From 141ab764532c670cc743417296fe98d5308f9a61 Mon Sep 17 00:00:00 2001 From: Brian Blaylock Date: Mon, 5 Aug 2024 22:13:50 -0700 Subject: [PATCH 1/4] update GFS template - Added if block for datetime to switch to GFS v16 file structure. - Added sfluxgrb product discovery - Fixed bug in gdas from azure --- herbie/models/gfs.py | 160 +++-- unique_gfs.ipynb | 1565 ++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 1669 insertions(+), 56 deletions(-) create mode 100644 unique_gfs.ipynb diff --git a/herbie/models/gfs.py b/herbie/models/gfs.py index 710f6614..18fff2e8 100644 --- a/herbie/models/gfs.py +++ b/herbie/models/gfs.py @@ -1,33 +1,11 @@ -## Added by Brian Blaylock -## July 26, 2021 +"""Herbie template for GFS products.""" - -class gdas: - def template(self): - self.DESCRIPTION = "Global Data Assimilation System" - self.DETAILS = { - "nomads product description": "https://www.nco.ncep.noaa.gov/pmb/products/gfs/#GDAS", - "google cloud platform": "https://console.cloud.google.com/marketplace/product/noaa-public/gfs?q=search&referrer=search&project=python-232920", - "azure document": "https://github.com/microsoft/AIforEarthDatasets#noaa-global-forecast-system-gfs", - "aws document": "https://registry.opendata.aws/noaa-gfs-bdp-pds", - } - self.PRODUCTS = { - "pgrb2.0p25": "common fields, 0.25 degree resolution", - "pgrb2.1p00": "common fields, 1.00 degree resolution", - } - self.SOURCES = { - "aws": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/gdas.{self.date:%Y%m%d/%H}/atmos/gdas.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "aws-old": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/gdas.{self.date:%Y%m%d/%H}/gdas.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "ftpprd": f"https://ftpprd.ncep.noaa.gov/data/nccf/com/gfs/prod/gdas.{self.date:%Y%m%d/%H}/atmos/gdas.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/gdas.{self.date:%Y%m%d/%H}/atmos/gdas.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "google": f"https://storage.googleapis.com/global-forecast-system/gdas.{self.date:%Y%m%d/%H}/atmos/gdas.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "azure": f"https://noaagfs.blob.core.windows.net/gfs/gdas.{self.date:%Y%m%d/%H}/atmos/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - } - self.IDX_SUFFIX = [".idx"] - self.LOCALFILE = f"{self.get_remoteFileName}" +from datetime import datetime class gfs: + """Global Forecast System Atmosphere Products.""" + def template(self): self.DESCRIPTION = "Global Forecast System" self.DETAILS = { @@ -44,34 +22,40 @@ def template(self): "pgrb2b.0p50": "uncommon fields, 0.50 degree resolution", "pgrb2b.1p00": "uncommon fields, 1.00 degree resolution", "pgrb2full.0p50": "combined grids of 0.50 resolution", + "sfluxgrb": "surface flux fields, T1534 Semi-Lagrangian grid", + "goesimpgrb2.0p25": ", 0.50 degree resolution", } - self.SOURCES = { - "aws": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/gfs.{self.date:%Y%m%d/%H}/atmos/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "aws-old": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/gfs.{self.date:%Y%m%d/%H}/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "ftpprd": f"https://ftpprd.ncep.noaa.gov/data/nccf/com/gfs/prod/gfs.{self.date:%Y%m%d/%H}/atmos/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/gfs.{self.date:%Y%m%d/%H}/atmos/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "google": f"https://storage.googleapis.com/global-forecast-system/gfs.{self.date:%Y%m%d/%H}/atmos/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - "azure": f"https://noaagfs.blob.core.windows.net/gfs/gfs.