From 7464193aebddbdad37a71829b3755ca87875bdc8 Mon Sep 17 00:00:00 2001 From: Justin Braaten Date: Thu, 9 Jan 2025 15:23:17 -0800 Subject: [PATCH] Add client vs server docs PiperOrigin-RevId: 713813893 --- docs/client-vs-server.ipynb | 577 ++++++++++++++++++++++++++++++++++++ docs/conf.py | 6 +- docs/index.md | 1 + 3 files changed, 581 insertions(+), 3 deletions(-) create mode 100644 docs/client-vs-server.ipynb diff --git a/docs/client-vs-server.ipynb b/docs/client-vs-server.ipynb new file mode 100644 index 0000000..e488a63 --- /dev/null +++ b/docs/client-vs-server.ipynb @@ -0,0 +1,577 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google/Xee/blob/main/docs/client-vs-server.ipynb)\n" + ], + "metadata": { + "id": "j8QLhp3nysJm" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Client vs. Server" + ], + "metadata": { + "id": "jdvAVJR5yyoj" + } + }, + { + "cell_type": "markdown", + "source": [ + "**When you use Xee, you have to decide where to run your computations: on the Earth Engine servers or locally on the client**. Your decision will depend on the relative importance of performance, flexibility, code readability, and process control (and if you're a commercial EE user, cost). If you're unfamiliar with Earth Engine, a helpful analogy is working with a relational database and pandas: just as you might choose between SQL operations in the database versus pandas operations in your application, with Xee you can perform calculations either on Earth Engine's servers or locally with Xarray.\n", + "\n", + "**Like database operations, the key tradeoff is between processing at the data source versus locally after download**. Earth Engine can efficiently process global-scale data but limits you to its built-in operations, while local processing gives you full Python flexibility but requires downloading the data first.\n", + "\n", + "For best results, follow this general workflow: first reduce your data as much as practical using Earth Engine's built-in operations, then transfer the reduced dataset to your local environment for further analysis or visualization. **Earth Engine excels at common geospatial operations like**:\n", + "\n", + "- Temporal aggregation (annual means, monthly totals)\n", + "- Spatial reductions (regional averages, zonal statistics)\n", + "- Band math and basic calculations\n", + "- Filtering and masking\n", + "- Band selection\n", + "- Resampling and reprojecting\n", + "\n", + "Once you've reduced your data to a manageable size, use Xee to transfer it locally where you can **leverage Xarray and the broader Python ecosystem for**:\n", + "\n", + "- Custom calculations\n", + "- Interactive analysis\n", + "- Complex statistics\n", + "- Interoperability with other datasets\n", + "- Publication-quality visualization\n", + "\n", + "This approach minimizes data transfer while maximizing flexibility. Think of it like using SQL to filter and aggregate your data before pulling it into pandas for final analysis." + ], + "metadata": { + "id": "5PzX5Sbmy1EU" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Examples\n", + "\n", + "When working with Earth Engine via Xee, deciding where to run computations—on Earth Engine's servers or locally—involves considering performance, flexibility, and code readability. To illustrate these trade-offs, let's consider analyzing 60 years of monthly aggregated ERA5 temperature data (1-degree pixels), calculating the following metrics: the time series mean, the slope of July temperature over the time series, and the monthly mean difference across the time series." + ], + "metadata": { + "id": "3_xLftUPy7nc" + } + }, + { + "cell_type": "code", + "source": [ + "# Install Xee if using Colab.