📝 Update release notes

Co-authored-by: Marcelo Trylesinski <marcelotryle@gmail.com>
Co-authored-by: Sebastián Ramírez <tiangolo@gmail.com>

.github/ISSUE_TEMPLATE/feature-request.yml

@@ -8,9 +8,9 @@ body:
         Thanks for your interest in FastAPI! 🚀
 
         Please follow these instructions, fill every question, and do every step. 🙏
-        
+
         I'm asking this because answering questions and solving problems in GitHub issues is what consumes most of the time.
-        
+
         I end up not being able to add new features, fix bugs, review pull requests, etc. as fast as I wish because I have to spend too much time handling issues.
 
         All that, on top of all the incredible help provided by a bunch of community members, the [FastAPI Experts](https://fastapi.tiangolo.com/fastapi-people/#experts), that give a lot of their time to come here and help others.
@@ -18,7 +18,7 @@ body:
         That's a lot of work they are doing, but if more FastAPI users came to help others like them just a little bit more, it would be much less effort for them (and you and me 😅).
 
         By asking questions in a structured way (following this) it will be much easier to help you.
-        
+
         And there's a high chance that you will find the solution along the way and you won't even have to submit it and wait for an answer. 😎
 
         As there are too many issues with questions, I'll have to close the incomplete ones. That will allow me (and others) to focus on helping people like you that follow the whole process and help us help you. 🤓
@@ -50,7 +50,7 @@ body:
       label: Commit to Help
       description: |
         After submitting this, I commit to one of:
-          
+
           * Read open issues with questions until I find 2 issues where I can help someone and add a comment to help there.
           * I already hit the "watch" button in this repository to receive notifications and I commit to help at least 2 people that ask questions in the future.
           * Implement a Pull Request for a confirmed bug.

.github/ISSUE_TEMPLATE/question.yml

@@ -8,9 +8,9 @@ body:
         Thanks for your interest in FastAPI! 🚀
 
         Please follow these instructions, fill every question, and do every step. 🙏
-        
+
         I'm asking this because answering questions and solving problems in GitHub issues is what consumes most of the time.
-        
+
         I end up not being able to add new features, fix bugs, review pull requests, etc. as fast as I wish because I have to spend too much time handling issues.
 
         All that, on top of all the incredible help provided by a bunch of community members, the [FastAPI Experts](https://fastapi.tiangolo.com/fastapi-people/#experts), that give a lot of their time to come here and help others.
@@ -18,7 +18,7 @@ body:
         That's a lot of work they are doing, but if more FastAPI users came to help others like them just a little bit more, it would be much less effort for them (and you and me 😅).
 
         By asking questions in a structured way (following this) it will be much easier to help you.
-        
+
         And there's a high chance that you will find the solution along the way and you won't even have to submit it and wait for an answer. 😎
 
         As there are too many issues with questions, I'll have to close the incomplete ones. That will allow me (and others) to focus on helping people like you that follow the whole process and help us help you. 🤓
@@ -50,7 +50,7 @@ body:
       label: Commit to Help
       description: |
         After submitting this, I commit to one of:
-          
+
           * Read open issues with questions until I find 2 issues where I can help someone and add a comment to help there.
           * I already hit the "watch" button in this repository to receive notifications and I commit to help at least 2 people that ask questions in the future.
           * Implement a Pull Request for a confirmed bug.

.github/actions/comment-docs-preview-in-pr/app/main.py

@@ -1,7 +1,7 @@
 import logging
 import sys
 from pathlib import Path
-from typing import Optional
+from typing import Union
 
 import httpx
 from github import Github
@@ -14,7 +14,7 @@ github_api = "https://api.github.com"
 class Settings(BaseSettings):
     github_repository: str
     github_event_path: Path
-    github_event_name: Optional[str] = None
+    github_event_name: Union[str, None] = None
     input_token: SecretStr
     input_deploy_url: str
 
@@ -42,15 +42,13 @@ if __name__ == "__main__":
     except ValidationError as e:
         logging.error(f"Error parsing event file: {e.errors()}")
         sys.exit(0)
-    use_pr: Optional[PullRequest] = None
+    use_pr: Union[PullRequest, None] = None
     for pr in repo.get_pulls():
         if pr.head.sha == event.workflow_run.head_commit.id:
             use_pr = pr
             break
     if not use_pr:
-        logging.error(
-            f"No PR found for hash: {event.workflow_run.head_commit.id}"
-        )
+        logging.error(f"No PR found for hash: {event.workflow_run.head_commit.id}")
         sys.exit(0)
     github_headers = {
         "Authorization": f"token {settings.input_token.get_secret_value()}"

.github/actions/notify-translations/app/main.py

@@ -1,8 +1,8 @@
 import logging
+import random
 import time
 from pathlib import Path
-import random
-from typing import Dict, Optional
+from typing import Dict, Union
 
 import yaml
 from github import Github
@@ -18,8 +18,8 @@ class Settings(BaseSettings):
     github_repository: str
     input_token: SecretStr
     github_event_path: Path
-    github_event_name: Optional[str] = None
-    input_debug: Optional[bool] = False
+    github_event_name: Union[str, None] = None
+    input_debug: Union[bool, None] = False
 
 
 class PartialGitHubEventIssue(BaseModel):
@@ -54,7 +54,7 @@ if __name__ == "__main__":
     )
     if pr.state == "open":
         logging.debug(f"PR is open: {pr.number}")
-        label_strs = set([label.name for label in pr.get_labels()])
+        label_strs = {label.name for label in pr.get_labels()}
         if lang_all_label in label_strs and awaiting_label in label_strs:
             logging.info(
                 f"This PR seems to be a language translation and awaiting reviews: {pr.number}"

.github/actions/notify-translations/app/translations.yml

@@ -8,7 +8,12 @@ uk: 1748
 tr: 1892
 fr: 1972
 ko: 2017
-sq: 2041
+fa: 2041
 pl: 3169
 de: 3716
 id: 3717
+az: 3994
+nl: 4701
+uz: 4883
+sv: 5146
+he: 5157

.github/actions/people/app/main.py

@@ -4,7 +4,7 @@ import sys
 from collections import Counter, defaultdict
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
-from typing import Container, DefaultDict, Dict, List, Optional, Set
+from typing import Container, DefaultDict, Dict, List, Set, Union
 
 import httpx
 import yaml
@@ -14,7 +14,7 @@ from pydantic import BaseModel, BaseSettings, SecretStr
 github_graphql_url = "https://api.github.com/graphql"
 
 issues_query = """
-query Q($after: String) { 
+query Q($after: String) {
   repository(name: "fastapi", owner: "tiangolo") {
     issues(first: 100, after: $after) {
       edges {
@@ -47,7 +47,7 @@ query Q($after: String) {
 """
 
 prs_query = """
-query Q($after: String) { 
+query Q($after: String) {
   repository(name: "fastapi", owner: "tiangolo") {
     pullRequests(first: 100, after: $after) {
       edges {
@@ -133,7 +133,7 @@ class Author(BaseModel):
 
 class CommentsNode(BaseModel):
     createdAt: datetime
-    author: Optional[Author] = None
+    author: Union[Author, None] = None
 
 
 class Comments(BaseModel):
@@ -142,7 +142,7 @@ class Comments(BaseModel):
 
 class IssuesNode(BaseModel):
     number: int
-    author: Optional[Author] = None
+    author: Union[Author, None] = None
     title: str
     createdAt: datetime
     state: str
@@ -179,7 +179,7 @@ class Labels(BaseModel):
 
 
 class ReviewNode(BaseModel):
-    author: Optional[Author] = None
+    author: Union[Author, None] = None
     state: str
 
 
@@ -190,7 +190,7 @@ class Reviews(BaseModel):
 class PullRequestNode(BaseModel):
     number: int
     labels: Labels
-    author: Optional[Author] = None
+    author: Union[Author, None] = None
     title: str
     createdAt: datetime
     state: str
@@ -260,19 +260,21 @@ class Settings(BaseSettings):
     input_token: SecretStr
     input_standard_token: SecretStr
     github_repository: str
+    httpx_timeout: int = 30
 
 
 def get_graphql_response(
-    *, settings: Settings, query: str, after: Optional[str] = None
+    *, settings: Settings, query: str, after: Union[str, None] = None
 ):
     headers = {"Authorization": f"token {settings.input_token.get_secret_value()}"}
     variables = {"after": after}
     response = httpx.post(
         github_graphql_url,
         headers=headers,
+        timeout=settings.httpx_timeout,
         json={"query": query, "variables": variables, "operationName": "Q"},
     )
-    if not response.status_code == 200:
+    if response.status_code != 200:
         logging.error(f"Response was not 200, after: {after}")
         logging.error(response.text)
         raise RuntimeError(response.text)
@@ -280,19 +282,19 @@ def get_graphql_response(
     return data
 
