diff --git a/_proc/.gitignore b/_proc/.gitignore deleted file mode 100644 index 075b254..0000000 --- a/_proc/.gitignore +++ /dev/null @@ -1 +0,0 @@ -/.quarto/ diff --git a/_proc/00_core.ipynb b/_proc/00_core.ipynb deleted file mode 100644 index 47284c5..0000000 --- a/_proc/00_core.ipynb +++ /dev/null @@ -1,591 +0,0 @@ -{ - "cells": [ - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "---\n", - "description: Core functionality for distributing Earth Engine requests among Dask\n", - " workers.\n", - "output-file: core.html\n", - "title: core\n", - "\n", - "---\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "has_sd": true, - "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "---\n", - "\n", - "[source](https://github.com/VorGeo/earthengine-dask/blob/master/earthengine_dask/core.py#L26){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n", - "\n", - "### ClusterGEE\n", - "\n", - "> ClusterGEE (**kwargs)\n", - "\n", - "*Create a Dask cluster with Coiled*" - ], - "text/plain": [ - "---\n", - "\n", - "[source](https://github.com/VorGeo/earthengine-dask/blob/master/earthengine_dask/core.py#L26){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n", - "\n", - "### ClusterGEE\n", - "\n", - "> ClusterGEE (**kwargs)\n", - "\n", - "*Create a Dask cluster with Coiled*" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#| echo: false\n", - "#| output: asis\n", - "show_doc(ClusterGEE)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "has_sd": true, - "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "---\n", - "\n", - "[source](https://github.com/VorGeo/earthengine-dask/blob/master/earthengine_dask/core.py#L15){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n", - "\n", - "### InitEarthEngine\n", - "\n", - "> InitEarthEngine (**kwargs)\n", - "\n", - "*Interface to extend the Worker\n", - "\n", - "A worker plugin enables custom code to run at different stages of the Workers'\n", - "lifecycle.\n", - "\n", - "A plugin enables custom code to run at each of step of a Workers's life. Whenever such\n", - "an event happens, the corresponding method on this class will be called. Note that the\n", - "user code always runs within the Worker's main thread.\n", - "\n", - "To implement a plugin:\n", - "\n", - "1. inherit from this class\n", - "2. override some of its methods\n", - "3. register the plugin using :meth:`Client.register_plugin`.\n", - "\n", - "The ``idempotent`` attribute is used to control whether or not the plugin should\n", - "be ignored upon registration if a worker plugin with the same name already exists.\n", - "If ``True``, the plugin is ignored, otherwise the existing plugin is replaced.\n", - "Defaults to ``False``.*" - ], - "text/plain": [ - "---\n", - "\n", - "[source](https://github.com/VorGeo/earthengine-dask/blob/master/earthengine_dask/core.py#L15){target=\"_blank\" style=\"float:right; font-size:smaller\"}\n", - "\n", - "### InitEarthEngine\n", - "\n", - "> InitEarthEngine (**kwargs)\n", - "\n", - "*Interface to extend the Worker\n", - "\n", - "A worker plugin enables custom code to run at different stages of the Workers'\n", - "lifecycle.\n", - "\n", - "A plugin enables custom code to run at each of step of a Workers's life. Whenever such\n", - "an event happens, the corresponding method on this class will be called. Note that the\n", - "user code always runs within the Worker's main thread.\n", - "\n", - "To implement a plugin:\n", - "\n", - "1. inherit from this class\n", - "2. override some of its methods\n", - "3. register the plugin using :meth:`Client.register_plugin`.\n", - "\n", - "The ``idempotent`` attribute is used to control whether or not the plugin should\n", - "be ignored upon registration if a worker plugin with the same name already exists.\n", - "If ``True``, the plugin is ignored, otherwise the existing plugin is replaced.\n", - "Defaults to ``False``.*" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#| echo: false\n", - "#| output: asis\n", - "show_doc(InitEarthEngine)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Try it out\n", - "\n", - "Create a cluster and run a few jobs." