{ "cells": [ { "cell_type": "markdown", "id": "eb289602-27b8-4fb0-b7fd-50723d50e297", "metadata": { "tags": [] }, "source": [ "# Changes to MOM executable\n", "\n", "After running the CAFE-f6 hindcasts/forecasts, it was discovered that a subset of the hindcasts were run using a version of the MOM executable that produced different behaviour than the other hindcasts/forecasts. The [forecast scripts](https://github.com/csiro-dcfp/cm-forecasts) used whatever MOM executable was available at run time in the directory `/home/548//src/mom_cafe` (see https://github.com/csiro-dcfp/cm-forecasts/blob/141ea91e095fb6f7285461bc4463ae31ca21801d/settings.sh#L105) and this executable was changed by Decadal Climate Forecast Project (DCFP) members through time.\n", "\n", "(Note that some of the files linked on this page are only accessible by members of the [CSIRO DCFP Github organisation](https://github.com/csiro-dcfp). These links are included for tracebility. Any relevant lines from linked files have also been copied to this page.)" ] }, { "cell_type": "markdown", "id": "cf708765-a82c-4fa8-beed-5188f8aeb0f9", "metadata": {}, "source": [ "## Demonstration of unexpected bevaiour in a subset of the hindcasts\n", "\n", "The plot below shows the global mean surface temperature averaged over lead years (where \"Lead year 1\" corresponds to the average over lead months 0-11, \"Lead year 2\" corresponds to the average over lead months 12-23 etc). The zig-zagging observed at later leads after 2005 comes about because the forecasts initialised in May (third panel) over this period trend towards a different free-running attractor than the other forecasts." ] }, { "cell_type": "code", "execution_count": 1, "id": "9839524b-dae1-4748-b493-78c893bfb335", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import glob\n", "\n", "import time\n", "\n", "import subprocess\n", "\n", "import xarray as xr\n", "\n", "from src import utils\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = (12, 6)\n", "plt.rcParams[\"font.size\"] = 12" ] }, { "cell_type": "code", "execution_count": 3, "id": "93e48642-d2e7-4619-a8cd-c360873f0a74", "metadata": {}, "outputs": [], "source": [ "data_dir = \"../data/raw/CAFEf6\"\n", "\n", "files = sorted(glob.glob(f\"{data_dir}/c5-d60-pX-f6-*/atmos_isobaric_month.zarr.zip\"))\n", "\n", "\n", "def preprocess(ds):\n", " ds = utils.convert_time_to_lead(ds)\n", " ds = utils.truncate_latitudes(ds)\n", " ds = utils.coarsen(ds, window_size=12, dim=\"lead\")\n", " return ds\n", "\n", "\n", "ds = xr.open_mfdataset(\n", " files,\n", " compat=\"override\",\n", " preprocess=preprocess,\n", " engine=\"zarr\",\n", " coords=\"minimal\",\n", ")[\"t_surf\"]\n", "\n", "ds_gbl = ds.mean(\"ensemble\").weighted(ds[\"area\"]).mean([\"lat\", \"lon\"]).compute()" ] }, { "cell_type": "code", "execution_count": 4, "id": "852927b0-5ec0-4799-8070-31ef5c64eec3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_fig(ds, figsize):\n", " import matplotlib.pyplot as plt\n", "\n", " ylabel = f\"Global {ds.name}\"\n", "\n", " fig, (ax0, ax1, ax2) = plt.subplots(\n", " 3,\n", " 1,\n", " gridspec_kw={\n", " \"height_ratios\": [\n", " 1,\n", " 1,\n", " 1,\n", " ]\n", " },\n", " figsize=figsize,\n", " sharex=True,\n", " )\n", "\n", " for lead in ds.lead.values:\n", " label = f\"{int((lead+1)/12)}\"\n", " ds.sel(lead=lead).plot.line(ax=ax0, x=\"init\", label=label)\n", "\n", " ax0.legend(ncol=2, title=\"Lead year\", loc=\"lower right\", fontsize=10)\n", "\n", " ylim = ax0.get_ylim()\n", " ax0.set_title(\"\")\n", " ax0.set_xlabel(\"\")\n", " ax0.set_ylabel(ylabel)\n", " ax0.text(\n", " 0.015,\n", " 0.95,\n", " \"All initialisation dates\",\n", " horizontalalignment=\"left\",\n", " verticalalignment=\"top\",\n", " transform=ax0.transAxes,\n", " )\n", " ticks = xr.cftime_range(\"1980-01-01\", \"2022-01-01\", freq=\"AS\", calendar=\"julian\")\n", " xlim = (ticks[0], ticks[-1])\n", " ax0.set_xticks(ticks.values, minor=True)\n", " ax0.grid(which=\"both\")\n", " ax0.set_ylim(ylim)\n", " ax0.set_xlim(xlim)\n", "\n", " ds[1::2].plot.line(ax=ax1, x=\"init\", add_legend=False)\n", " ax1.set_xlabel(\"\")\n", " ax1.set_ylabel(ylabel)\n", " ax1.text(\n", " 0.015,\n", " 0.95,\n", " \"November initialisations\",\n", " horizontalalignment=\"left\",\n", " verticalalignment=\"top\",\n", " transform=ax1.transAxes,\n", " )\n", " ax1.set_xticks(ticks.values, minor=True)\n", " ax1.grid(which=\"both\")\n", " ax1.set_ylim(ylim)\n", " ax1.set_xlim(xlim)\n", "\n", " ds[::2].plot.line(ax=ax2, x=\"init\", add_legend=False)\n", " ax2.set_xlabel(\"Initialisation date\")\n", " ax2.set_ylabel(ylabel)\n", " ax2.text(\n", " 0.015,\n", " 0.95,\n", " \"May