{self.date:%Y%m%d/%H}/atmos/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", - } - self.IDX_SUFFIX = [".idx"] - self.LOCALFILE = f"{self.get_remoteFileName}" -class graphcast: - def template(self): - self.DESCRIPTION = "GraphCast Global Forecast System (EXPERIMENTAL)" - self.DETAILS = { - "aws document": "https://registry.opendata.aws/noaa-nws-graphcastgfs-pds/", - } - self.PRODUCTS = { - "pgrb2.0p25": "common fields, 0.25 degree resolution", - } + if self.date < datetime(2021, 3, 23): + post_root = f"gfs.{self.date:%Y%m%d/%H}/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}" + else: + # GFS update version 16.0 + # https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gfs/implementations.php + post_root = f"gfs.{self.date:%Y%m%d/%H}/atmos/gfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}" + + if self.product == "sfluxgrb": + post_root = post_root.replace("sfluxgrb.", "sfluxgrb") + self.SOURCES = { - "aws": f"https://noaa-nws-graphcastgfs-pds.s3.amazonaws.com/graphcastgfs.{self.date:%Y%m%d/%H}/forecasts_13_levels/graphcastgfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", + "aws": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/{post_root}", + "ftpprd": f"https://ftpprd.ncep.noaa.gov/data/nccf/com/gfs/prod/{post_root}", + "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/{post_root}", + "google": f"https://storage.googleapis.com/global-forecast-system/{post_root}", + "azure": f"https://noaagfs.blob.core.windows.net/gfs/{post_root}", } self.IDX_SUFFIX = [".idx"] self.LOCALFILE = f"{self.get_remoteFileName}" + class gfs_wave: + """ + Global Forecast System Wave Products. + + Wave products were made available with the GFS v16.0 upgrade on + March 22, 2021. + https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gfs/implementations.php + """ + def template(self): self.DESCRIPTION = "Global Forecast System - Wave Products" self.DETAILS = { @@ -86,15 +70,58 @@ def template(self): "gsouth.0p25": "Global South; 0.25 deg resolution", "wcoast.0p16": "West Coast; 0.16 deg resolution", } + + post_root = f"gfs.{self.date:%Y%m%d/%H}/wave/gridded/gfswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2" + self.SOURCES = { - "aws": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/gfs.{self.date:%Y%m%d/%H}/wave/gridded/gfswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", - "ftpprd": f"https://ftpprd.ncep.noaa.gov/data/nccf/com/gfs/prod/gfs.{self.date:%Y%m%d/%H}/wave/gridded/gfswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", - "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/gfs.{self.date:%Y%m%d/%H}/wave/gridded/gfswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", - "google": f"https://storage.googleapis.com/global-forecast-system/gfs.{self.date:%Y%m%d/%H}/wave/gridded/gfswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", - "azure": f"https://noaahrrr.blob.core.windows.net/gfs/gfs.{self.date:%Y%m%d/%H}/wave/gridded/gfswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", + "aws": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/{post_root}", + "ftpprd": f"https://ftpprd.ncep.noaa.gov/data/nccf/com/gfs/prod/{post_root}", + "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/{post_root}", + "google": f"https://storage.googleapis.com/global-forecast-system/{post_root}", + "azure": f"https://noaahrrr.blob.core.windows.net/gfs/{post_root}", } self.LOCALFILE = f"{self.get_remoteFileName}" + +class gdas: + """Global Data Assimilation System.""" + + def template(self): + self.DESCRIPTION = "Global Data Assimilation System" + self.DETAILS = { + "nomads product description": "https://www.nco.ncep.noaa.gov/pmb/products/gfs/#GDAS", + "google