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Authenticate & Initialize Earth Engine" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Get credentials and the GCP project ID, authenticating if necessary." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [ - "try:\n", - " credentials, project_id = google.auth.default()\n", - "except google.auth.exceptions.DefaultCredentialsError:\n", - " !gcloud auth application-default login\n", - " credentials, project_id = google.auth.default()\n", - "\n", - "ee.Initialize(credentials=credentials, project=project_id)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Start Dask Cluster\n", - "\n", - "Start up a Earth Engine enabled cluster. This may take a few minutes to complete." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cb77589b28c54a8db5bf96c879c836ad", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Output()" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Google Application Default Credentials have been written to a file on your Coiled VM(s).\n",
-      "These credentials will potentially be valid until explicitly revoked by running\n",
-      "gcloud auth application-default revoke\n"
-     ]
-    }
-   ],
-   "source": [
-    "cluster = ClusterGEE(\n",
-    "    name='test-class-cluster',\n",
-    "    n_workers=2,\n",
-    "    worker_cpu=8,\n",
-    "    region='us-central1',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Retrieve a client for the cluster, and display it."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "language": "python"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
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Connection method: Cluster objectCluster type: __main__.ClusterGEE
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Worker: test-class-cluster-worker-05c91bd282

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" - ], - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "client = cluster.get_client()\n", - "client" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Submit Jobs\n", - "\n", - "Test it out by:\n", - "- Defining a function that can be distributed,\n", - "- Submitting jobs running the function to workers, \n", - "- Gathering the results locally, and\n", - "- Displaying the results" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'country': 'Abyei Area', 'area_km2': 10460, 'mean_elev': 402.5921903247955},\n", - " {'country': 'Zimbabwe', 'area_km2': 391916, 'mean_elev': 973.2955548809969}]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get a list of countries to analyze.\n", - "country_fc = ee.FeatureCollection('USDOS/LSIB_SIMPLE/2017')\n", - "country_list = country_fc.aggregate_array('country_na').distinct().sort().getInfo()\n", - "\n", - "# Write a function that can be run by the cluster workers. \n", - "def get_country_stats(country_name):\n", - " country = country_fc.filter(ee.Filter.eq('country_na', country_name))\n", - " elev = ee.ImageCollection(\"COPERNICUS/DEM/GLO30\").select('DEM').mosaic()\n", - " return {\n", - " 'country': country_name, \n", - " 'area_km2': country.geometry().area().multiply(1e-6).round().getInfo(), \n", - " 'mean_elev': elev.reduceRegion(reducer=ee.Reducer.mean(),\n", - " geometry=country.geometry(),\n", - " scale=10000,\n", - " ).get('DEM').getInfo(),\n", - " }\n", - "\n", - "# Create and submit jobs to among the workers.\n", - "submitted_jobs = [\n", - " client.submit(get_country_stats, country)\n", - " for country in ['Abyei Area', 'Zimbabwe']\n", - "]\n", - "\n", - "# Gather up the results and display them.\n", - "results = client.gather(submitted_jobs)\n", - "results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Display a scatter plot of the data." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Shut down the cluster." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [ - "cluster.shutdown()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "python3", - "language": "python", - "name": "python3" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "state": {}, - "version_major": 2, - "version_minor": 0 - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/_proc/LICENSE b/_proc/LICENSE deleted file mode 100644 index 3b106e8..0000000 --- a/_proc/LICENSE +++ /dev/null @@ -1,201 +0,0 @@ - Apache License - Version 2.0, January 2004 - http://www.apache.org/licenses/ - - TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION - - 1. 