initialisations\",\n", " horizontalalignment=\"left\",\n", " verticalalignment=\"top\",\n", " transform=ax2.transAxes,\n", " )\n", " ax2.set_xticks(ticks.values, minor=True)\n", " ax2.grid(which=\"both\")\n", " ax2.set_ylim(ylim)\n", " ax2.set_xlim(xlim)\n", "\n", " return fig\n", "\n", "\n", "fig = plot_fig(ds_gbl, (12, 12))" ] }, { "cell_type": "markdown", "id": "10dfe252-c48f-49ae-bdad-cd1bbfdd9100", "metadata": {}, "source": [ "## Which forecast executables are different than the current one?" ] }, { "cell_type": "markdown", "id": "19cd8dd9-333e-4378-8d02-561a7aee63d3", "metadata": {}, "source": [ "The script in this repo `data/testing/get_forecast_executables_from_tape.sh` retrieves all the CAFE-f6 MOM model executables from tape and stores them in `data/testing`.\n", "\n", "Let's see which CAFE-f6 model executables are the same as a reference executable that was copied from `/home/548//src/mom_cafe` on 2022-01-25 (this date is after the completion of all CAFE-f6 forecasts. The cafe model source code at this point in time can be found here: https://github.com/dougiesquire/mom_cafe/tree/8a1fb1ba0441c094c57ef0e098501f29ae2cb31a)" ] }, { "cell_type": "code", "execution_count": 5, "id": "f418e1b8-4ebb-425c-a209-60af82ac24a6", "metadata": {}, "outputs": [], "source": [ "def mod_time(path):\n", " return time.strftime(\"%Y-%m-%d\", time.localtime(os.path.getmtime(path)))\n", "\n", "\n", "forecast_chronology = sorted(\n", " glob.glob(\n", " \"../data/testing/c5-d60-pX-f6-????????/c5-d60-pX-f6-????????-base/*/*/*/CAFE/forecasts/f6/WIP/c5-d60-pX-f6-????????/MOM/fms_CM2M.x\"\n", " )\n", ")\n", "forecast_chronology = {f: mod_time(f) for f in forecast_chronology}\n", "forecast_chronology = dict(\n", " sorted(forecast_chronology.items(), key=lambda item: item[1])\n", ")\n", "\n", "reference_exectuable = \"../data/testing/reference_exectuable/fms_CM2M.x\"" ] }, { "cell_type": "code", "execution_count": 6, "id": "313c3b1b-4a0c-45f1-a34b-918bd5746070", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "c5-d60-pX-f6-20181101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20171101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20161101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20151101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20141101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20131101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20111101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20121101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20101101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20091101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20081101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20071101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20061101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20051101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20180501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20160501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20170501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20130501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20140501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20150501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20120501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20110501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20100501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20090501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20080501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20070501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20060501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20050501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20190501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20200501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20201101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20021101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20031101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20041101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20011101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20001101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19981101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19991101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19951101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19961101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19971101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19941101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19921101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19931101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