 
-def get_graphql_issue_edges(*, settings: Settings, after: Optional[str] = None):
+def get_graphql_issue_edges(*, settings: Settings, after: Union[str, None] = None):
     data = get_graphql_response(settings=settings, query=issues_query, after=after)
     graphql_response = IssuesResponse.parse_obj(data)
     return graphql_response.data.repository.issues.edges
 
 
-def get_graphql_pr_edges(*, settings: Settings, after: Optional[str] = None):
+def get_graphql_pr_edges(*, settings: Settings, after: Union[str, None] = None):
     data = get_graphql_response(settings=settings, query=prs_query, after=after)
     graphql_response = PRsResponse.parse_obj(data)
     return graphql_response.data.repository.pullRequests.edges
 
 
-def get_graphql_sponsor_edges(*, settings: Settings, after: Optional[str] = None):
+def get_graphql_sponsor_edges(*, settings: Settings, after: Union[str, None] = None):
     data = get_graphql_response(settings=settings, query=sponsors_query, after=after)
     graphql_response = SponsorsResponse.parse_obj(data)
     return graphql_response.data.user.sponsorshipsAsMaintainer.edges
@@ -501,9 +503,16 @@ if __name__ == "__main__":
     github_sponsors_path = Path("./docs/en/data/github_sponsors.yml")
     people_old_content = people_path.read_text(encoding="utf-8")
     github_sponsors_old_content = github_sponsors_path.read_text(encoding="utf-8")
-    new_people_content = yaml.dump(people, sort_keys=False, width=200, allow_unicode=True)
-    new_github_sponsors_content = yaml.dump(github_sponsors, sort_keys=False, width=200, allow_unicode=True)
-    if people_old_content == new_people_content and github_sponsors_old_content == new_github_sponsors_content:
+    new_people_content = yaml.dump(
+        people, sort_keys=False, width=200, allow_unicode=True
+    )
+    new_github_sponsors_content = yaml.dump(
+        github_sponsors, sort_keys=False, width=200, allow_unicode=True
+    )
+    if (
+        people_old_content == new_people_content
+        and github_sponsors_old_content == new_github_sponsors_content
+    ):
         logging.info("The FastAPI People data hasn't changed, finishing.")
         sys.exit(0)
     people_path.write_text(new_people_content, encoding="utf-8")
@@ -517,7 +526,9 @@ if __name__ == "__main__":
     logging.info(f"Creating a new branch {branch_name}")
     subprocess.run(["git", "checkout", "-b", branch_name], check=True)
     logging.info("Adding updated file")
-    subprocess.run(["git", "add", str(people_path)], check=True)
+    subprocess.run(
+        ["git", "add", str(people_path), str(github_sponsors_path)], check=True
+    )
     logging.info("Committing updated file")
     message = "👥 Update FastAPI People"
     result = subprocess.run(["git", "commit", "-m", message], check=True)

.github/actions/watch-previews/app/main.py

@@ -1,7 +1,7 @@
 import logging
 from datetime import datetime
 from pathlib import Path
-from typing import List, Optional
+from typing import List, Union
 
 import httpx
 from github import Github
@@ -16,7 +16,7 @@ class Settings(BaseSettings):
     input_token: SecretStr
     github_repository: str
     github_event_path: Path
-    github_event_name: Optional[str] = None
+    github_event_name: Union[str, None] = None
 
 
 class Artifact(BaseModel):
@@ -74,7 +74,7 @@ if __name__ == "__main__":
         logging.info(f"Docs preview was notified: {notified}")
         if not notified:
             artifact_name = f"docs-zip-{commit}"
-            use_artifact: Optional[Artifact] = None
+            use_artifact: Union[Artifact, None] = None
             for artifact in artifacts_response.artifacts:
                 if artifact.name == artifact_name:
                     use_artifact = artifact

.github/dependabot.yml

@@ -0,0 +1,16 @@
+version: 2
+updates:
+  # GitHub Actions
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    schedule:
+      interval: "daily"
+    commit-message:
+      prefix: ⬆
+  # Python
+  - package-ecosystem: "pip"
+    directory: "/"
+    schedule:
+      interval: "daily"
+    commit-message:
+      prefix: ⬆

.github/workflows/build-docs.yml

@@ -1,6 +1,8 @@
 name: Build Docs
 on:
   push:
+    branches:
+      - master
   pull_request:
     types: [opened, synchronize]
 jobs:
@@ -11,16 +13,16 @@ jobs:
         env:
           GITHUB_CONTEXT: ${{ toJson(github) }}
         run: echo "$GITHUB_CONTEXT"
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: "3.7"
-      - uses: actions/cache@v2
+      - uses: actions/cache@v3
         id: cache
         with:
           path: ${{ env.pythonLocation }}
-          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml') }}-docs
+          key: ${{ runner.os }}-python-docs-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml') }}-v03
       - name: Install Flit
         if: steps.cache.outputs.cache-hit != 'true'
         run: python3.7 -m pip install flit
@@ -28,18 +30,18 @@ jobs:
         if: steps.cache.outputs.cache-hit != 'true'
         run: python3.7 -m flit install --deps production --extras doc
       - name: Install Material for MkDocs Insiders
-        if: github.event.pull_request.head.repo.fork == false && steps.cache.outputs.cache-hit != 'true'
+        if: ( github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == false ) && steps.cache.outputs.cache-hit != 'true'
         run: pip install git+https://${{ secrets.ACTIONS_TOKEN }}@github.com/squidfunk/mkdocs-material-insiders.git
       - name: Build Docs
         run: python3.7 ./scripts/docs.py build-all
       - name: Zip docs
         run: bash ./scripts/zip-docs.sh
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v3
         with:
           name: docs-zip
           path: ./docs.zip
       - name: Deploy to Netlify
-        uses: nwtgck/actions-netlify@v1.1.5
+        uses: nwtgck/actions-netlify@v1.2.3
         with:
           publish-dir: './site'
           production-branch: master

.github/workflows/latest-changes.yml

@@ -12,7 +12,7 @@ on:
         description: PR number
         required: true
       debug_enabled:
-        description: 'Run the build with tmate debugging enabled (https://github.com/marketplace/actions/debugging-with-tmate)'     
+        description: 'Run the build with tmate debugging enabled (https://github.com/marketplace/actions/debugging-with-tmate)'
         required: false
         default: false
 
@@ -20,7 +20,7 @@ jobs:
   latest-changes:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           # To allow latest-changes to commit to master
           token: ${{ secrets.ACTIONS_TOKEN }}

.github/workflows/notify-translations.yml

@@ -9,7 +9,7 @@ jobs:
   notify-translations:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       # Allow debugging with tmate
       - name: Setup tmate session
         uses: mxschmitt/action-tmate@v3

.github/workflows/people.yml

@@ -6,7 +6,7 @@ on:
   workflow_dispatch:
     inputs:
       debug_enabled:
-        description: 'Run the build with tmate debugging enabled (https://github.com/marketplace/actions/debugging-with-tmate)'     
+        description: 'Run the build with tmate debugging enabled (https://github.com/marketplace/actions/debugging-with-tmate)'
         required: false
         default: false
 
@@ -14,7 +14,7 @@ jobs:
   fastapi-people:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       # Allow debugging with tmate
       - name: Setup tmate session
         uses: mxschmitt/action-tmate@v3

.github/workflows/preview-docs.yml

@@ -3,16 +3,16 @@ on:
   workflow_run:
     workflows:
       - Build Docs
-    types: 
+    types:
       - completed
 
 jobs:
   preview-docs:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - name: Download Artifact Docs
-        uses: dawidd6/action-download-artifact@v2.9.0
+        uses: dawidd6/action-download-artifact@v2.23.0
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}
           workflow: build-docs.yml
@@ -25,7 +25,7 @@ jobs:
           rm -f docs.zip
       - name: Deploy to Netlify
         id: netlify
-        uses: nwtgck/actions-netlify@v1.1.5
+        uses: nwtgck/actions-netlify@v1.2.3
         with:
           publish-dir: './site'
           production-deploy: false

.github/workflows/publish.yml

@@ -13,12 +13,12 @@ jobs:
         env:
           GITHUB_CONTEXT: ${{ toJson(github) }}
         run: echo "$GITHUB_CONTEXT"
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: "3.6"
-      - uses: actions/cache@v2
+      - uses: actions/cache@v3
         id: cache
         with:
           path: ${{ env.pythonLocation }}