cloud platform": "https://console.cloud.google.com/marketplace/product/noaa-public/gfs?q=search&referrer=search&project=python-232920", + "azure document": "https://github.com/microsoft/AIforEarthDatasets#noaa-global-forecast-system-gfs", + "aws document": "https://registry.opendata.aws/noaa-gfs-bdp-pds", + } + self.PRODUCTS = { + "pgrb2.0p25": "common fields, 0.25 degree resolution", + "pgrb2.1p00": "common fields, 1.00 degree resolution", + "sfluxgrb": "surface flux fields, T1534 Semi-Lagrangian grid", + } + + if self.date < datetime(2021, 3, 23): + post_root = f"gdas.{self.date:%Y%m%d/%H}/gdas.t{self.date:%H}z.{self.product}.f{self.fxx:03d}" + else: + # GFS update version 16.0 + # https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gfs/implementations.php + post_root = f"gdas.{self.date:%Y%m%d/%H}/atmos/gdas.t{self.date:%H}z.{self.product}.f{self.fxx:03d}" + + if self.product == "sfluxgrb": + post_root = post_root.replace("sfluxgrb.", "sfluxgrb") + + self.SOURCES = { + "aws": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/{post_root}", + "aws-old": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/{post_root}", + "ftpprd": f"https://ftpprd.ncep.noaa.gov/data/nccf/com/gfs/prod/{post_root}", + "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/{post_root}", + "google": f"https://storage.googleapis.com/global-forecast-system/{post_root}", + "azure": f"https://noaagfs.blob.core.windows.net/gfs/{post_root}", + } + self.IDX_SUFFIX = [".idx"] + self.LOCALFILE = f"{self.get_remoteFileName}" + + class gdas_wave: def template(self): self.DESCRIPTION = "Global Data Assimilation System - Wave Products" @@ -110,11 +137,32 @@ def template(self): "gsouth.0p25": "Global South; 0.25 deg resolution", "wcoast.0p16": "West Coast; 0.16 deg resolution", } + + post_root = f"gdas.{self.date:%Y%m%d/%H}/wave/gridded/gdaswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2" + + self.SOURCES = { + "aws": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/{post_root}", + "ftpprd": f"https://ftpprd.ncep.noaa.gov/data/nccf/com/gfs/prod/{post_root}", + "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/{post_root}", + "google": f"https://storage.googleapis.com/global-forecast-system/{post_root}", + "azure": f"https://noaahrrr.blob.core.windows.net/gfs/{post_root}", + } + self.LOCALFILE = f"{self.get_remoteFileName}" + + +class graphcast: + """GraphCast Global Forecast System.""" + + def template(self): + self.DESCRIPTION = "GraphCast Global Forecast System (EXPERIMENTAL)" + self.DETAILS = { + "aws document": "https://registry.opendata.aws/noaa-nws-graphcastgfs-pds/", + } + self.PRODUCTS = { + "pgrb2.0p25": "common fields, 0.25 degree resolution", + } self.SOURCES = { - "aws": f"https://noaa-gfs-bdp-pds.s3.amazonaws.com/gdas.{self.date:%Y%m%d/%H}/wave/gridded/gdaswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", - "ftpprd": f"https://ftpprd.ncep.noaa.gov/data/nccf/com/gfs/prod/gdas.{self.date:%Y%m%d/%H}/wave/gridded/gdaswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", - "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/gdas.{self.date:%Y%m%d/%H}/wave/gridded/gdaswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", - "google": f"https://storage.googleapis.com/global-forecast-system/gdas.{self.date:%Y%m%d/%H}/wave/gridded/gdaswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", - "azure": f"https://noaahrrr.blob.core.windows.net/gfs/gdas.{self.date:%Y%m%d/%H}/wave/gridded/gdaswave.t{self.date:%H}z.{self.product}.f{self.fxx:03d}.grib2", + "aws": f"https://noaa-nws-graphcastgfs-pds.s3.amazonaws.com/graphcastgfs.