19911101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19901101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19891101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19861101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19871101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19881101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19841101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19851101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19811101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19821101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19831101-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20020501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20030501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20040501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20000501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-20010501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19970501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19980501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19990501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19950501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19960501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19940501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19920501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19930501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19900501-base used a different exectable than the reference executable\n", "c5-d60-pX-f6-19910501-base used a different exectable than the reference executable\n" ] } ], "source": [ "def diff(a, b):\n", " p = subprocess.Popen([\"diff\", a, b], stdout=subprocess.PIPE)\n", " res, err = p.communicate()\n", " if not res:\n", " return True\n", " else:\n", " return False\n", "\n", "\n", "for e, t in forecast_chronology.items():\n", " same = diff(e, reference_exectuable)\n", " if not same:\n", " print(\n", " f\"{e.split('/')[4]} used a different exectable than the reference executable\"\n", " )" ] }, { "cell_type": "markdown", "id": "7bdf60ca-73c6-41f8-ad7f-df3197ac2c7a", "metadata": {}, "source": [ "So the majority of the model executables are different that the reference executable." ] }, { "cell_type": "markdown", "id": "2e3e9b60-2544-44dd-b9d3-fc33e1c5c3b6", "metadata": {}, "source": [ "## When were changes made to the exectuable?" ] }, { "cell_type": "code", "execution_count": 7, "id": "51680a56-5e05-436e-b393-a418fbbdd8ed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The executable was changed some time between 2020-09-25 and 2020-10-08\n", "The executable was changed some time between 2020-10-08 and 2020-10-11\n", "The executable was changed some time between 2020-11-17 and 2020-12-27\n", "The executable was changed some time between 2021-05-07 and 2021-05-15\n", "The executable was changed some time between 2021-06-07 and 2021-06-21\n" ] } ], "source": [ "for i in range(len(forecast_chronology) - 1):\n", " path_1 = list(forecast_chronology.keys())[i]\n", " path_2 = list(forecast_chronology.keys())[i + 1]\n", " date_1 = forecast_chronology[path_1]\n", " date_2 = forecast_chronology[path_2]\n", " same = diff(path_1, path_2)\n", " if not same:\n", " print(f\"The executable was changed some time between {date_1} and {date_2}\")" ] }, { "cell_type": "markdown", "id": "65351344-88b3-475a-9de9-65f24d4f44be", "metadata": {}, "source": [ "So a number of changes were made to the executable while the forecasts were being run." ] }, { "cell_type": "markdown", "id": "b99a03bc-f7b2-4abc-8280-0f967d2513da", "metadata": {}, "source": [ "## Which forecasts are reproducible with the reference executable? \n", "\n", "To answer this question conclusively, the DCFP ended up rerunning, using the reference exectuable, a single member of every forecast that used a different executable than reference executable. The complete set of rerun forecasts are archived on Gadi's tape system, see `mdss -P xv83 dmls -l f6/c5-d60-pX-f6-????????