From 05a171b714cff638e524748e46f6d52bb7b4920c Mon Sep 17 00:00:00 2001 From: Hofer-Julian Date: Fri, 1 Mar 2024 17:08:06 +0100 Subject: [PATCH] Pre-commit --- docs/python/examples.ipynb | 353 +++++++++---------------------------- 1 file changed, 85 insertions(+), 268 deletions(-) diff --git a/docs/python/examples.ipynb b/docs/python/examples.ipynb index a24163388..f948040bc 100644 --- a/docs/python/examples.ipynb +++ b/docs/python/examples.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -175,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -197,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -223,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -286,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -302,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -403,30 +403,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "model.plot()" ] @@ -441,20 +420,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "WindowsPath('data/basic/ribasim.toml')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "datadir = Path(\"data\")\n", "model.write(datadir / \"basic/ribasim.toml\")" @@ -462,20 +430,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "CompletedProcess(args=['julia', '--project=../../core', '--eval', 'using Ribasim; Ribasim.main(\"data/basic/ribasim.toml\")'], returncode=0)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# | include: false\n", "from subprocess import run\n", @@ -502,30 +459,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df_basin = pd.read_feather(datadir / \"basic/results/basin.arrow\")\n", "df_basin_wide = df_basin.pivot_table(\n", @@ -536,30 +472,9 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df_flow = pd.read_feather(datadir / \"basic/results/flow.arrow\")\n", "df_flow[\"edge\"] = list(zip(df_flow.from_node_id, df_flow.to_node_id))\n", @@ -588,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -597,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -620,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -661,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -697,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -715,7 +630,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -735,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -752,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -808,30 +723,9 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "model.plot()" ] @@ -846,20 +740,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "WindowsPath('data/level_setpoint_with_minmax/ribasim.toml')" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "datadir = Path(\"data\")\n", "model.write(datadir / \"level_setpoint_with_minmax/ribasim.toml\")" @@ -867,20 +750,9 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "CompletedProcess(args=['julia', '--project=../../core', '--eval', 'using Ribasim; Ribasim.main(\"data/level_setpoint_with_minmax/ribasim.toml\")'], returncode=0)" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# | include: false\n", "from subprocess import run\n", @@ -906,20 +778,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from matplotlib.dates import date2num\n", "\n", @@ -977,7 +838,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1010,7 +871,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1029,7 +890,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1048,13 +909,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model.pump.add(\n", " Node(node_id=3, geometry=Point(2.0, 0.5)),\n", - " [pump.Static(flow_rate=[0.0])], # Will be overwritten by PID controller\n", + " [pump.Static(flow_rate=[0.0])], # Will be overwritten by PID controller\n", ")" ] }, @@ -1067,13 +928,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model.outlet.add(\n", " Node(node_id=6, geometry=Point(2.0, -0.5)),\n", - " [outlet.Static(flow_rate=[0.0])], # Will be overwritten by PID controller\n", + " [outlet.Static(flow_rate=[0.0])], # Will be overwritten by PID controller\n", ")" ] }, @@ -1086,7 +947,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1105,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1124,35 +985,45 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model.pid_control.add(\n", " Node(node_id=5, geometry=Point(1.5, 1.0)),\n", - " [pid_control.Time(time=[\n", + " [\n", + " pid_control.Time(\n", + " time=[\n", " \"2020-01-01 00:00:00\",\n", " \"2020-05-01 00:00:00\",\n", " \"2020-07-01 00:00:00\",\n", " \"2020-12-01 00:00:00\",\n", - " ], listen_node_id= [2, 2, 2, 2],\n", - " target= [5.0, 5.0, 7.5, 7.5],\n", - " proportional= [-1e-3, 1e-3, 1e-3, 1e-3],\n", - " integral= [-1e-7, 1e-7, -1e-7, 1e-7],\n", - " derivative= [0.0, 0.0, 0.0, 0.0])],\n", + " ],\n", + " listen_node_id=[2, 2, 2, 2],\n", + " target=[5.0, 5.0, 7.5, 7.5],\n", + " proportional=[-1e-3, 1e-3, 1e-3, 1e-3],\n", + " integral=[-1e-7, 1e-7, -1e-7, 1e-7],\n", + " derivative=[0.0, 0.0, 0.0, 0.0],\n", + " )\n", + " ],\n", ")\n", "model.pid_control.add(\n", " Node(node_id=7, geometry=Point(1.5, -1.0)),\n", - " [pid_control.Time(time=[\n", + " [\n", + " pid_control.Time(\n", + " time=[\n", " \"2020-01-01 00:00:00\",\n", " \"2020-05-01 00:00:00\",\n", " \"2020-07-01 00:00:00\",\n", " \"2020-12-01 00:00:00\",\n", - " ],listen_node_id= [2, 2, 2, 2],\n", - " target= [ 5.0, 5.0, 7.5, 7.5],\n", - " proportional= [-1e-3, 1e-3, 1e-3, 1e-3],\n", - " integral= [-1e-7, 1e-7, -1e-7, 1e-7],\n", - " derivative= [0.0, 0.0, 0.0, 0.0])],\n", + " ],\n", + " listen_node_id=[2, 2, 2, 2],\n", + " target=[5.0, 5.0, 7.5, 7.5],\n", + " proportional=[-1e-3, 1e-3, 1e-3, 1e-3],\n", + " integral=[-1e-7, 1e-7, -1e-7, 1e-7],\n", + " derivative=[0.0, 0.0, 0.0, 0.0],\n", + " )\n", + " ],\n", ")" ] }, @@ -1172,7 +1043,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1222,30 +1093,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "model.plot()" ] @@ -1259,20 +1109,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "WindowsPath('data/pid_control/ribasim.toml')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "datadir = Path(\"data\")\n", "model.write(datadir / \"pid_control/ribasim.toml\")" @@ -1280,20 +1119,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "CompletedProcess(args=['julia', '--project=../../core', '--eval', 'using Ribasim; Ribasim.main(\"data/pid_control/ribasim.toml\")'], returncode=0)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# | include: false\n", "from subprocess import run\n", @@ -1319,20 +1147,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from matplotlib.dates import date2num\n", "\n",