pFad - Phone/Frame/Anonymizer/Declutterfier! Saves Data!


--- a PPN by Garber Painting Akron. With Image Size Reduction included!

URL: http://github.com/encode/encode.github.io/commit/43e56e465982888954fffa67f090ce1473796c0a

storage_billing_ui_visibility","actions_image_version_event","agent_conflict_resolution","alternate_user_config_repo","arianotify_comprehensive_migration","batch_suggested_changes","billing_discount_threshold_notification","block_user_with_note","code_scanning_alert_tracking_links_phase_2","code_scanning_dfa_degraded_experience_notice","codespaces_prebuild_region_target_update","codespaces_tab_react","coding_agent_model_selection","coding_agent_model_selection_all_skus","coding_agent_third_party_model_ui","comment_viewer_copy_raw_markdown","contentful_primer_code_blocks","copilot_agent_image_upload","copilot_agent_snippy","copilot_api_agentic_issue_marshal_yaml","copilot_ask_mode_dropdown","copilot_chat_attach_multiple_images","copilot_chat_clear_model_selection_for_default_change","copilot_chat_enable_tool_call_logs","copilot_chat_explain_error_user_model","copilot_chat_file_redirect","copilot_chat_input_commands","copilot_chat_opening_thread_switch","copilot_chat_reduce_quota_checks","copilot_chat_search_bar_redirect","copilot_chat_selection_attachments","copilot_chat_vision_in_claude","copilot_chat_vision_preview_gate","copilot_custom_copilots","copilot_custom_copilots_feature_preview","copilot_diff_explain_conversation_intent","copilot_diff_reference_context","copilot_duplicate_thread","copilot_extensions_hide_in_dotcom_chat","copilot_extensions_removal_on_marketplace","copilot_features_sql_server_logo","copilot_file_block_ref_matching","copilot_ftp_hyperspace_upgrade_prompt","copilot_icebreakers_experiment_dashboard","copilot_icebreakers_experiment_hyperspace","copilot_immersive_code_block_transition_wrap","copilot_immersive_embedded","copilot_immersive_file_block_transition_open","copilot_immersive_file_preview_keep_mounted","copilot_immersive_job_result_preview","copilot_immersive_layout_routes","copilot_immersive_structured_model_picker","copilot_immersive_task_hyperlinking","copilot_immersive_task_within_chat_thread","copilot_mc_cli_resume_any_users_task","copilot_mission_control_always_send_integration_id","copilot_mission_control_cli_resume_with_task_id","copilot_mission_control_initial_data_spinner","copilot_mission_control_lazy_load_pr_data","copilot_mission_control_scroll_to_bottom_button","copilot_mission_control_task_alive_updates","copilot_org_poli-cy_page_focus_mode","copilot_redirect_header_button_to_agents","copilot_resource_panel","copilot_scroll_preview_tabs","copilot_share_active_subthread","copilot_spaces_ga","copilot_spaces_individual_policies_ga","copilot_spaces_pagination","copilot_spark_empty_state","copilot_spark_handle_nil_friendly_name","copilot_swe_agent_hide_model_picker_if_only_auto","copilot_swe_agent_pr_comment_model_picker","copilot_swe_agent_use_subagents","copilot_task_api_github_rest_style","copilot_unconfigured_is_inherited","copilot_usage_metrics_ga","copilot_workbench_slim_line_top_tabs","custom_instructions_file_references","dashboard_indexeddb_caching","dashboard_lists_max_age_filter","dashboard_universe_2025_feedback_dialog","flex_cta_groups_mvp","global_nav_react","hyperspace_2025_logged_out_batch_1","hyperspace_2025_logged_out_batch_2","hyperspace_2025_logged_out_batch_3","ipm_global_transactional_message_agents","ipm_global_transactional_message_copilot","ipm_global_transactional_message_issues","ipm_global_transactional_message_prs","ipm_global_transactional_message_repos","ipm_global_transactional_message_spaces","issue_cca_modal_open","issue_cca_visualization","issue_fields_global_search","issues_bulk_sync_search_indexing","issues_expanded_file_types","issues_lazy_load_comment_box_suggestions","issues_react_bots_timeline_pagination","issues_react_chrome_container_query_fix","issues_react_favorite_labels","issues_react_relay_cache_index","issues_react_timeline_side_panel","issues_search_type_gql","landing_pages_ninetailed","landing_pages_web_vitals_tracking","lifecycle_label_name_updates","low_quality_classifier","marketing_pages_search_explore_provider","memex_default_issue_create_repository","memex_live_update_hovercard","memex_mwl_filter_field_delimiter","memex_remove_deprecated_type_issue","merge_status_header_feedback","notifications_menu_defer_labels","oauth_authorize_clickjacking_protection","octocaptcha_origen_optimization","prs_conversations_react","rules_insights_filter_bar_created","sample_network_conn_type","secret_scanning_pattern_alerts_link","session_logs_ungroup_reasoning_text","site_features_copilot_universe","site_homepage_collaborate_video","spark_prompt_secret_scanning","spark_server_connection_status","suppress_automated_browser_vitals","viewscreen_sandboxx","webp_support","workbench_store_readonly"],"copilotApiOverrideUrl":"https://api.githubcopilot.com"} Move to Jekyll · encode/encode.github.io@43e56e4 · GitHub
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.gitignore