{self.date:%Y%m%d/%H}/forecasts_13_levels/graphcastgfs.t{self.date:%H}z.{self.product}.f{self.fxx:03d}", } + self.IDX_SUFFIX = [".idx"] self.LOCALFILE = f"{self.get_remoteFileName}" diff --git a/unique_gfs.ipynb b/unique_gfs.ipynb new file mode 100644 index 00000000..a556c61a --- /dev/null +++ b/unique_gfs.ipynb @@ -0,0 +1,1565 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import s3fs\n", + "import polars as pl" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "fs = s3fs.S3FileSystem(anon=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2,\n", + " ['noaa-gfs-bdp-pds/gdas.20210323/00/atmos',\n", + " 'noaa-gfs-bdp-pds/gdas.20210323/00/wave'])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "files = fs.glob(\"noaa-gfs-bdp-pds/gdas.20210323/00/*\")\n", + "len(files), files" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5356" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "files = fs.glob(\"noaa-gfs-bdp-pds/gfs.20240401/*/atmos/*.idx\")\n", + "len(files)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(5852,\n", + " 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'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f192.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f195.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f198.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f201.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f204.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f207.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f210.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f213.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f216.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f219.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f222.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f225.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f228.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f231.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f234.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f237.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f240.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f243.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f246.grib2.idx',\n", + " 'noaa-gfs-bdp-pds/gfs.20240401/00/wave/gridded/gfswave.t00z.global.0p25.f249.grib2.idx',\n", + " ...])" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "files = fs.glob(\"noaa-gfs-bdp-pds/gfs.20240401/*/wave/gridded/*.idx\")\n", + "len(files)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "files = fs.glob(\"noaa-gfs-bdp-pds/gdas.20240401/*/atmos/*.idx\")\n", + "len(files)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 1: gdas.tHHz.pgrb2.0p25.f###.idx\n", + " 2: gdas.tHHz.pgrb2.1p00.anl.idx\n", + " 3: gdas.tHHz.pgrb2.1p00.f###.idx\n", + " 4: gdas.tHHz.sfluxgrbf###.grib2.idx\n" + ] + } + ], + "source": [ + "df = (\n", + " pl.DataFrame({\"files\": files})\n", + " .filter(\n", + " pl.col(\"files\").str.ends_with(\".idx\"),\n", + " )\n", + " .with_columns(\n", + " pl.col(\"files\").str.split(\"/\").list.last(),\n", + " pl.col(\"files\")\n", + " .str.split(\"/\")\n", + " .list.last()\n", + " .str.replace(r\"f\\d\\d\\d\", \"f###\")\n", + " .str.replace(r\"t\\d\\dz\", \"tHHz\")\n", + " .alias(\"filename\"),\n", + " )\n", + ")\n", + "for i, f in enumerate(df[\"filename\"].unique().sort(), start=1):\n", + " print(f\"{i:3}: {f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"f177"
"f180"
"grd221"
"grib2"