.github/workflows/test.yml

@@ -12,27 +12,30 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9]
+        python-version: ["3.6", "3.7", "3.8", "3.9", "3.10"]
       fail-fast: false
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: ${{ matrix.python-version }}
-      - uses: actions/cache@v2
+      - uses: actions/cache@v3
         id: cache
         with:
           path: ${{ env.pythonLocation }}
-          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml') }}-test
+          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml') }}-test-v02
       - name: Install Flit
         if: steps.cache.outputs.cache-hit != 'true'
         run: pip install flit
       - name: Install Dependencies
         if: steps.cache.outputs.cache-hit != 'true'
         run: flit install --symlink
+      - name: Lint
+        if: ${{ matrix.python-version != '3.6' }}
+        run: bash scripts/lint.sh
       - name: Test
         run: bash scripts/test.sh
       - name: Upload coverage
-        uses: codecov/codecov-action@v1
+        uses: codecov/codecov-action@v3

.pre-commit-config.yaml

@@ -0,0 +1,51 @@
+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+repos:
+-   repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.3.0
+    hooks:
+    -   id: check-added-large-files
+    -   id: check-toml
+    -   id: check-yaml
+        args:
+        -   --unsafe
+    -   id: end-of-file-fixer
+    -   id: trailing-whitespace
+-   repo: https://github.com/asottile/pyupgrade
+    rev: v2.37.3
+    hooks:
+    -   id: pyupgrade
+        args:
+        - --py3-plus
+        - --keep-runtime-typing
+-   repo: https://github.com/myint/autoflake
+    rev: v1.5.3
+    hooks:
+    -   id: autoflake
+        args:
+        - --recursive
+        - --in-place
+        - --remove-all-unused-imports
+        - --remove-unused-variables
+        - --expand-star-imports
+        - --exclude
+        - __init__.py
+        - --remove-duplicate-keys
+-   repo: https://github.com/pycqa/isort
+    rev: 5.10.1
+    hooks:
+    -   id: isort
+        name: isort (python)
+    -   id: isort
+        name: isort (cython)
+        types: [cython]
+    -   id: isort
+        name: isort (pyi)
+        types: [pyi]
+-   repo: https://github.com/psf/black
+    rev: 22.8.0
+    hooks:
+    -   id: black
+ci:
+    autofix_commit_msg: 🎨 [pre-commit.ci] Auto format from pre-commit.com hooks
+    autoupdate_commit_msg: ⬆ [pre-commit.ci] pre-commit autoupdate

README.md

@@ -14,6 +14,9 @@
 <a href="https://pypi.org/project/fastapi" target="_blank">
     <img src="https://img.shields.io/pypi/v/fastapi?color=%2334D058&label=pypi%20package" alt="Package version">
 </a>
+<a href="https://pypi.org/project/fastapi" target="_blank">
+    <img src="https://img.shields.io/pypi/pyversions/fastapi.svg?color=%2334D058" alt="Supported Python versions">
+</a>
 </p>
 
 ---
@@ -29,7 +32,6 @@ FastAPI is a modern, fast (high-performance), web framework for building APIs wi
 The key features are:
 
 * **Fast**: Very high performance, on par with **NodeJS** and **Go** (thanks to Starlette and Pydantic). [One of the fastest Python frameworks available](#performance).
-
 * **Fast to code**: Increase the speed to develop features by about 200% to 300%. *
 * **Fewer bugs**: Reduce about 40% of human (developer) induced errors. *
 * **Intuitive**: Great editor support. <abbr title="also known as auto-complete, autocompletion, IntelliSense">Completion</abbr> everywhere. Less time debugging.
@@ -44,13 +46,17 @@ The key features are:
 
 <!-- sponsors -->
 
-<a href="https://bit.ly/2QSouzH" target="_blank" title="Jina: build neural search-as-a-service for any kind of data in just minutes."><img src="https://fastapi.tiangolo.com/img/sponsors/jina.svg"></a>
+<a href="https://bit.ly/3dmXC5S" target="_blank" title="The data structure for unstructured multimodal data"><img src="https://fastapi.tiangolo.com/img/sponsors/docarray.svg"></a>
+<a href="https://bit.ly/3JJ7y5C" target="_blank" title="Build cross-modal and multimodal applications on the cloud"><img src="https://fastapi.tiangolo.com/img/sponsors/jina2.svg"></a>
+<a href="https://cryptapi.io/" target="_blank" title="CryptAPI: Your easy to use, secure and privacy oriented payment gateway."><img src="https://fastapi.tiangolo.com/img/sponsors/cryptapi.svg"></a>
+<a href="https://doist.com/careers/9B437B1615-wa-senior-backend-engineer-python" target="_blank" title="Help us migrate doist to FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/doist.svg"></a>
 <a href="https://www.deta.sh/?ref=fastapi" target="_blank" title="The launchpad for all your (team's) ideas"><img src="https://fastapi.tiangolo.com/img/sponsors/deta.svg"></a>
 <a href="https://www.investsuite.com/jobs" target="_blank" title="Wealthtech jobs with FastAPI"><img src="https://fastapi.tiangolo.com/img/sponsors/investsuite.svg"></a>
-<a href="https://www.vim.so/?utm_source=FastAPI" target="_blank" title="We help you master vim with interactive exercises"><img src="https://fastapi.tiangolo.com/img/sponsors/vimso.png"></a>
-<a href="https://talkpython.fm/fastapi-sponsor" target="_blank" title="FastAPI video courses on demand from people you trust"><img src="https://fastapi.tiangolo.com/img/sponsors/talkpython.png"></a>
+<a href="https://training.talkpython.fm/fastapi-courses" target="_blank" title="FastAPI video courses on demand from people you trust"><img src="https://fastapi.tiangolo.com/img/sponsors/talkpython.png"></a>
 <a href="https://testdriven.io/courses/tdd-fastapi/" target="_blank" title="Learn to build high-quality web apps with best practices"><img src="https://fastapi.tiangolo.com/img/sponsors/testdriven.svg"></a>
 <a href="https://github.com/deepset-ai/haystack/" target="_blank" title="Build powerful search from composable, open source building blocks"><img src="https://fastapi.tiangolo.com/img/sponsors/haystack-fastapi.svg"></a>
+<a href="https://www.udemy.com/course/fastapi-rest/" target="_blank" title="Learn FastAPI by building a complete project. Extend your knowledge on advanced web development-AWS, Payments, Emails."><img src="https://fastapi.tiangolo.com/img/sponsors/ines-course.jpg"></a>
+<a href="https://careers.budget-insight.com/" target="_blank" title="Budget Insight is hiring!"><img src="https://fastapi.tiangolo.com/img/sponsors/budget-insight.svg"></a>
 
 <!-- /sponsors -->
 
@@ -125,12 +131,12 @@ $ pip install fastapi
 
 </div>
 
-You will also need an ASGI server, for production such as <a href="https://www.uvicorn.org" class="external-link" target="_blank">Uvicorn</a> or <a href="https://gitlab.com/pgjones/hypercorn" class="external-link" target="_blank">Hypercorn</a>.
+You will also need an ASGI server, for production such as <a href="https://www.uvicorn.org" class="external-link" target="_blank">Uvicorn</a> or <a href="https://github.com/pgjones/hypercorn" class="external-link" target="_blank">Hypercorn</a>.
 
