From 755535ca302c00665e6cbb5959521812d59ee31e Mon Sep 17 00:00:00 2001 From: Daafip Date: Mon, 1 Jul 2024 11:13:17 +0200 Subject: [PATCH] updating docs --- docs/example_model_run_HBV.ipynb | 226 +++++++++++++++++++++++++++++-- src/ewatercycle_HBV/forcing.py | 2 +- 2 files changed, 217 insertions(+), 11 deletions(-) diff --git a/docs/example_model_run_HBV.ipynb b/docs/example_model_run_HBV.ipynb index d33777b..e0ea579 100644 --- a/docs/example_model_run_HBV.ipynb +++ b/docs/example_model_run_HBV.ipynb @@ -89,7 +89,8 @@ "outputs": [], "source": [ "path = Path.cwd()\n", - "forcing_path = path / \"Forcing\"" + "forcing_path = path / \"Forcing\"\n", + "forcing_path.mkdir(exist_ok=True)" ] }, { @@ -121,7 +122,7 @@ }, "outputs": [], "source": [ - "s_0 = np.array([0, 100, 0, 5])" + "s_0 = np.array([0, 100, 0, 5, 0])" ] }, { @@ -145,11 +146,12 @@ }, "outputs": [], "source": [ - "p_min_initial= np.array([0, 0.2, 40, .5, .001, 1, .01, .0001])\n", - "p_max_initial = np.array([8, 1, 800, 4, .3, 10, .1, .01])\n", - "p_names = [\"$I_{max}$\", \"$C_e$\", \"$Su_{max}$\", \"β\", \"$P_{max}$\", \"$T_{lag}$\", \"$K_f$\", \"$K_s$\"]\n", - "S_names = [\"Interception storage\", \"Unsaturated Rootzone Storage\", \"Fastflow storage\", \"Groundwater storage\"]\n", - "param_names = [\"Imax\",\"Ce\", \"Sumax\", \"beta\", \"Pmax\", \"Tlag\", \"Kf\", \"Ks\"]" + "p_min_initial= np.array([0, 0.2, 40, .5, .001, 1, .01, .0001, 6])\n", + "p_max_initial = np.array([8, 1, 800, 4, .3, 10, .1, .01, 0.1])\n", + "p_names = [\"$I_{max}$\", \"$C_e$\", \"$Su_{max}$\", \"β\", \"$P_{max}$\", \"$T_{lag}$\", \"$K_f$\", \"$K_s$\", \"FM\"]\n", + "S_names = [\"Interception storage\", \"Unsaturated Rootzone Storage\", \"Fastflow storage\", \"Groundwater storage\", \"Snowpack storage\"]\n", + "param_names = [\"Imax\",\"Ce\", \"Sumax\", \"Beta\", \"Pmax\", \"Tlag\", \"Kf\", \"Ks\", \"FM\"]\n", + "stor_names = [\"Si\", \"Su\", \"Sf\", \"Ss\", \"Sp\"]" ] }, { @@ -197,7 +199,7 @@ "source": [ "experiment_start_date = \"1997-08-01T00:00:00Z\"\n", "experiment_end_date = \"2000-08-31T00:00:00Z\"\n", - "HRU_id = 2479155\n", + "HRU_id = 1620500\n", "alpha = 1.2626" ] }, @@ -229,7 +231,7 @@ "id": "70182d7d-93a0-4bb8-ae9d-e895d7e1982f", "metadata": {}, "source": [ - "we use camels forcing as an example, which is fully integrated [Newman, 2014](https://gdex.ucar.edu/dataset/camels.html)" + "we use camels forcing as an example, which is fully integrated [Newman, 2014](https://gdex.ucar.edu/dataset/camels.html). The seperate text file is hosted [here](https://github.com/Daafip/Msc-Thesis-Notebooks/blob/4735392c4f15af29f433e87491d65668e89663b5/Forcing/01620500_lump_cida_forcing_leap.txt) for easy access without having to download the whole dataset (13gb). " ] }, { @@ -407,7 +409,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -421,6 +423,210 @@ "df.plot(ax=ax,label=\"Modeled discharge HBV-bmi\")\n", "ax.legend(bbox_to_anchor=(1,1));" ] + }, + { + "cell_type": "markdown", + "id": "ba618af4-ec9f-41b9-9bef-af91470806f0", + "metadata": {}, + "source": [ + "# Example using Local HBV model in eWaterCycle" + ] + }, + { + "cell_type": "markdown", + "id": "c27f660e-509f-46e5-9a98-711402e38c85", + "metadata": {}, + "source": [ + "eWaterCycle uses Docker containters to ensure the user has no issues with versioning. When `model.initialize(..)