" + ], + "text/plain": [ + "shape: (62,)\n", + "Series: 'field_3' [str]\n", + "[\n", + "\t\"f003\"\n", + "\t\"f006\"\n", + "\t\"f009\"\n", + "\t\"f012\"\n", + "\t\"f015\"\n", + "\t…\n", + "\t\"f174\"\n", + "\t\"f177\"\n", + "\t\"f180\"\n", + "\t\"grd221\"\n", + "\t\"grib2\"\n", + "]" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"field_3\"].unique().sort()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "herbie-dev", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 993266793393f6dc07394d6a0f4fd9613c413890 Mon Sep 17 00:00:00 2001 From: Brian Blaylock Date: Tue, 6 Aug 2024 22:53:43 -0700 Subject: [PATCH 2/4] fix potential bug getting remote filename --- herbie/core.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/herbie/core.py b/herbie/core.py index fd5375c0..f9825882 100644 --- a/herbie/core.py +++ b/herbie/core.py @@ -515,9 +515,15 @@ def find_idx(self) -> tuple[Optional[Union[Path, str]], Optional[str]]: @property def get_remoteFileName(self, source: Optional[str] = None) -> str: - """Predict remote file name (assumes all sources are named the same).""" + """Predict remote file name.""" if source is None: - source = list(self.SOURCES)[0] + if hasattr(self, "grib_source") and self.grib_source != "local": + source = self.grib_source + else: + # Just pick the first source in the template + # Note: this might not always be the best approach + # the file names are not consistent between sources. + source = list(self.SOURCES)[0] return self.SOURCES[source].split("/")[-1] @property From e1fecf7cf6916b58a24a0d6872125b732ca9f5c5 Mon Sep 17 00:00:00 2001 From: Brian Blaylock Date: Tue, 6 Aug 2024 22:54:02 -0700 Subject: [PATCH 3/4] added RDA as source for GFS files --- herbie/models/gfs.py | 24 ++++++++++++++++++++++-- 1 file changed, 22 insertions(+), 2 deletions(-) diff --git a/herbie/models/gfs.py b/herbie/models/gfs.py index 18fff2e8..e2f1064c 100644 --- a/herbie/models/gfs.py +++ b/herbie/models/gfs.py @@ -4,15 +4,34 @@ class gfs: - """Global Forecast System Atmosphere Products.""" + """Global Forecast System Atmosphere Products. + + Notes + ----- + The NODD program provides GFS data on all major cloud partners + - aws: Archive begins 2021-01-01 + - google: Archive begins 2021-01-01 + - azure: Last 30 days + + The NCAR RDA archive only provides GFS data at 0.25 degree + resolution and these files do not have index files which makes + variable subsetting impossible. + + NCEI archive is spotty at best. + """ def template(self): self.DESCRIPTION = "Global Forecast System" self.DETAILS = { "nomads product description": "https://www.nco.ncep.noaa.gov/pmb/products/gfs", "google cloud platform": "https://console.cloud.google.com/marketplace/product/noaa-public/gfs?q=search&referrer=search&project=python-232920", - "azure document": "https://github.com/microsoft/AIforEarthDatasets#noaa-global-forecast-system-gfs", + "azure document": [ + "https://github.com/microsoft/AIforEarthDatasets#noaa-global-forecast-system-gfs", + "https://microsoft.github.io/AIforEarthDataSets/data/noaa-gfs.html", + ], "aws document": "https://registry.opendata.aws/noaa-gfs-bdp-pds", + "NCAR Research Data Archive (RDA)": "https://rda.ucar.edu/datasets/d084001/", + "NCEI": "https://www.ncei.noaa.gov/products/weather-climate-models/global-forecast", } self.PRODUCTS = { "pgrb2.0p25": "common fields, 0.25 degree resolution", @@ -42,6 +61,7 @@ def template(self): "nomads": f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/{post_root}", "google": f"https://storage.googleapis.com/global-forecast-system/{post_root}", "azure": f"https://noaagfs.blob.core.windows.net/gfs/{post_root}", + "ncar_rda": f"https://data.rda.ucar.edu/d084001/{self.date:%Y/%Y%m%d}/gfs.0p25.