 <div class="termy">
 
 ```console
-$ pip install uvicorn[standard]
+$ pip install "uvicorn[standard]"
 
 ---> 100%
 ```
@@ -144,7 +150,7 @@ $ pip install uvicorn[standard]
 * Create a file `main.py` with:
 
 ```Python
-from typing import Optional
+from typing import Union
 
 from fastapi import FastAPI
 
@@ -157,7 +163,7 @@ def read_root():
 
 
 @app.get("/items/{item_id}")
-def read_item(item_id: int, q: Optional[str] = None):
+def read_item(item_id: int, q: Union[str, None] = None):
     return {"item_id": item_id, "q": q}
 ```
 
@@ -167,7 +173,7 @@ def read_item(item_id: int, q: Optional[str] = None):
 If your code uses `async` / `await`, use `async def`:
 
 ```Python hl_lines="9  14"
-from typing import Optional
+from typing import Union
 
 from fastapi import FastAPI
 
@@ -180,7 +186,7 @@ async def read_root():
 
 
 @app.get("/items/{item_id}")
-async def read_item(item_id: int, q: Optional[str] = None):
+async def read_item(item_id: int, q: Union[str, None] = None):
     return {"item_id": item_id, "q": q}
 ```
 
@@ -259,7 +265,7 @@ Now modify the file `main.py` to receive a body from a `PUT` request.
 Declare the body using standard Python types, thanks to Pydantic.
 
 ```Python hl_lines="4  9-12  25-27"
-from typing import Optional
+from typing import Union
 
 from fastapi import FastAPI
 from pydantic import BaseModel
@@ -270,7 +276,7 @@ app = FastAPI()
 class Item(BaseModel):
     name: str
     price: float
-    is_offer: Optional[bool] = None
+    is_offer: Union[bool, None] = None
 
 
 @app.get("/")
@@ -279,7 +285,7 @@ def read_root():
 
 
 @app.get("/items/{item_id}")
-def read_item(item_id: int, q: Optional[str] = None):
+def read_item(item_id: int, q: Union[str, None] = None):
     return {"item_id": item_id, "q": q}
 
 
@@ -442,7 +448,6 @@ Used by Pydantic:
 Used by Starlette:
 
 * <a href="https://requests.readthedocs.io" target="_blank"><code>requests</code></a> - Required if you want to use the `TestClient`.
-* <a href="https://github.com/Tinche/aiofiles" target="_blank"><code>aiofiles</code></a> - Required if you want to use `FileResponse` or `StaticFiles`.
 * <a href="https://jinja.palletsprojects.com" target="_blank"><code>jinja2</code></a> - Required if you want to use the default template configuration.
 * <a href="https://andrew-d.github.io/python-multipart/" target="_blank"><code>python-multipart</code></a> - Required if you want to support form <abbr title="converting the string that comes from an HTTP request into Python data">"parsing"</abbr>, with `request.form()`.
 * <a href="https://pythonhosted.org/itsdangerous/" target="_blank"><code>itsdangerous</code></a> - Required for `SessionMiddleware` support.
@@ -454,7 +459,7 @@ Used by FastAPI / Starlette:
 * <a href="https://www.uvicorn.org" target="_blank"><code>uvicorn</code></a> - for the server that loads and serves your application.
 * <a href="https://github.com/ijl/orjson" target="_blank"><code>orjson</code></a> - Required if you want to use `ORJSONResponse`.
 
-You can install all of these with `pip install fastapi[all]`.
+You can install all of these with `pip install "fastapi[all]"`.
 
 ## License
 

SECURITY.md

@@ -6,7 +6,7 @@ Learn more about it below. 👇
 
 ## Versions
 
-The latest versions of FastAPI are supported.
+The latest version of FastAPI is supported.
 
 You are encouraged to [write tests](https://fastapi.tiangolo.com/tutorial/testing/) for your application and update your FastAPI version frequently after ensuring that your tests are passing. This way you will benefit from the latest features, bug fixes, and **security fixes**.
 

docs/az/mkdocs.yml

@@ -0,0 +1,145 @@
+site_name: FastAPI
+site_description: FastAPI framework, high performance, easy to learn, fast to code, ready for production
+site_url: https://fastapi.tiangolo.com/az/
+theme:
+  name: material
+  custom_dir: overrides
+  palette:
+  - media: '(prefers-color-scheme: light)'
+    scheme: default
+    primary: teal
+    accent: amber
+    toggle:
+      icon: material/lightbulb
+      name: Switch to light mode
+  - media: '(prefers-color-scheme: dark)'
+    scheme: slate
+    primary: teal
+    accent: amber
+    toggle:
+      icon: material/lightbulb-outline
+      name: Switch to dark mode
+  features:
+  - search.suggest
+  - search.highlight
+  - content.tabs.link
+  icon:
+    repo: fontawesome/brands/github-alt
+  logo: https://fastapi.tiangolo.com/img/icon-white.svg
+  favicon: https://fastapi.tiangolo.com/img/favicon.png
+  language: en
+repo_name: tiangolo/fastapi
+repo_url: https://github.com/tiangolo/fastapi
+edit_uri: ''
+plugins:
+- search
+- markdownextradata:
+    data: data
+nav:
+- FastAPI: index.md
+- Languages:
+  - en: /
+  - az: /az/
+  - de: /de/
+  - es: /es/
+  - fa: /fa/
+  - fr: /fr/
+  - he: /he/
+  - id: /id/
+  - it: /it/
+  - ja: /ja/
+  - ko: /ko/
+  - nl: /nl/
+  - pl: /pl/
+  - pt: /pt/
+  - ru: /ru/
+  - sq: /sq/
+  - sv: /sv/
+  - tr: /tr/
+  - uk: /uk/
+  - zh: /zh/
+markdown_extensions:
+- toc:
+    permalink: true
+- markdown.extensions.codehilite:
+    guess_lang: false
+- mdx_include:
+    base_path: docs
+- admonition
+- codehilite
+- extra
+- pymdownx.superfences:
+    custom_fences:
+    - name: mermaid
+      class: mermaid
+      format: !!python/name:pymdownx.superfences.fence_code_format ''
+- pymdownx.tabbed:
+    alternate_style: true
+- attr_list
+- md_in_html
+extra:
+  analytics:
+    provider: google
+    property: UA-133183413-1
+  social:
+  - icon: fontawesome/brands/github-alt
+    link: https://github.com/tiangolo/fastapi
+  - icon: fontawesome/brands/discord
+    link: https://discord.gg/VQjSZaeJmf
+  - icon: fontawesome/brands/twitter
+    link: https://twitter.com/fastapi
+  - icon: fontawesome/brands/linkedin
+    link: https://www.linkedin.com/in/tiangolo
+  - icon: fontawesome/brands/dev
+    link: https://dev.to/tiangolo
+  - icon: fontawesome/brands/medium
+    link: https://medium.com/@tiangolo
+  - icon: fontawesome/solid/globe
+    link: https://tiangolo.com
+  alternate:
+  - link: /
+    name: en - English
+  - link: /az/
+    name: az
+  - link: /de/
+    name: de
+  - link: /es/
+    name: es - español
+  - link: /fa/
+    name: fa
+  - link: /fr/
+    name: fr - français
+  - link: /he/
+    name: he
+  - link: /id/
+    name: id
+  - link: /it/
+    name: it - italiano
+  - link: /ja/
+    name: ja - 日本語
+  - link: /ko/
+    name: ko - 한국어
+  - link: /nl/
+    name: nl
+  - link: /pl/
+    name: pl
+  - link: /pt/
+    name: pt - português
+  - link: /ru/
+    name: ru - русский язык
+  - link: /sq/
+    name: sq - shqip
+  - link: /sv/
+    name: sv - svenska
+  - link: /tr/
+    name: tr - Türkçe
+  - link: /uk/
+    name: uk - українська мова
+  - link: /zh/
+    name: zh - 汉语
+extra_css:
+- https://fastapi.tiangolo.com/css/termynal.css
+- https://fastapi.tiangolo.com/css/custom.css
+extra_javascript:
+- https://fastapi.tiangolo.com/js/termynal.js
+- https://fastapi.tiangolo.com/js/custom.js

docs/de/docs/features.md

@@ -13,7 +13,7 @@
 
 ### Automatische Dokumentation
 
-Mit einer interaktiven API-Dokumentation und explorativen webbasierten Benutzerschnittstellen. Da FastAPI auf OpenAPI basiert, gibt es hierzu mehrere Optionen, wobei zwei standartmäßig vorhanden sind.
+Mit einer interaktiven API-Dokumentation und explorativen webbasierten Benutzerschnittstellen. Da FastAPI auf OpenAPI basiert, gibt es hierzu mehrere Optionen, wobei zwei standardmäßig vorhanden sind.
 
 * <a href="https://github.com/swagger-api/swagger-ui" class="external-link" target="_blank"><strong>Swagger UI</strong></a>, bietet interaktive Exploration: testen und rufen Sie ihre API direkt vom Webbrowser auf.
 
@@ -27,7 +27,7 @@ Mit einer interaktiven API-Dokumentation und explorativen webbasierten Benutzers
 
 Alles basiert auf **Python 3.6 Typ**-Deklarationen (dank Pydantic). Es muss keine neue Syntax gelernt werden, nur standardisiertes modernes Python.
 
- 
+
 
 Wenn Sie eine kurze, zweiminütige, Auffrischung in der Benutzung von Python Typ-Deklarationen benötigen (auch wenn Sie FastAPI nicht nutzen), schauen Sie sich diese kurze Einführung an (Englisch): Python Types{.internal-link target=_blank}.
 
@@ -97,9 +97,9 @@ Hierdurch werden Sie nie wieder einen falschen Schlüsselnamen benutzen und spar
 
 ### Kompakt
 
-FastAPI nutzt für alles sensible **Standard-Einstellungen**, welche optional überall konfiguriert werden können. Alle Parameter können ganz genau an Ihre Bedürfnisse angepasst werden, sodass sie genau die API definieren können, die sie brachen.
+FastAPI nutzt für alles sensible **Standard-Einstellungen**, welche optional überall konfiguriert werden können. Alle Parameter können ganz genau an Ihre Bedürfnisse angepasst werden, sodass sie genau die API definieren können, die sie brauchen.
 
-Aber standartmäßig, **"funktioniert einfach"** alles.
+Aber standardmäßig, **"funktioniert einfach"** alles.
 
 ### Validierung
 
@@ -109,7 +109,7 @@ Aber standartmäßig, **"funktioniert einfach"** alles.
     * Zeichenketten (`str`), mit definierter minimaler und maximaler Länge.
     * Zahlen (`int`, `float`) mit minimaler und maximaler Größe, usw.
 
-* Validierung für ungewögnliche Typen, wie:
+* Validierung für ungewöhnliche Typen, wie:
     * URL.
     * Email.
     * UUID.
@@ -119,9 +119,9 @@ Die gesamte Validierung übernimmt das etablierte und robuste **Pydantic**.
 
 ### Sicherheit und Authentifizierung
 
-Sicherheit und Authentifizierung integriert. Ohne einen Kompromiss aufgrund einer Datenbank oder den Datenentitäten.
+Integrierte Sicherheit und Authentifizierung. Ohne Kompromisse bei Datenbanken oder Datenmodellen.
 
-Unterstützt alle von OpenAPI definierten Sicherheitsschemata, hierzu gehören:
+Unterstützt werden alle von OpenAPI definierten Sicherheitsschemata, hierzu gehören:
 
 * HTTP Basis Authentifizierung.
 * **OAuth2** (auch mit **JWT Zugriffstokens**). Schauen Sie sich hierzu dieses Tutorial an: [OAuth2 mit JWT](tutorial/security/oauth2-jwt.md){.internal-link target=_blank}.
@@ -142,7 +142,7 @@ FastAPI enthält ein extrem einfaches, aber extrem mächtiges <abbr title='oft v
 * **Automatische Umsetzung** durch FastAPI.
 * Alle abhängigen Komponenten könnten Daten von Anfragen, **Erweiterungen der Pfadoperations-**Einschränkungen und der automatisierten Dokumentation benötigen.
 * **Automatische Validierung** selbst für *Pfadoperationen*-Parameter, die in den Abhängigkeiten definiert wurden.
-* Unterstütz komplexe Benutzerauthentifizierungssysteme, mit **Datenbankverbindungen**, usw.
+* Unterstützt komplexe Benutzerauthentifizierungssysteme, **Datenbankverbindungen**, usw.
 * **Keine Kompromisse** bei Datenbanken, Eingabemasken, usw. Sondern einfache Integration von allen.
 
 ### Unbegrenzte Erweiterungen
@@ -159,13 +159,13 @@ Jede Integration wurde so entworfen, dass sie einfach zu nutzen ist (mit Abhäng
 
 ## Starlette's Merkmale
 
-**FastAPI** ist vollkommen kompatibel (und basiert auf) <a href="https://www.starlette.io/" class="external-link" target="_blank"><strong>Starlette</strong></a>. Das bedeutet, auch ihr eigner Starlett Quellcode funktioniert.
+**FastAPI** ist vollkommen kompatibel (und basiert auf) <a href="https://www.starlette.io/" class="external-link" target="_blank"><strong>Starlette</strong></a>. Das bedeutet, auch ihr eigener Starlette Quellcode funktioniert.
 
-`FastAPI` ist eigentlich eine Unterklasse von `Starlette`. Wenn sie also bereits Starlette kennen oder benutzen, können Sie das meiste Ihres Wissen direkt anwenden.
+`FastAPI` ist eigentlich eine Unterklasse von `Starlette`. Wenn Sie also bereits Starlette kennen oder benutzen, können Sie das meiste Ihres Wissens direkt anwenden.
 
 Mit **FastAPI** bekommen Sie viele von **Starlette**'s Funktionen (da FastAPI nur Starlette auf Steroiden ist):
 
-* Stark beeindruckende Performanz. Es ist <a href="https://github.com/encode/starlette#performance" class="external-link" target="_blank">eines der schnellsten Python frameworks, auf Augenhöhe mit **NodeJS** und **Go**</a>.
+* Stark beeindruckende Performanz. Es ist <a href="https://github.com/encode/starlette#performance" class="external-link" target="_blank">eines der schnellsten Python Frameworks, auf Augenhöhe mit **NodeJS** und **Go**</a>.
 * **WebSocket**-Unterstützung.
 * Hintergrundaufgaben im selben Prozess.
 * Ereignisse für das Starten und Herunterfahren.
@@ -193,11 +193,11 @@ Mit **FastAPI** bekommen Sie alle Funktionen von **Pydantic** (da FastAPI für d
 * Gutes Zusammenspiel mit Ihrer/Ihrem **<abbr title="Integrierten Entwicklungsumgebung, ähnlich zu (Quellcode-)Editor">IDE</abbr>/<abbr title="Ein Programm, was Fehler im Quellcode sucht">linter</abbr>/Gehirn**:
     * Weil Datenstrukturen von Pydantic einfach nur Instanzen ihrer definierten Klassen sind, sollten Autovervollständigung, Linting, mypy und ihre Intuition einwandfrei funktionieren.
 * **Schnell**:
-    * In <a href="https://pydantic-docs.helpmanual.io/#benchmarks-tag" class="external-link" target="_blank">Vergleichen</a> ist Pydantic schneller als jede andere getestete Bibliothek.
+    * In <a href="https://pydantic-docs.helpmanual.io/benchmarks/" class="external-link" target="_blank">Vergleichen</a> ist Pydantic schneller als jede andere getestete Bibliothek.
 * Validierung von **komplexen Strukturen**:
     * Benutzung von hierachischen Pydantic Schemata, Python `typing`’s `List` und `Dict`, etc.
-    * Validierungen erlauben klare und einfache Datenschemadefinition, überprüft und dokumentiert als JSON Schema.
+    * Validierungen erlauben eine klare und einfache Datenschemadefinition, überprüft und dokumentiert als JSON Schema.
     * Sie können stark **verschachtelte JSON** Objekte haben und diese sind trotzdem validiert und annotiert.
 * **Erweiterbar**:
-    * Pydantic erlaubt die Definition von eigenen Datentypen oder sie können die Validierung mit einer `validator` dekorierten Methode erweitern..
+    * Pydantic erlaubt die Definition von eigenen Datentypen oder sie können die Validierung mit einer `validator` dekorierten Methode erweitern.
 * 100% Testabdeckung.

docs/de/docs/index.md

@@ -135,7 +135,7 @@ You will also need an ASGI server, for production such as <a href="https://www.u
 <div class="termy">
 
