From fe22aefccd04d0f674f8b5a8d732e799c0252b94 Mon Sep 17 00:00:00 2001 From: Tobin Ford Date: Thu, 12 Dec 2024 15:48:43 -0700 Subject: [PATCH] debugging notebook --- pvdeg/pysam.py | 9 +- scripts/debug/01_pvsamv1.json | 410 ++++++++++++ scripts/debug/debug-ground-irradiance.ipynb | 657 ++++++++++++++++++++ scripts/debug/small_usa_geometa.pkl | Bin 0 -> 2626 bytes scripts/debug/small_usa_geoweather.pkl | Bin 0 -> 9745887 bytes scripts/pysam_america.ipynb | 6 +- scripts/pysam_wrangling.ipynb | 4 +- 7 files changed, 1079 insertions(+), 7 deletions(-) create mode 100644 scripts/debug/01_pvsamv1.json create mode 100644 scripts/debug/debug-ground-irradiance.ipynb create mode 100644 scripts/debug/small_usa_geometa.pkl create mode 100644 scripts/debug/small_usa_geoweather.pkl diff --git a/pvdeg/pysam.py b/pvdeg/pysam.py index 20e4d35..4ea4514 100644 --- a/pvdeg/pysam.py +++ b/pvdeg/pysam.py @@ -425,6 +425,13 @@ def inspire_ground_irradiance(weather_df, meta, config_files): returns an custom class object so we can unpack it later. """ + if (not isinstance(weather_df, pd.DataFrame) or not isinstance(meta, dict)): + raise ValueError(f""" + weather_df must be pandas DataFrame, meta must be dict. + weather_df type : {type(weather_df)} + meta type : {type(meta)} + """) + outputs = pysam( weather_df = weather_df, meta = meta, @@ -448,7 +455,7 @@ def solar_resource_dict(weather_df, meta): Works on PVGIS and appears to work on NSRDB (NOT PSM3). """ - weather_df = weather_df.reset_index(drop=True) # Probably dont need to do this + # weather_df = weather_df.reset_index(drop=True) # Probably dont need to do this weather_df = utilities.add_time_columns_tmy(weather_df) # only supports hourly data sr = { diff --git a/scripts/debug/01_pvsamv1.json b/scripts/debug/01_pvsamv1.json new file mode 100644 index 0000000..f37879a --- /dev/null +++ b/scripts/debug/01_pvsamv1.json @@ -0,0 +1,410 @@ +{ + "solar_resource_file" : "C:/SAM/2023.12.17/solar_resource/phoenix_az_33.450495_-111.983688_psmv3_60_tmy.csv", + "transformer_no_load_loss" : 0, + "transformer_load_loss" : 0, + "system_use_lifetime_output" : 1, + "analysis_period" : 25, + "dc_degradation" : [ 0.5 ], + "en_dc_lifetime_losses" : 0, + "dc_lifetime_losses" : [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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"cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pvdeg\n", + "import xarray as xr\n", + "import numpy as np\n", + "import pandas as pd\n", + "import pickle" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "with open(\"small_usa_geometa.pkl\", 'rb') as f:\n", + " meta = pickle.load(f)\n", + "\n", + "with open(\"small_usa_geoweather.pkl\", 'rb') as f:\n", + " weather = pickle.load(f)\n", + "\n", + "# meta\n", + "# weather" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "res = pvdeg.pysam.inspire_ground_irradiance(\n", + " weather_df=weather.isel(gid=0).to_dataframe(),\n", + " meta=meta.iloc[0].to_dict(),\n", + " config_files={\"pv\":\"01_pvsamv1.json\"}\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 771kB\n",
+       "Dimensions:            (time: 8760, distance: 10)\n",
+       "Coordinates:\n",
+       "  * time               (time) datetime64[ns] 70kB 2023-01-01T00:30:00 ... 202...\n",
+       "  * distance           (distance) int32 40B 0 1 2 3 4 5 6 7 8 9\n",
+       "Data variables:\n",
+       "    annual_poa         float64 8B 3.223e+05\n",
+       "    ground_irradiance  (time, distance) float64 701kB dask.array<chunksize=(8760, 10), meta=np.ndarray>
" + ], + "text/plain": [ + " Size: 771kB\n", + "Dimensions: (time: 8760, distance: 10)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 70kB 2023-01-01T00:30:00 ... 202...\n", + " * distance (distance) int32 40B 0 1 2 3 4 5 6 7 8 9\n", + "Data variables:\n", + " annual_poa float64 8B 3.223e+05\n", + " ground_irradiance (time, distance) float64 701kB dask.array" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "single_location_xr = pvdeg.pysam._handle_pysam_return(\n", + " res\n", + ")\n", + "\n", + "single_location_xr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = np.any(single_location_xr.ground_irradiance != 0, axis=1)\n", + "\n", + "nonzero = single_location_xr.ground_irradiance.compute()[mask.compute()]\n", + "\n", + "nonzero.compute()\n", + "\n", + "nonzero.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = np.any(single_location_xr.ground_irradiance >= 0, axis=1)\n", + "\n", + "nonnegative = single_location_xr.ground_irradiance.compute()[mask.compute()]\n", + "\n", + "nonnegative.compute()\n", + "\n", + "nonnegative.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deg", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/scripts/debug/small_usa_geometa.pkl b/scripts/debug/small_usa_geometa.pkl new file mode 100644 index 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"name": "python3" }, "language_info": { "codemirror_mode": { @@ -369,7 +369,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.9.19" } }, "nbformat": 4, diff --git a/scripts/pysam_wrangling.ipynb b/scripts/pysam_wrangling.ipynb index 5ad583f..bd3ba11 100644 --- a/scripts/pysam_wrangling.ipynb +++ b/scripts/pysam_wrangling.ipynb @@ -1328,7 +1328,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "6f0b7df8-8350-4885-b011-407746e92426", "metadata": {}, "outputs": [ @@ -1583,8 +1583,6 @@ " }\n", " )\n", " \n", - " \n", - " \n", " # Add map features\n", " ax.coastlines()\n", " ax.add_feature(cfeature.BORDERS, linestyle=':')\n",

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