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We also recommend that a - file or class name and description of purpose be included on the - same "printed page" as the copyright notice for easier - identification within third-party archives. - - Copyright 2022, fastai - - Licensed under the Apache License, Version 2.0 (the "License"); - you may not use this file except in compliance with the License. - You may obtain a copy of the License at - - http://www.apache.org/licenses/LICENSE-2.0 - - Unless required by applicable law or agreed to in writing, software - distributed under the License is distributed on an "AS IS" BASIS, - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - See the License for the specific language governing permissions and - limitations under the License. diff --git a/_proc/MANIFEST.in b/_proc/MANIFEST.in deleted file mode 100644 index 5c0e7ce..0000000 --- a/_proc/MANIFEST.in +++ /dev/null @@ -1,5 +0,0 @@ -include settings.ini -include LICENSE -include CONTRIBUTING.md -include README.md -recursive-exclude * __pycache__ diff --git a/_proc/_quarto.yml b/_proc/_quarto.yml deleted file mode 100644 index fa2e628..0000000 --- a/_proc/_quarto.yml +++ /dev/null @@ -1,35 +0,0 @@ -project: - type: website - output-dir: _docs - preview: - port: 3000 - browser: false - -format: - html: - theme: cosmo - css: styles.css - toc: true - toc-depth: 4 - -website: - title: "earthengine-dask" - site-url: "https://VorGeo.github.io/earthengine-dask" - description: "Scale up concurrent requests to Earth Engine interactive endpoints with Dask" - twitter-card: true - open-graph: true - repo-branch: master - repo-url: "https://github.com/VorGeo/earthengine-dask" - repo-actions: [issue] - navbar: - background: primary - search: true - right: - - icon: github - href: "https://github.com/VorGeo/earthengine-dask" - sidebar: - style: "floating" - -metadata-files: - - sidebar.yml - - custom.yml diff --git a/_proc/index.ipynb b/_proc/index.ipynb deleted file mode 100644 index 15f5bde..0000000 --- a/_proc/index.ipynb +++ /dev/null @@ -1,240 +0,0 @@ -{ - "cells": [ - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "---\n", - "description: Scale up concurrent requests to Earth Engine interactive endpoints with\n", - " Dask\n", - "output-file: index.html\n", - "title: earthengine-dask\n", - "\n", - "---\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Prerequisites\n", - "\n", - "- A [Google Earth Engine](https://earthengine.google.com/) account.\n", - "- Access to a Google Cloud Platform (GCP) [project with the Earth Engine API enabled](https://developers.google.com/earth-engine/cloud/earthengine_cloud_project_setup).\n", - "- A [Coiled](https://www.coiled.io/) account that is [setup to use the GCP project](https://docs.coiled.io/user_guide/setup/gcp/cli.html)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Installation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "```sh\n", - "TODO...\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# How to use" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Import Python packages" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [ - "import altair as alt\n", - "import ee\n", - "from earthengine_dask.core import ClusterGEE\n", - "import google.auth\n", - "import pandas as pd" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Authenticate & Initialize Earth Engine" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Get credentials and the GCP project ID, authenticating if necessary." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [ - "try:\n", - " credentials, project_id = google.auth.default()\n", - "except google.auth.exceptions.DefaultCredentialsError:\n", - " !gcloud auth application-default login\n", - " credentials, project_id = google.auth.default()\n", - "\n", - "ee.Initialize(credentials=credentials, project=project_id)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Start Dask Cluster\n", - "\n", - "Start up a Earth Engine enabled cluster. This may take a few minutes to complete." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [ - "cluster = ClusterGEE(\n", - " name='test-class-cluster',\n", - " n_workers=2,\n", - " worker_cpu=8,\n", - " region='us-central1',\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Retrieve a client for the cluster, and display it." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [ - "client = cluster.get_client()\n", - "client" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Submit Jobs\n", - "\n", - "Test it out by:\n", - "- Defining a function that can be distributed,\n", - "- Submitting jobs running the function to workers, \n", - "- Gathering the results locally, and\n", - "- Displaying the results" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [ - "# Get a list of countries to analyze.\n", - "country_fc = ee.FeatureCollection('USDOS/LSIB_SIMPLE/2017')\n", - "country_list = country_fc.aggregate_array('country_na').distinct().sort().getInfo()\n", - "\n", - "# Write a function that can be run by the cluster workers. \n", - "def get_country_stats(country_name):\n", - " country = country_fc.filter(ee.Filter.eq('country_na', country_name))\n", - " elev = ee.ImageCollection(\"COPERNICUS/DEM/GLO30\").select('DEM').mosaic()\n", - " return {\n", - " 'country': country_name, \n", - " 'area_km2': country.geometry().area().multiply(1e-6).round().getInfo(), \n", - " 'mean_elev': elev.reduceRegion(reducer=ee.Reducer.mean(),\n", - " geometry=country.geometry(),\n", - " scale=10000,\n", - " ).get('DEM').getInfo(),\n", - " }\n", - "\n", - "# Create and submit jobs to among the workers.\n", - "submitted_jobs = [\n", - " client.submit(get_country_stats, country)\n", - " for country in country_list\n", - "]\n", - "\n", - "# Gather up the results and display them.\n", - "results = client.gather(submitted_jobs)\n", - "df = pd.DataFrame(results)\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Shut down the cluster" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "language": "python" - }, - "outputs": [], - "source": [ - "cluster.shutdown()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "python3", - "language": "python", - "name": "python3" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "state": {}, - "version_major": 2, - "version_minor": 0 - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/_proc/nbdev.yml b/_proc/nbdev.yml deleted file mode 100644 index a47f822..0000000 --- a/_proc/nbdev.yml +++ /dev/null @@ -1,9 +0,0 @@ -project: - output-dir: _docs - -website: - title: "earthengine-dask" - site-url: "https://VorGeo.github.io/earthengine-dask" - description: "Scale up concurrent requests to Earth Engine interactive endpoints with Dask" - 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-[dependencies] -python = "3.11.*" -coiled = ">=1.24.0,<1.25" -jupyter = ">=1.0.0,<1.1" -earthengine-api = ">=0.1.404,<0.2" -altair = ">=5.3.0,<5.4" -pandas = ">=2.2.2,<2.3" -quarto = ">=1.4.550,<1.5" -ghp-import = ">=2.1.0,<2.2" - -[pypi-dependencies] -nbdev = { version = "==2.3.23" } diff --git a/_proc/settings.ini b/_proc/settings.ini deleted file mode 100644 index 2edf7b0..0000000 --- a/_proc/settings.ini +++ /dev/null @@ -1,42 +0,0 @@ -[DEFAULT] -# All sections below are required unless otherwise specified. -# See https://github.com/fastai/nbdev/blob/master/settings.ini for examples. - -### Python library ### -repo = earthengine-dask -lib_name = %(repo)s -version = 0.0.1 -min_python = 3.7 -license = apache2 - -### nbdev ### -doc_path = _docs -lib_path = earthengine_dask -nbs_path = . -recursive = False -tst_flags = notest - -### Docs ### -branch = master -custom_sidebar = False -doc_host = https://%(user)s.github.io -doc_baseurl = /%(repo)s -git_url = https://github.com/%(user)s/%(repo)s -title = %(lib_name)s - -### PyPI ### -audience = Developers -author = Tyler Erickson -author_email = tyler@vorgeo.com -copyright = 2024 ownwards, %(author)s -description = Scale up concurrent requests to Earth Engine interactive endpoints with Dask -keywords = nbdev jupyter notebook python -language = English -status = 3 -user = VorGeo - -### Optional ### -# requirements = fastcore pandas -requirements = altair coiled dask[distributed] earthengine-api -# dev_requirements = -# console_scripts = \ No newline at end of file diff --git a/_proc/setup b/_proc/setup deleted file mode 100644 index e3281ae..0000000 --- a/_proc/setup +++ /dev/null @@ -1,57 +0,0 @@ -from pkg_resources import parse_version -from configparser import ConfigParser -import setuptools, shlex -assert parse_version(setuptools.