 ```console
-$ pip install uvicorn[standard]
+$ pip install "uvicorn[standard]"
 
 ---> 100%
 ```
@@ -149,7 +149,7 @@ $ pip install uvicorn[standard]
 * Create a file `main.py` with:
 
 ```Python
-from typing import Optional
+from typing import Union
 
 from fastapi import FastAPI
 
@@ -162,7 +162,7 @@ def read_root():
 
 
 @app.get("/items/{item_id}")
-def read_item(item_id: int, q: Optional[str] = None):
+def read_item(item_id: int, q: Union[str, None] = None):
     return {"item_id": item_id, "q": q}
 ```
 
@@ -172,7 +172,7 @@ def read_item(item_id: int, q: Optional[str] = None):
 If your code uses `async` / `await`, use `async def`:
 
 ```Python hl_lines="9  14"
-from typing import Optional
+from typing import Union
 
 from fastapi import FastAPI
 
@@ -185,7 +185,7 @@ async def read_root():
 
 
 @app.get("/items/{item_id}")
-async def read_item(item_id: int, q: Optional[str] = None):
+async def read_item(item_id: int, q: Union[str, None] = None):
     return {"item_id": item_id, "q": q}
 ```
 
@@ -264,7 +264,7 @@ Now modify the file `main.py` to receive a body from a `PUT` request.
 Declare the body using standard Python types, thanks to Pydantic.
 