{self.date:%Y%m%d%H}.f{self.fxx:03d}.grib2", } self.IDX_SUFFIX = [".idx"] self.LOCALFILE = f"{self.get_remoteFileName}" From e47ecbadb57a826c786201ab5e4ccdae5cca66ba Mon Sep 17 00:00:00 2001 From: Brian Blaylock Date: Tue, 6 Aug 2024 23:13:05 -0700 Subject: [PATCH 4/4] attempt to repair GEFS file discovery for days before 2020-9-23 --- herbie/models/gefs.py | 49 ++++++++++++++++++++++++++++++------------- 1 file changed, 35 insertions(+), 14 deletions(-) diff --git a/herbie/models/gefs.py b/herbie/models/gefs.py index 7b836ec7..8f98e8fb 100644 --- a/herbie/models/gefs.py +++ b/herbie/models/gefs.py @@ -1,15 +1,22 @@ ## Added by Brian Blaylock ## March 11, 2022 -""" -A Herbie template for the GEFS (2017-Present) and GEFS Reforecast (2000-2019) -GRIB2 products. +"""A Herbie template for the GEFS (2017-Present) and GEFS Re-forecast (2000-2019) GRIB2 products.""" - -""" +from datetime import datetime class gefs: + """Global Ensemble Forecast System (GEFS). + + Notes + ----- + The NODD program provides GEFS data on all major cloud partners + - aws: Archive begins 2017-01-01 + - google: Archive begins 2021-01-01 + - azure: Last 30 days? + """ + def template(self): self.DESCRIPTION = "Global Ensemble Forecast System (GEFS)" self.DETAILS = { @@ -47,14 +54,28 @@ def template(self): self.member = f"p{self.member:02d}" filedir = f"gefs.{self.date:%Y%m%d/%H}" - filepaths = { - "atmos.5": f"{filedir}/atmos/pgrb2ap5/ge{self.member}.t{self.date:%H}z.pgrb2a.0p50.f{self.fxx:03d}", - "atmos.5b": f"{filedir}/atmos/pgrb2bp5/ge{self.member}.t{self.date:%H}z.pgrb2b.0p50.f{self.fxx:03d}", - "atmos.25": f"{filedir}/atmos/pgrb2sp25/ge{self.member}.t{self.date:%H}z.pgrb2s.0p25.f{self.fxx:03d}", - "wave": f"{filedir}/wave/gridded/gefs.wave.t{self.date:%H}z.{self.member}.global.0p25.f{self.fxx:03d}.grib2", - "chem.5": f"{filedir}/chem/pgrb2ap25/gefs.chem.t{self.date:%H}z.a2d_0p25.f{self.fxx:03d}.grib2", - "chem.25": f"{filedir}/chem/pgrb2ap25/gefs.chem.t{self.date:%H}z.a2d_0p25.f{self.fxx:03d}.grib2", - } + + if self.date < datetime(2018, 7, 27): + filepaths = { + "atmos.5": f"{filedir}/ge{self.member}.t{self.date:%H}z.pgrb2af{self.fxx:03d}", + "atmos.5b": f"{filedir}/ge{self.member}.t{self.date:%H}z.pgrb2bf{self.fxx:03d}", + } + elif self.date < datetime(2020, 9, 23): + # Update to GEFS system to put data in directories. Change in form for lead time to fxx. + filepaths = { + "atmos.5": f"{filedir}/pgrb2a/ge{self.member}.t{self.date:%H}z.pgrb2af{self.fxx:02d}", + "atmos.5b": f"{filedir}/pgrb2b/ge{self.member}.t{self.date:%H}z.pgrb2bf{self.fxx:02d}", + } + else: + # Update to GEFS system with wave and chem products. Change in form for lead time to fxxx. + filepaths = { + "atmos.5": f"{filedir}/atmos/pgrb2ap5/ge{self.member}.t{self.date:%H}z.pgrb2a.0p50.f{self.fxx:03d}", + "atmos.5b": f"{filedir}/atmos/pgrb2bp5/ge{self.member}.t{self.date:%H}z.pgrb2b.0p50.f{self.fxx:03d}", + "atmos.25": f"{filedir}/atmos/pgrb2sp25/ge{self.member}.t{self.date:%H}z.pgrb2s.0p25.f{self.fxx:03d}", + "wave": f"{filedir}/wave/gridded/gefs.wave.t{self.date:%H}z.{self.member}.global.0p25.f{self.fxx:03d}.grib2", + "chem.5": f"{filedir}/chem/pgrb2ap25/gefs.chem.t{self.date:%H}z.a2d_0p25.f{self.fxx:03d}.grib2", + "chem.25": f"{filedir}/chem/pgrb2ap25/gefs.chem.t{self.date:%H}z.a2d_0p25.f{self.fxx:03d}.grib2", + } valid_members = { "atmos.5": [f"p{i:02d}" for i in range(1, 31)] + ["c00", "spr", "avg"], @@ -89,7 +110,7 @@ def template(self): class gefs_reforecast: - """Template for GEFS Reforecast data. + """Template for GEFS Re-forecast data. These grib files are organized different from other model types. The files are grouped into variables and clumped by forecast range.