{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Make Your Own Database\n", "\n", "The `cosima-cookbook` uses a database to access information about experiments and to help with loading model output. We maintain a default database for ACCESS-OM2 experiments, but there are occasions when you might want to make your own database. This tutorial outlines the process of making your own private database.\n", "\n", "**Requirements:** We recommend that you use `conda/analysis3-21.04` (or later) kernel on NCI (or your own up-to-date `cosima-cookbook` installation)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format='retina'\n", "\n", "import cosima_cookbook as cc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**First, create a database session** using the inbuilt `create_session` function. To do this, you need to specify a path for the database - choose a location where you have write permission (that is, not the example that I have given here):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "db = 'local_cc_test.db'\n", "session = cc.database.create_session(db)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that you need to create the database session every time you start up your notebook; you can then update this database however many times you like." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now you are ready to build a database.** First, select which *experiments* you want to include in your database. For these purposes, an *experiment* is a directory containing output from a single simulation. (If you use a higher level directory you won't be able to distinguish between experiments.) \n", "\n", "My example below constructs a list of two experiment directories; we have chosen two cases with different resolution. The database will be built to index all netcdf files in each directory." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Indexing experiment: 1deg_jra55_iaf_omip2_cycle6\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 4376/4376 [05:15<00:00, 13.85it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Indexing experiment: 025deg_jra55_iaf_omip2_cycle6\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 1%|▏ | 28/2174 [00:09<11:07, 3.21it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart354/ice/kmt.nc: 'nEdits'\n", " 10%|█ | 226/2174 [01:12<08:36, 3.77it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart329/ice/kmt.nc: 'nEdits'\n", " 18%|█▊ | 394/2174 [02:11<12:56, 2.29it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart309/ice/kmt.nc: 'nEdits'\n", " 38%|███▊ | 835/2174 [04:32<06:39, 3.35it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart314/ice/kmt.nc: 'nEdits'\n", " 49%|████▊ | 1056/2174 [05:50<07:46, 2.40it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart344/ice/kmt.nc: 'nEdits'\n", " 49%|████▉ | 1064/2174 [05:52<05:05, 3.63it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart304/ice/kmt.nc: 'nEdits'\n", " 51%|█████ | 1114/2174 [06:08<05:18, 3.33it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart319/ice/kmt.nc: 'nEdits'\n", " 53%|█████▎ | 1151/2174 [06:21<05:02, 3.38it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart339/ice/kmt.nc: 'nEdits'\n", " 61%|██████ | 1331/2174 [07:18<04:36, 3.05it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart334/ice/kmt.nc: 'nEdits'\n", " 62%|██████▏ | 1346/2174 [07:21<03:24, 4.05it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart359/ice/kmt.nc: 'nEdits'\n", " 63%|██████▎ | 1375/2174 [07:31<04:19, 3.07it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart324/ice/kmt.nc: 'nEdits'\n", " 80%|████████ | 1749/2174 [09:34<01:54, 3.70it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart365/ice/kmt.nc: 'nEdits'\n", " 96%|█████████▌| 2081/2174 [11:22<00:22, 4.17it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart349/ice/kmt.nc: 'nEdits'\n", " 97%|█████████▋| 2110/2174 [11:32<00:28, 2.28it/s]ERROR:root:Error indexing /g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6/restart364/ice/kmt.nc: 'nEdits'\n", "100%|██████████| 2174/2174 [11:54<00:00, 3.04it/s]\n" ] }, { "data": { "text/plain": [ "6550" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "directory_list=['/g/data/ik11/outputs/access-om2/1deg_jra55_iaf_omip2_cycle6',\n", " '/g/data/ik11/outputs/access-om2-025/025deg_jra55_iaf_omip2_cycle6'\n", " ]\n", "\n", "cc.database.build_index(directory_list, session)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some warnings could come up. If they look worrisome then seek for advice. 🙂\n", "\n", "Note that when you index your database for the first time it may take a little as it has to go through all output files of the experiments. However, it is relatively painless to update the database to include more output from some of the experiments.\n", "\n", "By default, the next time you call `cc.database.build_index` using the same session, the database won't be reindexed but only new files will be updated. If you **do not want to update** the database but rather want to **force the whole database to be re-indexed**, then you need to provide the `force=True` keyword argument to `cc.database.build_index`. For more details on usage of `cc.database.build_index`, have a look at `help(cc.database.build_index)`.\n", "\n", "You now have your own database! 🎉\n", "\n", "Just remember to **specify** your own database via the `cc.database.create_session()` when you load model output to do your analyses. Otherwise, the `cosima-cookbook` will look for the output from the experiment you prescribed from the default database.\n", "\n", "## Using the database\n", "To know how to effectively use this database, please see the companion tutorial: [`COSIMA_CookBook_Tutorial.ipynb`](https://cosima-recipes.readthedocs.io/en/latest/tutorials/COSIMA_CookBook_Tutorial.html#gallery-tutorials-cosima-cookbook-tutorial-ipynb). Alternatively, here is a sample that shows how you might load a variable from an experiment in your database." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 469, "width": 581 } }, "output_type": "display_data" } ], "source": [ "experiment = '025deg_jra55_iaf_omip2_cycle6'\n", "variable = 'ke_tot'\n", "dataarray = cc.querying.getvar(experiment, variable, session, ncfile='ocean_scalar.nc')\n", "annual_average = dataarray.resample(time='A').mean(dim='time')\n", "annual_average.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To find more about the in-built functions used above, you can use the `help` function. For example:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function create_session in module cosima_cookbook.database:\n", "\n", "create_session(db=None, debug=False)\n", " Create a session for the specified database file.\n", " \n", " If debug=True, the session will output raw SQL whenever it is executed on the database.\n", "\n" ] } ], "source": [ "help(cc.database.create_session)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function getvar in module cosima_cookbook.querying:\n", "\n", "getvar(expt, variable, session, ncfile=None, start_time=None, end_time=None, n=None, frequency=None, attrs={}, **kwargs)\n", " For a given experiment, return an xarray DataArray containing the\n", " specified variable.\n", " \n", " expt - text string indicating the name of the experiment\n", " variable - text string indicating the name of the variable to load\n", " session - a database session created by cc.database.create_session()\n", " ncfile - an optional text string indicating the pattern for filenames\n", " to load. All filenames containing this string will match, so\n", " be specific. '/' can be used to match the start of the\n", " filename, and '%' is a wildcard character.\n", " start_time - only load data after this date. specify as a text string,\n", " e.g. '1900-01-01'\n", " end_time - only load data before this date. specify as a text string,\n", " e.g. '1900-01-01'\n", " n - after all other queries, restrict the total number of files to the\n", " first n. pass a negative value to restrict to the last n\n", " frequency - specify frequency to disambiguate identical variables saved\n", " at different temporal resolution\n", " attrs - a dictionary of attribute names and their values that must be\n", " present on the returned variables\n", " \n", " Note that if start_time and/or end_time are used, the time range\n", " of the resulting dataset may not be bounded exactly on those\n", " values, depending on where the underlying files start/end. Use\n", " dataset.sel() to exactly select times from the dataset.\n", " \n", " Other kwargs are passed through to xarray.open_mfdataset, including:\n", " \n", " chunks - Override any chunking by passing a chunks dictionary.\n", " decode_times - Time decoding can be disabled by passing decode_times=False\n", "\n" ] } ], "source": [ "help(cc.querying.getvar)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:analysis3-21.04]", "language": "python", "name": "conda-env-analysis3-21.04-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "thumbnail_figure": "assets/database.png" }, "nbformat": 4, "nbformat_minor": 4 }