 ```Python hl_lines="4  9-12  25-27"
-from typing import Optional
+from typing import Union
 
 from fastapi import FastAPI
 from pydantic import BaseModel
@@ -275,7 +275,7 @@ app = FastAPI()
 class Item(BaseModel):
     name: str
     price: float
-    is_offer: Optional[bool] = None
+    is_offer: Union[bool, None] = None
 
 
 @app.get("/")
@@ -284,7 +284,7 @@ def read_root():
 
 
 @app.get("/items/{item_id}")
-def read_item(item_id: int, q: Optional[str] = None):
+def read_item(item_id: int, q: Union[str, None] = None):
     return {"item_id": item_id, "q": q}
 
 
@@ -321,7 +321,7 @@ And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" targe
 
 ### Recap
 
-In summary, you declare **once** the types of parameters, body, etc. as function parameters. 
+In summary, you declare **once** the types of parameters, body, etc. as function parameters.
 
 You do that with standard modern Python types.
 
@@ -378,7 +378,7 @@ Coming back to the previous code example, **FastAPI** will:
     * As the `q` parameter is declared with `= None`, it is optional.
     * Without the `None` it would be required (as is the body in the case with `PUT`).
 * For `PUT` requests to `/items/{item_id}`, Read the body as JSON:
-    * Check that it has a required attribute `name` that should be a `str`. 
+    * Check that it has a required attribute `name` that should be a `str`.
     * Check that it has a required attribute `price` that has to be a `float`.
     * Check that it has an optional attribute `is_offer`, that should be a `bool`, if present.
     * All this would also work for deeply nested JSON objects.
@@ -446,7 +446,6 @@ Used by Pydantic:
 Used by Starlette:
 
 * <a href="https://requests.readthedocs.io" target="_blank"><code>requests</code></a> - Required if you want to use the `TestClient`.
-* <a href="https://github.com/Tinche/aiofiles" target="_blank"><code>aiofiles</code></a> - Required if you want to use `FileResponse` or `StaticFiles`.
 * <a href="https://jinja.palletsprojects.com" target="_blank"><code>jinja2</code></a> - Required if you want to use the default template configuration.
 * <a href="https://andrew-d.github.io/python-multipart/" target="_blank"><code>python-multipart</code></a> - Required if you want to support form <abbr title="converting the string that comes from an HTTP request into Python data">"parsing"</abbr>, with `request.form()`.
 * <a href="https://pythonhosted.org/itsdangerous/" target="_blank"><code>itsdangerous</code></a> - Required for `SessionMiddleware` support.

docs/de/mkdocs.yml

@@ -5,17 +5,19 @@ theme:
   name: material
   custom_dir: overrides
   palette:
-  - scheme: default
-    primary: teal
-    accent: amber
-    toggle:
-      icon: material/lightbulb-outline
-      name: Switch to light mode
-  - scheme: slate
+  - media: '(prefers-color-scheme: light)'
+    scheme: default
     primary: teal
     accent: amber
     toggle:
       icon: material/lightbulb
+      name: Switch to light mode
+  - media: '(prefers-color-scheme: dark)'
+    scheme: slate
+    primary: teal
+    accent: amber
+    toggle:
+      icon: material/lightbulb-outline
       name: Switch to dark mode
   features:
   - search.suggest
@@ -29,9 +31,6 @@ theme:
 repo_name: tiangolo/fastapi
 repo_url: https://github.com/tiangolo/fastapi
 edit_uri: ''
-google_analytics:
-- UA-133183413-1
-- auto
 plugins:
 - search
 - markdownextradata:
@@ -40,17 +39,22 @@ nav:
 - FastAPI: index.md
 - Languages:
   - en: /
+  - az: /az/
   - de: /de/
   - es: /es/
+  - fa: /fa/
   - fr: /fr/
+  - he: /he/
   - id: /id/
   - it: /it/
   - ja: /ja/
   - ko: /ko/
+  - nl: /nl/
   - pl: /pl/
   - pt: /pt/
   - ru: /ru/
   - sq: /sq/
+  - sv: /sv/
   - tr: /tr/
   - uk: /uk/
   - zh: /zh/
@@ -70,8 +74,14 @@ markdown_extensions:
     - name: mermaid
       class: mermaid
       format: !!python/name:pymdownx.superfences.fence_code_format ''
-- pymdownx.tabbed
+- pymdownx.tabbed:
+    alternate_style: true
+- attr_list
+- md_in_html
 extra:
+  analytics:
+    provider: google
+    property: UA-133183413-1
   social:
   - icon: fontawesome/brands/github-alt
     link: https://github.com/tiangolo/fastapi
@@ -90,12 +100,18 @@ extra:
   alternate:
   - link: /
     name: en - English
+  - link: /az/
+    name: az
   - link: /de/
     name: de
   - link: /es/
     name: es - español
+  - link: /fa/
+    name: fa
   - link: /fr/
     name: fr - français
+  - link: /he/
+    name: he
   - link: /id/
     name: id
   - link: /it/
@@ -104,6 +120,8 @@ extra:
     name: ja - 日本語
   - link: /ko/
     name: ko - 한국어
+  - link: /nl/
+    name: nl
   - link: /pl/
     name: pl
   - link: /pt/
@@ -112,6 +130,8 @@ extra:
     name: ru - русский язык
   - link: /sq/
     name: sq - shqip
+  - link: /sv/
+    name: sv - svenska
   - link: /tr/
     name: tr - Türkçe
   - link: /uk/

docs/en/data/external_links.yml

@@ -1,9 +1,37 @@
 articles:
   english:
+  - author: New Relic
+    author_link: https://newrelic.com
+    link: https://newrelic.com/instant-observability/fastapi/e559ec64-f765-4470-a15f-1901fcebb468
+    title: How to monitor FastAPI application performance using Python agent
+  - author: Jean-Baptiste Rocher
+    author_link: https://hashnode.com/@jibrocher
+    link: https://dev.indooroutdoor.io/series/fastapi-react-poll-app
+    title: Building the Poll App From Django Tutorial With FastAPI And React
+  - author: Silvan Melchior
+    author_link: https://github.com/silvanmelchior
+    link: https://blog.devgenius.io/seamless-fastapi-configuration-with-confz-90949c14ea12
+    title: Seamless FastAPI Configuration with ConfZ
+  - author: Kaustubh Gupta
+    author_link: https://medium.com/@kaustubhgupta1828/
+    link: https://levelup.gitconnected.com/5-advance-features-of-fastapi-you-should-try-7c0ac7eebb3e
+    title: 5 Advanced Features of FastAPI You Should Try
+  - author: Kaustubh Gupta
+    author_link: https://medium.com/@kaustubhgupta1828/
+    link: https://www.analyticsvidhya.com/blog/2021/06/deploying-ml-models-as-api-using-fastapi-and-heroku/
+    title: Deploying ML Models as API Using FastAPI and Heroku
+  - link: https://jarmos.netlify.app/posts/using-github-actions-to-deploy-a-fastapi-project-to-heroku/
+    title: Using GitHub Actions to Deploy a FastAPI Project to Heroku
+    author_link: https://jarmos.netlify.app/
+    author: Somraj Saha
   - author: "@pystar"
     author_link: https://pystar.substack.com/
     link: https://pystar.substack.com/p/how-to-create-a-fake-certificate
     title: How to Create A Fake Certificate Authority And Generate TLS Certs for FastAPI
+  - author: Ben Gamble
+    author_link: https://uk.linkedin.com/in/bengamble7
+    link: https://ably.com/blog/realtime-ticket-booking-solution-kafka-fastapi-ably
+    title: Building a realtime ticket booking solution with Kafka, FastAPI, and Ably
   - author: Shahriyar(Shako) Rzayev
     author_link: https://www.linkedin.com/in/shahriyar-rzayev/
     link: https://www.azepug.az/posts/fastapi/#building-simple-e-commerce-with-nuxtjs-and-fastapi-series
@@ -12,6 +40,10 @@ articles:
     author_link: https://rodrigo-arenas.medium.com/
     link: https://medium.com/analytics-vidhya/serve-a-machine-learning-model-using-sklearn-fastapi-and-docker-85aabf96729b
     title: "Serve a machine learning model using Sklearn, FastAPI and Docker"
+  - author: Yashasvi Singh
+    author_link: https://hashnode.com/@aUnicornDev
+    link: https://aunicorndev.hashnode.dev/series/supafast-api
+    title: "Building an API with FastAPI and Supabase and Deploying on Deta"
   - author: Navule Pavan Kumar Rao
     author_link: https://www.linkedin.com/in/navule/
     link: https://www.tutlinks.com/deploy-fastapi-on-ubuntu-gunicorn-caddy-2/
@@ -19,7 +51,7 @@ articles:
   - author: Patrick Ladon
     author_link: https://dev.to/factorlive
     link: https://dev.to/factorlive/python-facebook-messenger-webhook-with-fastapi-on-glitch-4n90
-    title: Python Facebook messenger webhook with FastAPI on Glitch  
+    title: Python Facebook messenger webhook with FastAPI on Glitch
   - author: Dom Patmore
     author_link: https://twitter.com/dompatmore
     link: https://dompatmore.com/blog/authenticate-your-fastapi-app-with-auth0
@@ -180,11 +212,23 @@ articles:
     author_link: https://medium.com/@williamhayes
     link: https://medium.com/@williamhayes/fastapi-starlette-debug-vs-prod-5f7561db3a59
     title: FastAPI/Starlette debug vs prod
+  - author: Mukul Mantosh
+    author_link: https://twitter.com/MantoshMukul
+    link: https://www.jetbrains.com/pycharm/guide/tutorials/fastapi-aws-kubernetes/
+    title: Developing FastAPI Application using K8s & AWS
+  - author: KrishNa
+    author_link: https://medium.com/@krishnardt365
+    link: https://medium.com/@krishnardt365/fastapi-docker-and-postgres-91943e71be92
+    title: Fastapi, Docker(Docker compose) and Postgres
   german:
   - author: Nico Axtmann
     author_link: https://twitter.com/_nicoax
     link: https://blog.codecentric.de/2019/08/inbetriebnahme-eines-scikit-learn-modells-mit-onnx-und-fastapi/
     title: Inbetriebnahme eines scikit-learn-Modells mit ONNX und FastAPI
+  - author: Felix Schürmeyer
+    author_link: https://hellocoding.de/autor/felix-schuermeyer/
+    link: https://hellocoding.de/blog/coding-language/python/fastapi
+    title: REST-API Programmieren mittels Python und dem FastAPI Modul
   japanese:
   - author: '@bee2'
     author_link: https://qiita.com/bee2