-reproducibility_test`. The script in this repo `data/testing/get_reproducibility_data_from_tape.sh` retrieves all the `ocean_scalar` data for the rerun forecasts from tape and stores them in `data/testing` to be used below." ] }, { "cell_type": "code", "execution_count": 8, "id": "70379f42-839c-4736-8e74-d9b9f9321d39", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "c5-d60-pX-f6-20160501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20170501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20130501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20140501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20150501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20120501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20110501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20100501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20090501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20080501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20070501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20060501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20050501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20190501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-20200501 is not reproducible with the reference executable\n", "c5-d60-pX-f6-19951101 is not reproducible with the reference executable\n" ] } ], "source": [ "def reproducible(forecast):\n", " orig_path = \"../data/raw/CAFEf6/\"\n", " rerun_path = \"../data/testing/\"\n", "\n", " rerun_forecast = f\"{forecast}-reproducibility_test\"\n", "\n", " if os.path.exists(f\"{rerun_path}/{rerun_forecast}\"):\n", " orig = xr.open_zarr(f\"{orig_path}/{forecast}/ocean_scalar_month.zarr.zip\")\n", " orig = orig[\"temp_total\"].isel(ensemble=0).squeeze()\n", "\n", " rerun = xr.open_mfdataset(\n", " f\"{rerun_path}/{rerun_forecast}/{rerun_forecast}-mem001/scratch/ux06/ds0092/CAFE/forecasts/f6/WIP/{rerun_forecast}/mem001/ocean_scalar_*.nc\"\n", " )\n", " rerun = rerun[\"temp_total\"].squeeze()\n", "\n", " return all(orig.values == rerun.values)\n", " else:\n", " return True\n", "\n", "\n", "for e in forecast_chronology.keys():\n", " forecast = e.split(\"/\")[3]\n", " repro = reproducible(forecast)\n", " if not repro:\n", " print(f\"{forecast} is not reproducible with the reference executable\")" ] }, { "cell_type": "markdown", "id": "edce142f-e516-4621-b3ce-3c907f650857", "metadata": {}, "source": [ "## Putting this all together" ] }, { "cell_type": "code", "execution_count": 9, "id": "75f40ee6-f803-4b4c-8a46-80e717f61c2f", "metadata": { "tags": [] }, "outputs": [], "source": [ "table = (\n", " \"| Forecast name | Forecast run date | Same executable as reference? | Same executable as previous? | Reproducible? \\n\"\n", " \"| -- | --- | :-: | :-: | :-: | \\n\"\n", ")\n", "\n", "for i in range(len(forecast_chronology)):\n", " if i == 0:\n", " path = list(forecast_chronology.keys())[i]\n", " date = forecast_chronology[path]\n", " same_as_prev = \"-\"\n", " else:\n", " path_prev = list(forecast_chronology.keys())[i - 1]\n", " path = list(forecast_chronology.keys())[i]\n", " date = forecast_chronology[path]\n", " same = diff(path, path_prev)\n", " if same:\n", " same_as_prev = \"Y\"\n", " else:\n", " same_as_prev = \"**N**\"\n", "\n", " forecast = path.split(\"/\")[3]\n", " run_date = date\n", "\n", " same = diff(path, reference_exectuable)\n", " if same:\n", " same_as_ref = \"Y\"\n", " else:\n", " same_as_ref = \"**N**\"\n", "\n", " repro = reproducible(forecast)\n", " if repro:\n", " repro = \"Y\"\n", " else:\n", " repro = \"**N**\"\n", "\n", " table += (\n", " f\"| {forecast} | {run_date} | {same_as_ref} | {same_as_prev} | {repro} | \\n\"\n", " )" ] }, { "cell_type": "markdown", "id": "0dae0932-bdb4-4992-9cb0-ec2d625c380b", "metadata": {}, "source": [ "| Forecast name | Forecast run date | Same executable as reference? | Same executable as previous? | Reproducible? \n", "| -- | --- | :-: | :-: | :-: | \n", "| c5-d60-pX-f6-20181101 | 2020-07-07 | **N** | - | Y | \n", "| c5-d60-pX-f6-20171101 | 2020-07-21 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20161101 | 2020-07-29 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20151101 | 2020-08-05 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20141101 | 2020-08-10 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20131101 | 2020-08-14 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20111101 | 2020-08-18 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20121101 | 2020-08-18 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20101101 | 2020-08-24 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20091101 | 2020-08-26 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20081101 | 2020-09-01 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20071101 | 2020-09-10 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20061101 | 2020-09-11 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20051101 | 2020-09-25 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20180501 | 2020-10-08 | **N** | **N** | Y | \n", "| c5-d60-pX-f6-20160501 | 2020-10-11 | **N** | **N** | **N** | \n", "| c5-d60-pX-f6-20170501 | 2020-10-11 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20130501 | 2020-10-14 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20140501 | 2020-10-14 