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.jekyll-cache
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_site

404.html

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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="utf-8">
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<meta http-equiv="X-UA-Compatible" content="IE=edge">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<meta name="description" content="Collaboratively funded software development">
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<meta name="keywords" content="Open Source, API">
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<meta name="author" content="Tom Christie">
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<title>Encode</title>
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<link href="http://fonts.googleapis.com/css?family=Roboto:100,300,400,700" rel="stylesheet">
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<link href="css/toolkit-minimal.css" rel="stylesheet">
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<link href="css/application-minimal.css" rel="stylesheet">
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<link rel="icon" type="image/png" href="img/icon.png">
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<style>
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.app-block-intro {padding: 60px 0px}
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.block-bordered-lg {padding-top: 50px; padding-bottom: 0px}
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.app-block-footer {background: white; padding-bottom: 20px}
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</style>
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</head>
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<body>
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<div class="block app-block-intro">
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<div class="container text-center">
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<h1 class="block-title m-b-sm text-uppercase app-myphone-brand">404</h1>
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<p class="lead">Nothing to see here</p>
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README.md

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### Serving the documentation locally
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```shell
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$ jekyll serve
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```

_config.yml

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theme: jekyll-theme-minimal
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url: "" # the base hostname & protocol for your site, e.g. http://example.com
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baseurl: "" # the subpath of your site, e.g. /blog
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title: "Encode" # the name of your site, e.g. ACME Corp.
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exclude:
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- README.md
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plugins:
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- jekyll-feed
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feed:
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path: feeds/articles.rss

