exporters \\\n", + "simulation_id \n", + "newspread_1682352039.0612123 [] \n", + "\n", + " model_reporters agent_reporters tables \\\n", + "simulation_id \n", + "newspread_1682352039.0612123 {} {} {} \n", + "\n", + " outdir \\\n", + "simulation_id \n", + "newspread_1682352039.0612123 /mnt/data/home/j/git/lab.gsi/soil/soil/example... \n", + "\n", + " exporter_params level skip_test debug \n", + "simulation_id \n", + "newspread_1682352039.0612123 {} 20 False False \n", "\n", "[1 rows x 29 columns]" ] @@ -1953,7 +1909,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1998,8 +1954,8 @@ " \n", " \n", " \n", - " newspread_1682002299.544348\n", - " fcfc955\n", + " newspread_1682352039.0612123\n", + " ff1d24a\n", " 0\n", " 0\n", " 101\n", @@ -2040,32 +1996,32 @@ "" ], "text/plain": [ - " agent_count time \\\n", - "simulation_id params_id iteration_id step \n", - "newspread_1682002299.544348 fcfc955 0 0 101 0 \n", - " 1 101 1 \n", - " 2 101 2 \n", - " 3 101 3 \n", - " 4 101 4 \n", + " agent_count time \\\n", + "simulation_id params_id iteration_id step \n", + "newspread_1682352039.0612123 ff1d24a 0 0 101 0 \n", + " 1 101 1 \n", + " 2 101 2 \n", + " 3 101 3 \n", + " 4 101 4 \n", "\n", - " prob_tv_spread \\\n", - "simulation_id params_id iteration_id step \n", - "newspread_1682002299.544348 fcfc955 0 0 0.0 \n", - " 1 0.0 \n", - " 2 0.0 \n", - " 3 0.0 \n", - " 4 0.0 \n", + " prob_tv_spread \\\n", + "simulation_id params_id iteration_id step \n", + "newspread_1682352039.0612123 ff1d24a 0 0 0.0 \n", + " 1 0.0 \n", + " 2 0.0 \n", + " 3 0.0 \n", + " 4 0.0 \n", "\n", - " prob_neighbor_spread \n", - "simulation_id params_id iteration_id step \n", - "newspread_1682002299.544348 fcfc955 0 0 0.0 \n", - " 1 0.0 \n", - " 2 0.0 \n", - " 3 0.0 \n", - " 4 0.0 " + " prob_neighbor_spread \n", + "simulation_id params_id iteration_id step \n", + "newspread_1682352039.0612123 ff1d24a 0 0 0.0 \n", + " 1 0.0 \n", + " 2 0.0 \n", + " 3 0.0 \n", + " 4 0.0 " ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -2088,7 +2044,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -2129,8 +2085,8 @@ " \n", " \n", " \n", - " newspread_1682002299.544348\n", - " fcfc955\n", + " newspread_1682352039.0612123\n", + " ff1d24a\n", " 0\n", " 0\n", " 0\n", @@ -2157,16 +2113,16 @@ "" ], "text/plain": [ - " state_id\n", - "simulation_id params_id iteration_id step agent_id \n", - "newspread_1682002299.544348 fcfc955 0 0 0 None\n", - " 1 neutral\n", - " 2 neutral\n", - " 3 neutral\n", - " 4 neutral" + " state_id\n", + "simulation_id params_id iteration_id step agent_id \n", + "newspread_1682352039.0612123 ff1d24a 0 0 0 None\n", + " 1 neutral\n", + " 2 neutral\n", + " 3 neutral\n", + " 4 neutral" ] }, - "execution_count": 28, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -2181,7 +2137,7 @@ "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "venv-soil" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/tests/test_ipython.py b/tests/test_ipython.py new file mode 100644 index 0000000..ff94b0e --- /dev/null +++ b/tests/test_ipython.py @@ -0,0 +1,18 @@ +from unittest import TestCase +import os +import nbformat +from nbconvert.preprocessors import ExecutePreprocessor + +ROOT = os.path.abspath(os.path.dirname(__file__)) + +class TestNotebooks(TestCase): + def test_tutorial(self): + notebook = os.path.join(ROOT, "../examples/tutorial/soil_tutorial.ipynb") + with open(notebook) as f: + nb = nbformat.read(f, as_version=4) + ep = ExecutePreprocessor(timeout=60000, kernel_name='python3') + try: + assert ep.preprocess(nb) is not None, f"Got empty notebook for {notebook}" + except Exception: + assert False, f"Failed executing {notebook}" +