\n", + "# !pip install -q xee" + ], + "metadata": { + "id": "oQG-WoXtDZS5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import ee\n", + "import xarray" + ], + "metadata": { + "id": "X5wSEqYIJCbo" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "ee.Authenticate()\n", + "ee.Initialize(project='project-id') # Edit for your Cloud project ID" + ], + "metadata": { + "id": "j3-IHkpjJInL" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Time series mean" + ], + "metadata": { + "id": "8oHik9bsarWh" + } + }, + { + "cell_type": "markdown", + "source": [ + "#### Client-side computation (using Xarray)\n", + "\n", + "To perform this client-side, we first retrieve all 720 monthly images from the ERA5 dataset using Xee. Then, using Xarray, we calculate the mean across the time dimension. This approach offers the full flexibility of the Python ecosystem; however, it requires transferring a substantial amount of data (720 images) to the client. The Xarray code for this is concise and readable, leveraging Xarray's built-in `mean()` function." + ], + "metadata": { + "id": "rkjztFvd7Q2u" + } + }, + { + "cell_type": "code", + "source": [ + "climate = (ee.ImageCollection('ECMWF/ERA5_LAND/MONTHLY_AGGR')\n", + " .filterDate('1960', '2020'))\n", + "\n", + "ds = xarray.open_dataset(\n", + " climate,\n", + " engine='ee',\n", + " scale=1,\n", + " crs='EPSG:4326',\n", + " geometry=ee.Geometry.Rectangle([-180, -90, 180, 90]),\n", + ")\n", + "\n", + "deg_c = ds['temperature_2m'] - 273.15\n", + "mean_deg_c = deg_c.mean(dim='time', skipna=True)\n", + "mean_deg_c.transpose().plot()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "mZP4ehwBywJs", + "outputId": "6dece377-f227-4824-fcfd-60c9ae407fc5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 4 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Server-side computation (using Earth Engine)\n", + "\n", + "Alternatively, we can perform the entire calculation on Earth Engine's servers. This involves a single call to Earth Engine's `mean()` reducer. The result is a single image representing the mean temperature over the entire time series, which is then downloaded. This dramatically reduces data transfer, leading to potentially significant performance gains, especially for larger datasets or higher spatial resolutions. The Earth Engine code is also quite readable, expressing the calculation in a clear and concise manner.\n", + "\n" + ], + "metadata": { + "id": "r2R0sOw57s6-" + } + }, + { + "cell_type": "code", + "source": [ + "mean_deg_c = (ee.ImageCollection('ECMWF/ERA5_LAND/MONTHLY_AGGR')\n", + " .filterDate('1960', '2020')\n", + " .select('temperature_2m')\n", + " .mean()\n", + " .subtract(273.15))\n", + "\n", + "ds = xarray.open_dataset(\n", + " ee.ImageCollection([mean_deg_c]),\n", + " engine='ee',\n", + " scale=1,\n", + " crs='EPSG:4326',\n", + " geometry=ee.Geometry.Rectangle([-180, -90, 180, 90]),\n", + ")\n", + "\n", + "ds['temperature_2m'].transpose().plot()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 544 + }, + "id": "mKL_EM5C73TI", + "outputId": "709208d2-87c0-4b16-e859-97489e047040" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 5 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Comparison\n", + "\n", + "In this specific case, the performance advantage of server-side computation, due to minimal data transfer, likely outweighs any potential benefits of client-side flexibility. Readability is comparable in both approaches." + ], + "metadata": { + "id": "s1QqTwtz8AAd" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Simple linear regression (July trend)" + ], + "metadata": { + "id": "0db40xh3aw0H" + } + }, + { + "cell_type": "markdown", + "source": [ + "#### Client-side computation (using Xarray)\n", + "\n", + "To calculate the slope of July temperature over the time series client-side, we first download all 720 monthly images. We then filter for July data using Xarray's time accessor and calculate the slope using `polyfit`. This approach gives us the full flexibility of the Python ecosystem, allowing for complex pre- and post-processing. However, it requires transferring all 720 images, a substantial amount of data." + ], + "metadata": { + "id": "5qE_2DWWAVbJ" + } + }, + { + "cell_type": "code", + "source": [ + "climate = (ee.ImageCollection('ECMWF/ERA5_LAND/MONTHLY_AGGR')\n", + " .filterDate('1960', '2020'))\n", + "\n", + "ds = xarray.open_dataset(\n", + " climate,\n", + " engine='ee',\n", + " scale=1,\n", + " crs='EPSG:4326',\n", + " geometry=ee.Geometry.Rectangle([-180, -90, 180, 90]),\n", + ")\n", + "\n", + "deg_c = ds['temperature_2m'] - 273.15\n", + "july_deg_c = deg_c.sel(time=deg_c.time.dt.month == 7)\n", + "july_deg_c['time_years'] = july_deg_c.time.dt.year - july_deg_c.time[0].dt.year\n", + "coeff = july_deg_c.polyfit(dim='time_years', deg=1)\n", + "slope = coeff['polyfit_coefficients'].sel(degree=1)\n", + "slope.transpose().plot()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 489 + }, + "id": "HOkVFALKAU9j", + "outputId": "ab3d0133-2ca1-4c32-e491-3e5a0706f3af" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 6 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Server-side computation (using Earth Engine)\n", + "\n", + "With Earth Engine, we perform all computations on the server. We filter the collection for July, convert to Celsius, add a year band, and use `ee.Reducer.linearFit()` to efficiently calculate the slope. Only the resulting slope image is then downloaded. This drastically reduces data transfer compared to the client-side approach." + ], + "metadata": { + "id": "sYFfHL2qAr8c" + } + }, + { + "cell_type": "code", + "source": [ + "def k_to_c(image):\n", + " return image.select().addBands(image.subtract(273.15))\n", + "\n", + "def add_year_band(image):\n", + " year = ee.Image(image.date().get('year')).rename('year').toFloat()\n", + " return image.addBands(year)\n", + "\n", + "july_deg_c = (ee.ImageCollection('ECMWF/ERA5_LAND/MONTHLY_AGGR')\n", + " .filterDate('1960', '2020')\n", + " .filter(ee.Filter.calendarRange(7, None, 'month'))\n", + " .select('temperature_2m')\n", + " .map(k_to_c)\n", + " .map(add_year_band))\n", + "\n", + "coeff = july_deg_c.select(['year', 'temperature_2m']).reduce(\n", + " ee.Reducer.linearFit())\n", + "\n", + "ds = xarray.open_dataset(\n", + " ee.ImageCollection([coeff]),\n", + " engine='ee',\n", + " scale=1,\n", + " crs='EPSG:4326',\n", + " geometry=ee.Geometry.Rectangle([-180, -90, 180, 90]),\n", + ")\n", + "\n", + "slope = ds['scale']\n", + "slope.transpose().plot()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 544 + }, + "id": "qnb3ni6yAuJ4", + "outputId": "d8734e40-5506-4687-ad89-da91231cf536" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 7 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Comparison\n", + "\n", + "For calculating the July temperature trend slope, the server-side approach generally offers better performance due to the reduced data transfer (downloading one image vs. 720). While the client-side approach offers more flexibility with the full Python ecosystem and Xarray, this flexibility isn't necessary for this specific task. Code readability is comparable between the two approaches, with Xarray's `polyfit` being concise but Earth Engine's built-in functions also expressing the calculation clearly. Therefore, server-side computation is probably preferable in this case." + ], + "metadata": { + "id": "fSn5efPUA3-S" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Monthly mean temperature difference (July - January)" + ], + "metadata": { + "id": "DkkYQ3QNa0fL" + } + }, + { + "cell_type": "markdown", + "source": [ + "#### Client-side computation (using Xarray)\n", + "\n", + "The client-side approach leverages the intuitive grouping capabilities of Xarray. We download the entire collection and use `groupby('time.month').mean(dim='time')` to efficiently calculate the monthly mean temperature. This approach provides a very clear and concise expression of the calculation." + ], + "metadata": { + "id": "cgW4s7fnFBxA" + } + }, + { + "cell_type": "code", + "source": [ + "climate = (ee.ImageCollection('ECMWF/ERA5_LAND/MONTHLY_AGGR')\n", + " .filterDate('1960', '2020'))\n", + "\n", + "ds = xarray.open_dataset(\n", + " climate,\n", + " engine='ee',\n", + " scale=1,\n", + " crs='EPSG:4326',\n", + " geometry=ee.Geometry.Rectangle([-180, -90, 180, 90]),\n", + ")\n", + "\n", + "mean_deg_c = ds['temperature_2m'].groupby('time.month').mean(dim='time') - 273.15\n", + "(mean_deg_c[6] - mean_deg_c[0]).transpose().plot()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "kC4pfLPYFOnX", + "outputId": "b080d5d0-a758-485c-e5a2-0e26da495b42" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 8 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Server-side computation (using Earth Engine)\n", + "\n", + "While Earth Engine can perform the calculation, it requires a join operation due to the need to group images by month. This involves creating helper functions and applying a join filter, which can be less intuitive compared to Xarray's concise grouping syntax." + ], + "metadata": { + "id": "n3ZV6SnyFQ0P" + } + }, + { + "cell_type": "code", + "source": [ + "def k_to_c(image):\n", + " return image.select().addBands(image.subtract(273.15))\n", + "\n", + "def add_month_attribute(image):\n", + " month = image.date().get('month')\n", + " return image.set('month', month)\n", + "\n", + "deg_c = (ee.ImageCollection('ECMWF/ERA5_LAND/MONTHLY_AGGR')\n", + " .filterDate('1960', '2020')\n", + " .select('temperature_2m')\n", + " .map(k_to_c)\n", + " .map(add_month_attribute))\n", + "\n", + "deg_c_by_month = deg_c.distinct('month')\n", + "\n", + "filter = ee.Filter.equals(leftField='month', rightField='month')\n", + "join = ee.Join.saveAll('month_match')\n", + "deg_c_by_month = join.apply(deg_c_by_month, deg_c, filter)\n", + "\n", + "def get_month_mean_across_years(image):\n", + " deg_c_mean = ee.ImageCollection.fromImages(image.get('month_match')).mean()\n", + " return deg_c_mean.set('month', image.get('month'))\n", + "\n", + "deg_c_by_month = deg_c_by_month.map(get_month_mean_across_years)\n", + "\n", + "ds = xarray.open_dataset(\n", + " ee.ImageCollection(deg_c_by_month),\n", + " engine='ee',\n", + " scale=1,\n", + " crs='EPSG:4326',\n", + " geometry=ee.Geometry.Rectangle([-180, -90, 180, 90]),\n", + ")\n", + "\n", + "mean_deg_c = ds['temperature_2m']\n", + "(mean_deg_c[6] - mean_deg_c[0]).transpose().plot()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 525 + }, + "id": "Umto_N4bFWA4", + "outputId": "baec524c-bc80-47f7-c596-d887927ae368" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 9 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Comparison\n", + "\n", + "For calculating the monthly mean temperature difference with a focus on code readability, the client-side approach using Xarray is preferable. The grouping syntax is more natural and easier to follow. In situations where performance is a major concern (e.g., extremely large datasets or very high resolutions), the performance characteristics of each approach should be carefully evaluated, but in this case, the readability advantage of Xarray makes it a strong choice." + ], + "metadata": { + "id": "Rgd_X7CfF7B6" + } + } + ] +} \ No newline at end of file diff --git a/docs/conf.py b/docs/conf.py index 880c5f5..3957f0d 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -74,9 +74,9 @@ autosummary_generate = True -# https://myst-nb.readthedocs.io/en/latest/use/execute.html -jupyter_execute_notebooks = 'cache' -# https://myst-nb.readthedocs.io/en/latest/use/formatting_outputs.html#removing-stdout-and-stderr +# https://myst-nb.readthedocs.io/en/latest/computation/execute.html#notebook-execution-modes +nb_execution_mode = 'off' +# https://myst-nb.readthedocs.io/en/latest/render/format_code_cells.html#remove-stdout-or-stderr nb_output_stderr = 'remove-warn' # https://stackoverflow.com/a/66295922/809705 diff --git a/docs/index.md b/docs/index.md index e5a5d42..6c36a2c 100644 --- a/docs/index.md +++ b/docs/index.md @@ -31,5 +31,6 @@ between these tools. :maxdepth: 1 why-xee.md installation.md +client-vs-server.ipynb api.md ```