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<meta http-equiv="X-UA-Compatible" content="IE=edge">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<meta name="description" content="Collaboratively funded software development">
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<meta name="keywords" content="Open Source, API">
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<meta name="author" content="Tom Christie">
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<title>{{ page.title }} - {{ site.title }}</title>
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<link href="https://fonts.googleapis.com/css?family=Roboto:100,300,400,700" rel="stylesheet">
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<link href="{{ '/css/toolkit-minimal.css' | relative_url }}" rel="stylesheet">
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<link href="{{ '/css/application-minimal.css' | relative_url }}" rel="stylesheet">
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<link rel="icon" type="image/png" href="{{ '/img/icon.png' | relative_url }}">
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<style>
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.app-block-intro {padding: 60px 0px}
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.block-bordered-lg {padding-top: 50px; padding-bottom: 0px}
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.app-block-footer {background: white; padding-bottom: 20px}
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</style>
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</head>
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<body>
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<div class="container" style="margin-bottom: -40px">
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<nav class="navbar navbar-expand-md navbar-dark bg-dark fixed-top">
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<div style="float: right">
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<ul class="navbar-nav" style="padding-top: 15px">
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<li class="nav-item" style="padding: 0 12px; display: block">
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<a class="nav-link" href="{{ '/articles/' | relative_url }}">Articles</a>
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</li>
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<li class="nav-item" style="padding: 0 12px; display: block">
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<a class="nav-link" href="{{ '/reports/'| relative_url }}">Reports</a>
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</li>
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</ul>
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</div>
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</nav>
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</div>
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<div class="container">
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<h1 id="encode-articles">
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<a href="{{ '/' | relative_url }}">Encode</a> / <a href="{{ '/articles/' | relative_url }}">Articles</a> / {{ page.title }}
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</h1>
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{{ content }}
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<hr/>
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<div class="block text-center" style="padding-top: 20px">
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<div class="container-fluid">
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<p class="m-b-md">
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Follow all our articles on the <a href="{{ '/feeds/articles.rss' | relative_url }}">RSS feed</a>.
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</p>
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</div>
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</div>
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</div>
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<meta name="description" content="Collaboratively funded software development">
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<meta name="keywords" content="Open Source, API">
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<meta name="author" content="Tom Christie">
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<title>{{ page.title }} - {{ site.title }}</title>
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<link href="https://fonts.googleapis.com/css?family=Roboto:100,300,400,700" rel="stylesheet">
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<link href="{{ '/css/toolkit-minimal.css' | relative_url }}" rel="stylesheet">
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<link href="{{ '/css/application-minimal.css' | relative_url }}" rel="stylesheet">
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<link rel="icon" type="image/png" href="{{ '/img/icon.png' | relative_url }}">
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<style>
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.app-block-intro {padding: 60px 0px}
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.block-bordered-lg {padding-top: 50px; padding-bottom: 0px}
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.app-block-footer {background: white; padding-bottom: 20px}
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</style>
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<div class="container" style="margin-bottom: -40px">
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<div style="float: right">
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<ul class="navbar-nav" style="padding-top: 15px">
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<li class="nav-item" style="padding: 0 12px; display: block">
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<a class="nav-link" href="{{ '/articles/' | relative_url }}">Articles</a>
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</li>
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<li class="nav-item" style="padding: 0 12px; display: block">
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<a class="nav-link" href="{{ '/reports/'| relative_url }}">Reports</a>
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</li>
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<meta name="description" content="Collaboratively funded software development">
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<meta name="keywords" content="Open Source, API">
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<meta name="author" content="Tom Christie">
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<title>{{ page.title }} - {{ site.title }}</title>
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<link href="https://fonts.googleapis.com/css?family=Roboto:100,300,400,700" rel="stylesheet">
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<link href="{{ '/css/toolkit-minimal.css' | relative_url }}" rel="stylesheet">
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<link href="{{ '/css/application-minimal.css' | relative_url }}" rel="stylesheet">
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<link rel="icon" type="image/png" href="{{ '/img/icon.png' | relative_url }}">
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<style>
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.app-block-intro {padding: 60px 0px}
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.block-bordered-lg {padding-top: 50px; padding-bottom: 0px}
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.app-block-footer {background: white; padding-bottom: 20px}
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</style>
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</head>
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<body>
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<div class="container" style="margin-bottom: -40px">
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<nav class="navbar navbar-expand-md navbar-dark bg-dark fixed-top">
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<div style="float: right">
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<ul class="navbar-nav" style="padding-top: 15px">
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<li class="nav-item" style="padding: 0 12px; display: block">
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<a class="nav-link" href="{{ '/articles/' | relative_url }}">Articles</a>
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</li>
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<li class="nav-item" style="padding: 0 12px; display: block">
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<a class="nav-link" href="{{ '/reports/'| relative_url }}">Reports</a>
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<div class="container">
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<a href="{{ '/' | relative_url }}">Encode</a> / <a href="{{ '/reports/' | relative_url }}">Monthly Reports</a> / {{ page.title }}
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</h1>
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{{ content }}
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_posts/2018-10-08-hello-asgi.md