` is called, in the background a docker containter is started up. This has many benefits for interoperability, but can be slow down a small model like HBV. For this reason, we can use a local model. the first few steps are the same thus these are not repeated. We do need the bmi model locally in the form of a [python package](https://github.com/Daafip/HBV-bmi). " + ] + }, + { + "cell_type": "markdown", + "id": "b4ac50c2-8e60-45e6-a14c-ee5da71c8bea", + "metadata": {}, + "source": [ + "```py\n", + "pip install HBV\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "2b689fba-83a8-427f-8cd1-150c95dad19e", + "metadata": {}, + "source": [ + "## Setting up the Local model" + ] + }, + { + "cell_type": "markdown", + "id": "42a66c88-3eb9-4673-9b62-1ee159424a73", + "metadata": {}, + "source": [ + "We then import the HBVLocal model through the eWaterCycle package:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "53c87387-2bc6-4109-a97c-f0c0743e1dd8", + "metadata": {}, + "outputs": [], + "source": [ + "from ewatercycle.models import HBVLocal" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "51f342e0-fef4-4198-af53-3b599d993f4b", + "metadata": { + "ExecuteTime": { + "end_time": "2024-03-07T14:21:34.569218800Z", + "start_time": "2024-03-07T14:21:34.568127600Z" + } + }, + "outputs": [], + "source": [ + "model = HBVLocal(forcing=camels_forcing)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "e3b875c2-cd9e-466f-b92a-314884d28050", + "metadata": { + "ExecuteTime": { + "end_time": "2024-03-07T14:21:34.948731400Z", + "start_time": "2024-03-07T14:21:34.568127600Z" + } + }, + "outputs": [], + "source": [ + "config_file, _ = model.setup(\n", + " parameters=','.join([str(p) for p in par_0]),\n", + " initial_storage=','.join([str(s) for s in s_0]),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1159273e-5439-4e6c-8526-3402781ca80c", + "metadata": { + "ExecuteTime": { + "end_time": "2024-03-07T14:21:34.957732500Z", + "start_time": "2024-03-07T14:21:34.953733500Z" + } + }, + "outputs": [], + "source": [ + "model.initialize(config_file)" + ] + }, + { + "cell_type": "markdown", + "id": "f0ef20aa-6905-4be1-91ba-f1ec1356dae9", + "metadata": {}, + "source": [ + "## Running model" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d6823377-56f8-464d-bd6c-f076f7c89aea", + "metadata": { + "ExecuteTime": { + "start_time": "2024-03-07T14:21:34.997729900Z" + } + }, + "outputs": [], + "source": [ + "Q_m = []\n", + "time = []\n", + "while model.time < model.end_time:\n", + " model.update()\n", + " Q_m.append(model.get_value(\"Q\"))\n", + " time.append(pd.Timestamp(model.time_as_datetime.date()))" + ] + }, + { + "cell_type": "markdown", + "id": "85d69e6e-5a32-4671-91cf-9ee3ea8485bf", + "metadata": {}, + "source": [ + "After running the model: finalize to shut everything down" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "f8fb0952-9189-4537-ae38-96e9fc9c6000", + "metadata": { + "ExecuteTime": { + "end_time": "2024-03-07T14:21:35.030728200Z", + "start_time": "2024-03-07T14:21:34.997729900Z" + } + }, + "outputs": [], + "source": [ + "model.finalize()" + ] + }, + { + "cell_type": "markdown", + "id": "f2e4dac4-b568-468c-acf1-4e16bcc57950", + "metadata": {}, + "source": [ + "## Process results:" + ] + }, + { + "cell_type": "markdown", + "id": "1ad8a7fb-d638-4fb0-b414-0df3724498b5", + "metadata": {}, + "source": [ + "We see these yield the same results, but if we time it: the local model is much faster. " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "328cda04-19bd-4ccf-bea0-3bee76734cce", + "metadata": { + "ExecuteTime": { + "start_time": "2024-03-07T14:21:34.997729900Z" + } + }, + "outputs": [], + "source": [ + "df_local = pd.DataFrame(data=Q_m,columns=[\"Modeled discharge local\"],index=time)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "296ed1ae-0f50-4021-a1f5-daaed1def305", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,1)\n", + "df.plot(ax=ax)\n", + "df_local.plot(ax=ax,ls=\"--\")\n", + "ax.legend(bbox_to_anchor=(1,1));" + ] } ], "metadata": { diff --git a/src/ewatercycle_HBV/forcing.py b/src/ewatercycle_HBV/forcing.py index c29df23..b05427b 100644 --- a/src/ewatercycle_HBV/forcing.py +++ b/src/ewatercycle_HBV/forcing.py @@ -141,7 +141,7 @@ def from_camels_txt(self) -> xr.Dataset: Note: This is only tested with the daymet files. The other two sources (NLDAS/maurer) can pose some issues, for more details - see this repo ``_ . + see `this repo `_ . Instead, use the `eWaterCycle CAMELS functionality `_ which utilises