docs/en/data/github_sponsors.yml

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docs/en/data/people.yml

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+  count: 12
+  avatarUrl: https://avatars.githubusercontent.com/u/87550035?u=ab724eae71c3fe1cf81e8dc76e73415da926ef7d&v=4
+  url: https://github.com/odiseo0
+- login: LorhanSohaky
+  count: 11
+  avatarUrl: https://avatars.githubusercontent.com/u/16273730?u=095b66f243a2cd6a0aadba9a095009f8aaf18393&v=4
+  url: https://github.com/LorhanSohaky
+- login: solomein-sv
+  count: 11
+  avatarUrl: https://avatars.githubusercontent.com/u/46193920?u=46acfb4aeefb1d7b9fdc5a8cbd9eb8744683c47a&v=4
+  url: https://github.com/solomein-sv
 - login: mariacamilagl
   count: 10
   avatarUrl: https://avatars.githubusercontent.com/u/11489395?u=4adb6986bf3debfc2b8216ae701f2bd47d73da7d&v=4
@@ -372,34 +444,62 @@ top_reviewers:
   count: 10
   avatarUrl: https://avatars.githubusercontent.com/u/7887703?v=4
   url: https://github.com/maoyibo
+- login: ComicShrimp
+  count: 10
+  avatarUrl: https://avatars.githubusercontent.com/u/43503750?u=b3e4d9a14d9a65d429ce62c566aef73178b7111d&v=4
+  url: https://github.com/ComicShrimp
+- login: graingert
+  count: 9
+  avatarUrl: https://avatars.githubusercontent.com/u/413772?v=4
+  url: https://github.com/graingert
 - login: PandaHun
   count: 9
   avatarUrl: https://avatars.githubusercontent.com/u/13096845?u=646eba44db720e37d0dbe8e98e77ab534ea78a20&v=4
   url: https://github.com/PandaHun
+- login: kty4119
+  count: 9
+  avatarUrl: https://avatars.githubusercontent.com/u/49435654?v=4
+  url: https://github.com/kty4119
 - login: bezaca
   count: 9
   avatarUrl: https://avatars.githubusercontent.com/u/69092910?u=4ac58eab99bd37d663f3d23551df96d4fbdbf760&v=4
   url: https://github.com/bezaca
+- login: izaguerreiro
+  count: 8
+  avatarUrl: https://avatars.githubusercontent.com/u/2241504?v=4
+  url: https://github.com/izaguerreiro
+- login: raphaelauv
+  count: 8
+  avatarUrl: https://avatars.githubusercontent.com/u/10202690?u=e6f86f5c0c3026a15d6b51792fa3e532b12f1371&v=4
+  url: https://github.com/raphaelauv
 - login: blt232018
   count: 8
   avatarUrl: https://avatars.githubusercontent.com/u/43393471?u=172b0e0391db1aa6c1706498d6dfcb003c8a4857&v=4
   url: https://github.com/blt232018
+- login: rogerbrinkmann
+  count: 8
+  avatarUrl: https://avatars.githubusercontent.com/u/5690226?v=4
+  url: https://github.com/rogerbrinkmann
+- login: NinaHwang
+  count: 8
+  avatarUrl: https://avatars.githubusercontent.com/u/79563565?u=1741703bd6c8f491503354b363a86e879b4c1cab&v=4
+  url: https://github.com/NinaHwang
+- login: dimaqq
+  count: 8
+  avatarUrl: https://avatars.githubusercontent.com/u/662249?v=4
+  url: https://github.com/dimaqq
 - login: Serrones
   count: 7
   avatarUrl: https://avatars.githubusercontent.com/u/22691749?u=4795b880e13ca33a73e52fc0ef7dc9c60c8fce47&v=4
   url: https://github.com/Serrones
+- login: jovicon
+  count: 7
+  avatarUrl: https://avatars.githubusercontent.com/u/21287303?u=b049eac3e51a4c0473c2efe66b4d28a7d8f2b572&v=4
+  url: https://github.com/jovicon
 - login: ryuckel
   count: 7
   avatarUrl: https://avatars.githubusercontent.com/u/36391432?u=094eec0cfddd5013f76f31e55e56147d78b19553&v=4
   url: https://github.com/ryuckel
-- login: raphaelauv
-  count: 7
-  avatarUrl: https://avatars.githubusercontent.com/u/10202690?u=e6f86f5c0c3026a15d6b51792fa3e532b12f1371&v=4
-  url: https://github.com/raphaelauv
-- login: graingert
-  count: 7
-  avatarUrl: https://avatars.githubusercontent.com/u/413772?v=4
-  url: https://github.com/graingert
 - login: NastasiaSaby
   count: 7
   avatarUrl: https://avatars.githubusercontent.com/u/8245071?u=b3afd005f9e4bf080c219ef61a592b3a8004b764&v=4
@@ -408,71 +508,3 @@ top_reviewers:
   count: 7
   avatarUrl: https://avatars.githubusercontent.com/u/1405026?v=4
   url: https://github.com/Mause
-- login: solomein-sv
-  count: 7
-  avatarUrl: https://avatars.githubusercontent.com/u/46193920?u=46acfb4aeefb1d7b9fdc5a8cbd9eb8744683c47a&v=4
-  url: https://github.com/solomein-sv
-- login: ComicShrimp
-  count: 7
-  avatarUrl: https://avatars.githubusercontent.com/u/43503750?u=b3e4d9a14d9a65d429ce62c566aef73178b7111d&v=4
-  url: https://github.com/ComicShrimp
-- login: jovicon
-  count: 6
-  avatarUrl: https://avatars.githubusercontent.com/u/21287303?u=b049eac3e51a4c0473c2efe66b4d28a7d8f2b572&v=4
-  url: https://github.com/jovicon
-- login: BilalAlpaslan
-  count: 6
-  avatarUrl: https://avatars.githubusercontent.com/u/47563997?u=63ed66e304fe8d765762c70587d61d9196e5c82d&v=4
-  url: https://github.com/BilalAlpaslan
-- login: nimctl
-  count: 5
-  avatarUrl: https://avatars.githubusercontent.com/u/49960770?u=e39b11d47188744ee07b2a1c7ce1a1bdf3c80760&v=4
-  url: https://github.com/nimctl
-- login: juntatalor
-  count: 5
-  avatarUrl: https://avatars.githubusercontent.com/u/8134632?v=4
-  url: https://github.com/juntatalor
-- login: SnkSynthesis
-  count: 5
-  avatarUrl: https://avatars.githubusercontent.com/u/63564282?u=0078826509dbecb2fdb543f4e881c9cd06157893&v=4
-  url: https://github.com/SnkSynthesis
-- login: anthonycepeda
-  count: 5
-  avatarUrl: https://avatars.githubusercontent.com/u/72019805?u=892f700c79f9732211bd5221bf16eec32356a732&v=4
-  url: https://github.com/anthonycepeda
-- login: oandersonmagalhaes
-  count: 5
-  avatarUrl: https://avatars.githubusercontent.com/u/83456692?v=4
-  url: https://github.com/oandersonmagalhaes
-- login: euri10
-  count: 4
-  avatarUrl: https://avatars.githubusercontent.com/u/1104190?u=321a2e953e6645a7d09b732786c7a8061e0f8a8b&v=4
-  url: https://github.com/euri10
-- login: rkbeatss
-  count: 4
-  avatarUrl: https://avatars.githubusercontent.com/u/23391143?u=56ab6bff50be950fa8cae5cf736f2ae66e319ff3&v=4
-  url: https://github.com/rkbeatss
-- login: izaguerreiro
-  count: 4
-  avatarUrl: https://avatars.githubusercontent.com/u/2241504?v=4
-  url: https://github.com/izaguerreiro
-- login: aviramha
-  count: 4
-  avatarUrl: https://avatars.githubusercontent.com/u/41201924?u=6883cc4fc13a7b2e60d4deddd4be06f9c5287880&v=4
-  url: https://github.com/aviramha
-- login: Cajuteq
-  count: 4
-  avatarUrl: https://avatars.githubusercontent.com/u/26676532?u=8ee0422981810e51480855de1c0d67b6b79cd3f2&v=4
-  url: https://github.com/Cajuteq
-- login: Zxilly
-  count: 4
-  avatarUrl: https://avatars.githubusercontent.com/u/31370133?v=4
-  url: https://github.com/Zxilly
-- login: dukkee
-  count: 4
-  avatarUrl: https://avatars.githubusercontent.com/u/36825394?u=ccfd86e6a4f2d093dad6f7544cc875af67fa2df8&v=4
-  url: https://github.com/dukkee
-- login: Bluenix2
-  count: 4
-  avatarUrl: https://avatars.githubusercontent.com/u/38372706?u=c9d28aff15958d6ebf1971148bfb3154ff943c4f&v=4
-  url: https://github.com/Bluenix2