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20150501 | 2020-10-14 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20120501 | 2020-10-23 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20110501 | 2020-10-24 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20100501 | 2020-10-28 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20090501 | 2020-10-29 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20080501 | 2020-10-30 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20070501 | 2020-11-01 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20060501 | 2020-11-02 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20050501 | 2020-11-12 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20190501 | 2020-11-16 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20200501 | 2020-11-17 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-20201101 | 2020-12-27 | **N** | **N** | Y | \n", "| c5-d60-pX-f6-20021101 | 2021-02-09 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20031101 | 2021-02-09 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20041101 | 2021-02-09 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20011101 | 2021-02-13 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20001101 | 2021-02-17 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19981101 | 2021-02-18 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19991101 | 2021-02-18 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19951101 | 2021-02-23 | **N** | Y | **N** | \n", "| c5-d60-pX-f6-19961101 | 2021-02-23 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19971101 | 2021-02-23 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19941101 | 2021-02-28 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19921101 | 2021-03-22 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19931101 | 2021-03-22 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19911101 | 2021-03-24 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19901101 | 2021-03-25 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19891101 | 2021-03-28 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19861101 | 2021-04-01 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19871101 | 2021-04-01 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19881101 | 2021-04-01 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19841101 | 2021-04-13 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19851101 | 2021-04-13 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19811101 | 2021-04-21 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19821101 | 2021-04-21 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19831101 | 2021-04-21 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20020501 | 2021-04-26 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20030501 | 2021-04-26 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20040501 | 2021-04-26 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20000501 | 2021-05-02 | **N** | Y | Y | \n", "| c5-d60-pX-f6-20010501 | 2021-05-02 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19970501 | 2021-05-07 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19980501 | 2021-05-07 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19990501 | 2021-05-07 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19950501 | 2021-05-15 | **N** | **N** | Y | \n", "| c5-d60-pX-f6-19960501 | 2021-05-15 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19940501 | 2021-05-16 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19920501 | 2021-06-02 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19930501 | 2021-06-02 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19900501 | 2021-06-07 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19910501 | 2021-06-07 | **N** | Y | Y | \n", "| c5-d60-pX-f6-19870501 | 2021-06-21 | Y | **N** | Y | \n", "| c5-d60-pX-f6-19880501 | 2021-06-21 | Y | Y | Y | \n", "| c5-d60-pX-f6-19890501 | 2021-06-21 | Y | Y | Y | \n", "| c5-d60-pX-f6-19860501 | 2021-06-28 | Y | Y | Y | \n", "| c5-d60-pX-f6-19850501 | 2021-07-18 | Y | Y | Y | \n", "| c5-d60-pX-f6-19840501 | 2021-08-03 | Y | Y | Y | \n", "| c5-d60-pX-f6-19830501 | 2021-08-12 | Y | Y | Y | \n", "| c5-d60-pX-f6-19820501 | 2021-09-17 | Y | Y | Y | \n", "| c5-d60-pX-f6-19810501 | 2021-11-10 | Y | Y | Y | \n", "| c5-d60-pX-f6-20191101 | 2022-01-28 | Y | Y | Y | " ] }, { "cell_type": "markdown", "id": "68a721c6-3220-41b0-a572-c2426712a97c", "metadata": {}, "source": [ "All May forecasts from 2005-05-01 to 2020-05-01, excluding 2018-05-01, are not reproducible. The DCFP spent some time trying to establish what exactly was different about the executable for these forecasts. Unfortunately, changes that were made to repo containing the executable (https://bitbucket.csiro.au/projects/DF/repos/mom_cafe/browse; Internal CSIRO only) were not `git commit`'d so there is no record of what changed.