__version__)>=parse_version('36.2') - -# note: all settings are in settings.ini; edit there, not here -config = ConfigParser(delimiters=['=']) -config.read('settings.ini', encoding='utf-8') -cfg = config['DEFAULT'] - -cfg_keys = 'version description keywords author author_email'.split() -expected = cfg_keys + "lib_name user branch license status min_python audience language".split() -for o in expected: assert o in cfg, "missing expected setting: {}".format(o) -setup_cfg = {o:cfg[o] for o in cfg_keys} - -licenses = { - 'apache2': ('Apache Software License 2.0','OSI Approved :: Apache Software License'), - 'mit': ('MIT License', 'OSI Approved :: MIT License'), - 'gpl2': ('GNU General Public License v2', 'OSI Approved :: GNU General Public License v2 (GPLv2)'), - 'gpl3': ('GNU General Public License v3', 'OSI Approved :: GNU General Public License v3 (GPLv3)'), - 'bsd3': ('BSD License', 'OSI Approved :: BSD License'), -} -statuses = [ '1 - Planning', '2 - Pre-Alpha', '3 - Alpha', - '4 - Beta', '5 - Production/Stable', '6 - Mature', '7 - Inactive' ] -py_versions = '3.6 3.7 3.8 3.9 3.10'.split() - -requirements = shlex.split(cfg.get('requirements', '')) -if cfg.get('pip_requirements'): requirements += shlex.split(cfg.get('pip_requirements', '')) -min_python = cfg['min_python'] -lic = licenses.get(cfg['license'].lower(), (cfg['license'], None)) -dev_requirements = (cfg.get('dev_requirements') or '').split() - -setuptools.setup( - name = cfg['lib_name'], - license = lic[0], - classifiers = [ - 'Development Status :: ' + statuses[int(cfg['status'])], - 'Intended Audience :: ' + cfg['audience'].title(), - 'Natural Language :: ' + cfg['language'].title(), - ] + ['Programming Language :: Python :: '+o for o in py_versions[py_versions.index(min_python):]] + (['License :: ' + lic[1] ] if lic[1] else []), - url = cfg['git_url'], - packages = setuptools.find_packages(), - include_package_data = True, - install_requires = requirements, - extras_require={ 'dev': dev_requirements }, - dependency_links = cfg.get('dep_links','').split(), - python_requires = '>=' + cfg['min_python'], - long_description = open('README.md', encoding='utf-8').read(), - long_description_content_type = 'text/markdown', - zip_safe = False, - entry_points = { - 'console_scripts': cfg.get('console_scripts','').split(), - 'nbdev': [f'{cfg.get("lib_path")}={cfg.get("lib_path")}._modidx:d'] - }, - **setup_cfg) - - diff --git a/_proc/sidebar.yml b/_proc/sidebar.yml deleted file mode 100644 index 45222d2..0000000 --- a/_proc/sidebar.yml +++ /dev/null @@ -1,5 +0,0 @@ -website: - sidebar: - contents: - - index.ipynb - - 00_core.ipynb diff --git a/_proc/sidebar.yml.bak b/_proc/sidebar.yml.bak deleted file mode 100644 index 45222d2..0000000 --- a/_proc/sidebar.yml.bak +++ /dev/null @@ -1,5 +0,0 @@ -website: - sidebar: - contents: - - index.ipynb - - 00_core.ipynb diff --git a/_proc/styles.css b/_proc/styles.css deleted file mode 100644 index 66ccc49..0000000 --- a/_proc/styles.css +++ /dev/null @@ -1,37 +0,0 @@ -.cell { - margin-bottom: 1rem; -} - -.cell > .sourceCode { - margin-bottom: 0; -} - -.cell-output > pre { - margin-bottom: 0; -} - -.cell-output > pre, .cell-output > .sourceCode > pre, .cell-output-stdout > pre { - margin-left: 0.8rem; - margin-top: 0; - background: none; - border-left: 2px solid lightsalmon; - border-top-left-radius: 0; - border-top-right-radius: 0; -} - -.cell-output > .sourceCode { - border: none; -} - -.cell-output > .sourceCode { - background: none; - margin-top: 0; -} - -div.description { - padding-left: 2px; - padding-top: 5px; - font-style: italic; - font-size: 135%; - opacity: 70%; -}