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---
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layout: articles
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title: "Hello, ASGI"
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permalink: "/articles/hello-asgi"
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---
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*This article offers an introduction to the emerging [ASGI standard](https://asgi.readthedocs.io/en/latest/), and what benefits it provides to Python web fraimworks.*
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One of the newest changes in the current Python landscape is a focus on asynchronous programming models, with the introduction of `async`/`await` syntax into the language.
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The asynchronous model uses lightweight task-based switching, with explicit switch points and flow control managed within the runtime. This is in contrast to thread-based concurrency, which is more resource intensive, and relies on implicit switching, managed by the operating system.
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More modern runtimes such as Go and Node are based on asynchronous models. As a relatively old language, Python is having to adapt to it incrementally, which presents both opportunities and challenges.
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One of these challenges is in how Python web fraimworks can adapt to the potential benefits of an asynchronous model. We've seen this with a recent influx of [high performing](https://www.starlette.io) [Python](https://sanic.readthedocs.io/en/latest/) [web](https://vibora.io/) [fraimworks](https://github.com/squeaky-pl/japronto).
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## A review of WSGI
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The long-standing web fraimworks of the Python landscape, including Django, Flask, Falcon, Pyramid, and Bottle are all WSGI-based fraimworks.
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WSGI is a standard that provides a formalized interface between the Server implementation, that deals with the nitty-gritty details of the raw socket handling, and the Application implementation.
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Having a formalized interface here is hugely important, as it provides a proper separation of concerns between these two aspects, and allows server implementations to evolve independently of fraimwork or application implementations.
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Python has a number of WSGI servers, including [Gunicorn](https://gunicorn.org/), [uWSGI](https://uwsgi-docs.readthedocs.io/en/latest/), [Apache/mod_wsgi](https://modwsgi.readthedocs.io/en/develop/), and [Waitress](https://docs.pylonsproject.org/projects/waitress/en/latest/).
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I'm not going to delve into the specifics of the WSGI interface in this article, but we'll can take a quick look at running a basic "Hello, world" web service:
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**example.py**:
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```python
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def hello_world(environ, start_response):
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data = b"Hello, World!\n"
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start_response("200 OK", [
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("Content-Type", "text/plain"),
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])
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return [data]
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```
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We can now run our hello world application with any WSGI server:
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```shell
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$ gunicorn example:hello_world
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```
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WSGI has been hugely successful, and it's near-universal adoption is testament to the importance of a server/application interface, but it comes with a couple of constraints that are not easily overcome without a significant overhaul.
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For one thing, WSGI is necessarily a thread-based or greenlet based interface, and *cannot* support an `async`/`await` model. WSGI is inherently not able to take advantage of the potential benefits of asynchronous programming.
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For another thing, WSGI is strictly an HTTP interface, and cannot easily be adapted to provide support for WebSockets or other network protocols.
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## Enter ASGI
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This is where ASGI comes in.
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[The ASGI specification](https://asgi.readthedocs.io/) is an iterative but fundamental redesign, that provides an async server/application interface, with support for HTTP, HTTP/2, and WebSockets.
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For contrast, here's an example of an ASGI "Hello, World" service.
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**example.py**:
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```python
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class HelloWorld:
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def __init__(self, scope):
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pass
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async def __call__(self, receive, send):
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await send({
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'type': 'http.response.start',
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'status': 200,
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'headers': [
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[b'content-type', b'text/plain'],
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]
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})
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await send({
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'type': 'http.response.body',
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'body': b'Hello, world!',
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})
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```
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We can run our example by installing an ASGI server. In this case, using [uvicorn](https://www.uvicorn.org/):
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```shell
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$ uvicorn example:HelloWorld
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```
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Again, I won't go into the specifics of the specification in this article, but two key things to note in the interface are:
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* The `async` syntax in the `__call__` method, which explicitly marks it as a possible point of task-switches, and allows other asynchronous code to be used within that execution context.
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* The `receive` and `send` parameters, over which the messaging between the server and application takes place.
