check_pygrib_vs_herbie_crs_extraction.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check CRS extraction\n",
    "\n",
    "I was having issues with pygrib running into segmentation faults in my GitHub Actions after it was updated to support Numpy v2+. I was only using pygrib to extract coordinate reference system (CRS) data, and I would like to remove it as a dependency.\n",
    "\n",
    "Here I am comparing the CRS proj parameters extracted by pygrib and what is extracted by Herbie (from the keys read by cfgrib). \n",
    "\n",
    "**Since pygrib doesn't work in GitHub actions for me for whatever reason, I should run this notebook before any release to manually test the values between pygrib and Herbie agree.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from herbie import Herbie\n",
    "import pygrib\n",
    "from pyproj import CRS\n",
    "from herbie.crs import get_cf_crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Model: HRRR\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'lat_0': 38.5, 'lat_1': 38.5, 'lat_2': 38.5, 'lon_0': 262.5, 'proj': 'lcc'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'lat_0': 38.5, 'lat_1': 38.5, 'lat_2': 38.5, 'lon_0': 262.5, 'proj': 'lcc'}\n",
      "  equal= True\n",
      "\n",
      "Model: HRRRAK\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'lat_0': 90.0, 'lat_ts': 60.0, 'lon_0': 225.0, 'proj': 'stere'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'lat_0': 90, 'lat_ts': 60.0, 'lon_0': 225.0, 'proj': 'stere'}\n",
      "  equal= True\n",
      "\n",
      "Model: GFS\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  equal= True\n",
      "👨🏻‍🏭 Created directory: [/home/blaylock/data/graphcast/20250101]\n",
      "\n",
      "Model: GRAPHCAST\n",
      "  pygrib {'a': 4326.0, 'b': 4326.0, 'proj': 'longlat'}\n",
      "  Herbie {'a': 4326.0, 'b': 4326.0, 'proj': 'longlat'}\n",
      "  equal= True\n",
      "\n",
      "Model: CFS\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  equal= True\n",
      "\n",
      "Model: IFS\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  equal= True\n",
      "\n",
      "Model: AIFS\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  equal= True\n",
      "\n",
      "Model: GEFS\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  equal= True\n",
      "\n",
      "Model: GEFS\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  equal= True\n",
      "\n",
      "Model: HAFSA\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'proj': 'longlat'}\n",
      "  equal= True\n",
      "\n",
      "Model: HREF\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'lat_0': 25.0, 'lat_1': 25.0, 'lat_2': 25.0, 'lon_0': 265.0, 'proj': 'lcc'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'lat_0': 25.0, 'lat_1': 25.0, 'lat_2': 25.0, 'lon_0': 265.0, 'proj': 'lcc'}\n",
      "  equal= True\n",
      "\n",
      "Model: NAM\n",
      "  pygrib {'a': 6371229, 'b': 6371229, 'lat_0': 38.5, 'lat_1': 38.5, 'lat_2': 38.5, 'lon_0': 262.5, 'proj': 'lcc'}\n",
      "  Herbie {'a': 6371229, 'b': 6371229, 'lat_0': 38.5, 'lat_1': 38.5, 'lat_2': 38.5, 'lon_0': 262.5, 'proj': 'lcc'}\n",
      "  equal= True\n",
      "\n",
      "Model: URMA\n",
      "  pygrib {'a': 6371200.0, 'b': 6371200.0, 'lat_0': 25.0, 'lat_1': 25.0, 'lat_2': 25.0, 'lon_0': 265.0, 'proj': 'lcc'}\n",
      "  Herbie {'a': 6371200.0, 'b': 6371200.0, 'lat_0': 25.0, 'lat_1': 25.0, 'lat_2': 25.0, 'lon_0': 265.0, 'proj': 'lcc'}\n",