\n", "\n", "DCFP members thought that the main changes that was made to the MOM source code around the problem period were in `ice_dyn.F90`. In particular, line 250 of `ice_dyn.F90` was flagged as one that had changed.\n", "\n", "For the reference executable (see https://github.com/dougiesquire/mom_cafe/blob/8a1fb1ba0441c094c57ef0e098501f29ae2cb31a/src/ice_sis/ice_dyn.F90), line 250 reads:\n", "``` fortran\n", "if( (wett(i,j)>0.5) .and.(ci(i,j)*(DI*hi(i,j)+DS*hs(i,j))>MIV_MIN) .and. (edt(i,j)>0) ) then\n", "```\n", "\n", "DCFP members provided two new executables, compiled with\n", "\n", "**a)**\n", "``` fortran\n", "if( (wett(i,j)>0.5) .and.(ci(i,j)*(DI*hi(i,j)+DS*hs(i,j))>MIV_MIN) ) then\n", "```\n", "\n", "**b)**\n", "``` fortran\n", "if( (wett(i,j)>0.5) .and.(ci(i,j)*(DI*hi(i,j)+DS*hs(i,j))>MIV_MIN) .and. (edt(i,j)>0) .and. (strn11(i,j)>0) .and. (strn22(i,j)>0) ) then\n", "```\n", "\n", "The former (**a**) is what is in the original [MOM5 repo](https://github.com/mom-ocean/MOM5/blob/9b8ec93983a54e4b8d9d148eb6863b8ac94fbce3/src/ice_sis/ice_dyn.F90#L249). The latter (**b**) is a change that DCFP members think may have been made at some point.\n", "\n", "Test forecasts were generated with each of these new executables to see if either reproduces the behaviour of the problem May forecasts. Change **a** produced results identical to those produced by the reference executable. Change **b** produced results that are different than both those produced by the reference executable and those produced by the executable used for the problem May forecasts.\n", "\n", "These runs are archived on Gadi tape storage:\n", "- Rerun of 2006-05-01 using reference executable: `mdss -P xv83 dmls -l f6/c5-d60-pX-f6-20060501-rerun`\n", "- Rerun of 2006-05-01 using executable compiled with **a**: `mdss -P xv83 dmls -l f6/c5-d60-pX-f6-20060501-ORIG_ice_dyn.F90`\n", "- Rerun of 2006-05-01 using executable compiled with **b**: `mdss -P xv83 dmls -l f6/c5-d60-pX-f6-20060501-TRANSIENT_ice_dyn.F90`\n", "- Rerun of 2006-05-01 using executable from 2020-11-02: `mdss -P xv83 dmls -l f6/c5-d60-pX-f6-20060501-rerun-oldexec`\n", "\n", "**Until the DCFP can work out exactly what was changed to produce the problem May forecasts, the recommended approach is to use only the November-initialised CAFE-f6 forecasts.**" ] }, { "cell_type": "markdown", "id": "a5df6b0b-d213-47c5-9890-639c7cfe35be", "metadata": { "tags": [] }, "source": [ "## Why is c5-d60-pX-f6-19951101 not reproducible?\n", "c5-d60-pX-f6-19951101 is not reproducible, but this forecast was not run during the period when the model executable was inconsistent. Let's take a look at what's different between the original run and the reproducibility run." ] }, { "cell_type": "code", "execution_count": 10, "id": "81d5e366-7586-44e1-8f97-b03ab1680d95", "metadata": {}, "outputs": [], "source": [ "orig = (\n", " xr.open_zarr(\n", " \"../data/raw/CAFEf6/c5-d60-pX-f6-19951101/ocean_scalar_month.zarr.zip\"\n", " )[\"temp_total\"]\n", " .isel(ensemble=0)\n", " .squeeze()\n", ")\n", "\n", "rerun = xr.open_mfdataset(\n", " \"../data/testing/c5-d60-pX-f6-19951101-reproducibility_test/c5-d60-pX-f6-19951101-reproducibility_test-mem001/scratch/ux06/ds0092/CAFE/forecasts/f6/WIP/c5-d60-pX-f6-19951101-reproducibility_test/mem001/ocean_scalar_*.nc\"\n", ")[\"temp_total\"].squeeze()\n", "\n", "difference = orig - rerun" ] }, { "cell_type": "code", "execution_count": 11, "id": "3a8a6cf0-c264-4b3d-a3de-239e0f0f4f08", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1) = plt.subplots(\n", " 2,\n", " 1,\n", " sharex=True,\n", ")\n", "\n", "orig.plot(ax=ax0, label=\"Original run\")\n", "rerun.plot(ax=ax0, label=\"Reproducibility run\")\n", "ax0.legend()\n", "ax0.set_xlabel(\"\")\n", "ax0.set_title(\"\")\n", "\n", "difference.plot(ax=ax1, label=\"Difference\")\n", "ax1.set_ylabel(\"Difference\")\n", "_ = ax1.set_title(\"\")" ] }, { "cell_type": "markdown", "id": "818c42be-4a30-4f2c-a4d8-4a9216134700", "metadata": {}, "source": [ "These start to deviate in the 71st month of the forecast. But both forecasts were run as single cycle, so its' not clear how this could happen. Is it possible that something external changed (e.g. the forcing files or Gadi itself)? The answer to this question is still unresolved." ] } ], "metadata": { "kernelspec": { "display_name": "Python (forecast_analysis)", "language": "python", "name": "forecast_analysis" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 5 }