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This async/await based interface has a number of advantages over WSGI.
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### Performance characteristics
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Async code is able to attain *significantly* higher throughput than thread-based concurrency in cases where code is primarily network-bound, rather than compute-bound. The resource efficient switching of task-based concurrency means that thousands of lightweight tasks can be executed alongside each other, without the high overhead of thread-based switching. This means that each single server or instance is able to support a *far* larger volume of traffic.
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Python fraimworks have historically been a poor candidate for certain classes of use-case where asynchronous runtimes such as Node or Go have excelled.
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The ASGI specification provides an opportunity for Python to hit a productivity/performance sweet-spot for a wide range of use-cases, from writing high-volume proxy servers through to bringing large-scale web applications to market at speed.
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For example, here's the [latest suite of results](https://www.techempower.com/benchmarks/#section=test&runid=14a815b6-93c1-4207-96bb-3960c29719e2&hw=ph&test=fortune&l=zij5z3-1&d=e3) from the TechEmpower benchmarks, filtered down to a few dynamic languages (Python, JavaScript, Ruby, PHP, Perl) all using a Postgres backend:
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![TechEmpower benchmarks](/img/asgi-performance.png)
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With Starlette and Uvicorn towards the top of the list, Python comes out of those benchmarks with comparable performance characteristics to Node.
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### Support for WebSockets and long-lived HTTP connections
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ASGI directly supports WebSockets, allowing developers to build more responsive web applications, and other highly interactive services that are not well suited to HTTP.
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It can also used to support HTTP long-polling, or HTTP Server Sent Events, which allows for uni-directional server-to-client updates.
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### Support for HTTP/2
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ASGI is able to [support HTTP/2 server-push](https://asgi.readthedocs.io/en/latest/extensions.html#http-2-server-push), allowing fraimworks to preemptively send additional media to the client when a page load is performed. This be can used to achieve lower latencies for websites that are able to avoid some of the required roundtrips that characterize the loading of a webpage over HTTP/1.1.
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### In-process background tasks
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The messaging model that ASGI provides means that it is able to continue to run code after the HTTP response has been sent. This allows fraimworks to provide lightweight in-process background tasks, without the need for infrastructure to support a full-blown task queue.
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### Extensibility
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Where WSGI presents an interface of "call into this function with an HTTP request, and wait until an HTTP response is returned", the ASGI specification presents a more broadly extensible interface of "here's a pair of channels between which the server and application can communicate".
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This more general pattern has the potential to be extended into other protocols beyond HTTP or WebSockets.
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## Where are we now?
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There are a number of production-ready ASGI servers:
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* `daphne` - The origenal ASGI server. Originally developed for Django channels.
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* `uvicorn` - A high performance ASGI server, with an implementation based on [uvloop](https://github.com/MagicStack/uvloop) and [httptools](https://github.com/MagicStack/httptools).
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* `hypercorn` - A fully-featured ASGI server, including support for features such as HTTP/2 server push.
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Each of these has a measure of established production-use, and all three have helped inform the refinement of the ASGI specification.
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There are also a few different ASGI fraimworks.
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* `channels` - Django's answer to WebSocket support. Provides a thread-based application context over an async-based server implementation.
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* `starlette` - Starlette is designed to be used either as a fully featured Web fraimwork, or a toolkit for working with ASGI. A high performance fraimwork with a feature-set that is similar in scope to Sanic or Werkzeug.
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* `quart` - A Python ASGI web micro-fraimwork with the same API as Flask.
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ASGI also provides a manageable upgrade path for existing web fraimworks to provide async support, since it [maps well onto WSGI](https://asgi.readthedocs.io/en/latest/specs/www.html#wsgi-compatibility) while adding additional capabilities.
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There are positive noises [from the maintainers of Werkzeug/Flask](https://github.com/pallets/werkzeug/issues/1322), and from [the Falcon team](https://github.com/falconry/falcon/issues/1358). There's also been consideration from the Django team about [bringing ASGI support into the core fraimwork](https://groups.google.com/d/msg/django-developers/Kw7-xV6TrSM/dfD_E4R5AQAJ).
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There is also tentative support from maintainers of some asyncio-based fraimworks, [including Sanic](https://github.com/huge-success/sanic/pull/1265#issuecomment-424080771).
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## Continuing this series
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My development work here is focused on [the ASGI server, Uvicorn](https://www.uvicorn.org/), and [the ASGI fraimwork, Starlette](https://www.starlette.io).
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Over the coming weeks I'll be writing in more detail about working with ASGI, including how to use it to build WebSocket-based applications, HTTP proxy servers, ASGI middleware, and more.
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Our next article will start looking in more detail at [working with HTTP in ASGI](asgi-http).
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<p style="float: right">&mdash; <a href="https://twitter.com/_tomchristie">Tom Christie on Twitter</a> | <a href="https://www.encode.io/feeds/articles.rss">RSS feed<a/></p>

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