      "  equal= True\n",
      "\n",
      "Model: RTMA\n",
      "  pygrib {'a': 6371200.0, 'b': 6371200.0, 'lat_0': 25.0, 'lat_1': 25.0, 'lat_2': 25.0, 'lon_0': 265.0, 'proj': 'lcc'}\n",
      "  Herbie {'a': 6371200.0, 'b': 6371200.0, 'lat_0': 25.0, 'lat_1': 25.0, 'lat_2': 25.0, 'lon_0': 265.0, 'proj': 'lcc'}\n",
      "  equal= True\n"
     ]
    }
   ],
   "source": [
    "for model, search in [\n",
    "    (dict(model=\"hrrr\"), \":TMP:2 m above\"),\n",
    "    (dict(model=\"hrrrak\"), \":TMP:2 m above\"),\n",
    "    (dict(model=\"gfs\"), \":TMP:2 m above\"),\n",
    "    (dict(model=\"graphcast\"), \":TMP:2 m above\"),\n",
    "    (dict(model=\"cfs\", member=1, product=\"6_hourly\", kind=\"flxf\"), \":TMP:2 m above\"),\n",
    "    (dict(model=\"ifs\"), \":2t:\"),\n",
    "    (dict(model=\"aifs\"), \":2t:\"),\n",
    "    (dict(model=\"gefs\", member=1), \":TMP:2 m above\"),\n",
    "    (dict(model=\"gefs\", product=\"wave\", member=1), \":WIND:surf\"),\n",
    "    (dict(model=\"hafsa\", product=\"storm.atm\", storm=\"07s\"), \":TMP:2 m above\"),\n",
    "    (dict(model=\"href\", products=\"mean\", domain=\"conus\", fxx=1), \":TMP:2 m above\"),\n",
    "    (dict(model=\"nam\"), \":TMP:2 m above\"),\n",
    "    (dict(model=\"urma\"), \":TMP:2 m above\"),\n",
    "    (dict(model=\"rtma\"), \":TMP:2 m above\"),\n",
    "]:\n",
    "    if model[\"model\"] in (\"hafsa\", \"href\"):  # only on nomads\n",
    "        date = \"2025-01-16 06:00\"\n",
    "    else:\n",
    "        date = \"2025-01-01\"\n",
    "\n",
    "    ds = Herbie(date, verbose=False, **model).xarray(\n",
    "        search, remove_grib=False, _use_pygrib_for_crs=False\n",
    "    )\n",
    "\n",
    "    print()\n",
    "    print(f\"Model: {model['model'].upper()}\")\n",
    "    with pygrib.open(str(ds.local_grib)) as grb:\n",
    "        msg = grb.message(1)\n",
    "        projparams_dict_pygrib = dict(sorted(msg.projparams.items()))\n",
    "        print(\"  pygrib\", projparams_dict_pygrib)\n",
    "\n",
    "    projparams_dict_herbie = dict(\n",
    "        sorted(get_cf_crs(ds, _return_projparams=True).items())\n",
    "    )\n",
    "    print(\"  Herbie\", projparams_dict_herbie)\n",
    "    print(\"  equal=\", projparams_dict_herbie == projparams_dict_pygrib)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check the crs accessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=hrrr ┊ \u001b[3mproduct=sfc\u001b[0m ┊ \u001b[38;2;41;130;13m2025-Jan-01 00:00 UTC\u001b[92m F00\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/blaylock/GITHUB/Herbie/herbie/core.py:1117: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
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      ],
      "text/plain": [
       "<Projected CRS: +proj=lcc +ellps=sphere +a=6371229.0 +b=6371229.0  ...>\n",
       "Name: unknown\n",
       "Axis Info [cartesian]:\n",
       "- E[east]: Easting (metre)\n",
       "- N[north]: Northing (metre)\n",
       "Area of Use:\n",
       "- undefined\n",
       "Coordinate Operation:\n",
       "- name: unknown\n",
       "- method: Lambert Conic Conformal (2SP)\n",
       "Datum: unknown\n",
       "- Ellipsoid: unknown\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = Herbie(\"2025-1-1\").xarray(\":TMP:2 m ab\")\n",
    "ds.herbie.crs"
   ]
  }
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