docs/en/data/sponsors.yml

@@ -1,7 +1,16 @@
 gold:
-  - url: https://bit.ly/2QSouzH
-    title: "Jina: build neural search-as-a-service for any kind of data in just minutes."
-    img: https://fastapi.tiangolo.com/img/sponsors/jina.svg
+  - url: https://bit.ly/3dmXC5S
+    title: The data structure for unstructured multimodal data
+    img: https://fastapi.tiangolo.com/img/sponsors/docarray.svg
+  - url: https://bit.ly/3JJ7y5C
+    title: Build cross-modal and multimodal applications on the cloud
+    img: https://fastapi.tiangolo.com/img/sponsors/jina2.svg
+  - url: https://cryptapi.io/
+    title: "CryptAPI: Your easy to use, secure and privacy oriented payment gateway."
+    img: https://fastapi.tiangolo.com/img/sponsors/cryptapi.svg
+  - url: https://doist.com/careers/9B437B1615-wa-senior-backend-engineer-python
+    title: Help us migrate doist to FastAPI
+    img: https://fastapi.tiangolo.com/img/sponsors/doist.svg
 silver:
   - url: https://www.deta.sh/?ref=fastapi
     title: The launchpad for all your (team's) ideas
@@ -9,10 +18,7 @@ silver:
   - url: https://www.investsuite.com/jobs
     title: Wealthtech jobs with FastAPI
     img: https://fastapi.tiangolo.com/img/sponsors/investsuite.svg
-  - url: https://www.vim.so/?utm_source=FastAPI
-    title: We help you master vim with interactive exercises
-    img: https://fastapi.tiangolo.com/img/sponsors/vimso.png
-  - url: https://talkpython.fm/fastapi-sponsor
+  - url: https://training.talkpython.fm/fastapi-courses
     title: FastAPI video courses on demand from people you trust
     img: https://fastapi.tiangolo.com/img/sponsors/talkpython.png
   - url: https://testdriven.io/courses/tdd-fastapi/
@@ -21,7 +27,16 @@ silver:
   - url: https://github.com/deepset-ai/haystack/
     title: Build powerful search from composable, open source building blocks
     img: https://fastapi.tiangolo.com/img/sponsors/haystack-fastapi.svg
+  - url: https://www.udemy.com/course/fastapi-rest/
+    title: Learn FastAPI by building a complete project. Extend your knowledge on advanced web development-AWS, Payments, Emails.
+    img: https://fastapi.tiangolo.com/img/sponsors/ines-course.jpg
+  - url: https://careers.budget-insight.com/
+    title: Budget Insight is hiring!
+    img: https://fastapi.tiangolo.com/img/sponsors/budget-insight.svg
 bronze:
-  - url: https://calmcode.io
-    title: Code. Simply. Clearly. Calmly.
-    img: https://fastapi.tiangolo.com/img/sponsors/calmcode.jpg
+  - url: https://www.exoflare.com/open-source/?utm_source=FastAPI&utm_campaign=open_source
+    title: Biosecurity risk assessments made easy.
+    img: https://fastapi.tiangolo.com/img/sponsors/exoflare.png
+  - url: https://bit.ly/3ccLCmM
+    title: https://striveworks.us/careers
+    img: https://fastapi.tiangolo.com/img/sponsors/striveworks2.png

docs/en/data/sponsors_badge.yml

@@ -2,7 +2,14 @@ logins:
   - jina-ai
   - deta
   - investsuite
-  - vimsoHQ
   - mikeckennedy
-  - koaning
   - deepset-ai
+  - cryptapi
+  - Striveworks
+  - xoflare
+  - InesIvanova
+  - DropbaseHQ
+  - VincentParedes
+  - BLUE-DEVIL1134
+  - ObliviousAI
+  - Doist

docs/en/docs/advanced/additional-responses.md

@@ -23,7 +23,7 @@ Each of those response `dict`s can have a key `model`, containing a Pydantic mod
 
 For example, to declare another response with a status code `404` and a Pydantic model `Message`, you can write:
 
-```Python hl_lines="18  23"
+```Python hl_lines="18  22"
 {!../../../docs_src/additional_responses/tutorial001.py!}
 ```
 
@@ -36,7 +36,7 @@ For example, to declare another response with a status code `404` and a Pydantic
     **FastAPI** will take the Pydantic model from there, generate the `JSON Schema`, and put it in the correct place.
 
     The correct place is:
-    
+
     * In the key `content`, that has as value another JSON object (`dict`) that contains:
         * A key with the media type, e.g. `application/json`, that contains as value another JSON object, that contains:
             * A key `schema`, that has as the value the JSON Schema from the model, here's the correct place.

docs/en/docs/advanced/additional-status-codes.md

@@ -14,7 +14,7 @@ But you also want it to accept new items. And when the items didn't exist before
 
 To achieve that, import `JSONResponse`, and return your content there directly, setting the `status_code` that you want:
 
-```Python hl_lines="4  23"
+```Python hl_lines="4  25"
 {!../../../docs_src/additional_status_codes/tutorial001.py!}
 ```
 
@@ -22,7 +22,7 @@ To achieve that, import `JSONResponse`, and return your content there directly,
     When you return a `Response` directly, like in the example above, it will be returned directly.
 
     It won't be serialized with a model, etc.
-    
+
     Make sure it has the data you want it to have, and that the values are valid JSON (if you are using `JSONResponse`).
 
 !!! note "Technical Details"

docs/en/docs/advanced/async-tests.md

@@ -6,21 +6,9 @@ Being able to use asynchronous functions in your tests could be useful, for exam
 
 Let's look at how we can make that work.
 
-## pytest-asyncio
+## pytest.mark.anyio
 
-If we want to call asynchronous functions in our tests, our test functions have to be asynchronous. Pytest provides a neat library for this, called `pytest-asyncio`, that allows us to specify that some test functions are to be called asynchronously.
-
-You can install it via:
-
-<div class="termy">
-
-```console
-$ pip install pytest-asyncio
-
----> 100%
-```
-
-</div>
+If we want to call asynchronous functions in our tests, our test functions have to be asynchronous. Anyio provides a neat plugin for this, that allows us to specify that some test functions are to be called asynchronously.
 
 ## HTTPX
 
@@ -38,13 +26,23 @@ The important difference for us is that with HTTPX we are not limited to synchro
 
 ## Example
 
-For a simple example, let's consider the following `main.py` module:
+For a simple example, let's consider a file structure similar to the one described in [Bigger Applications](../tutorial/bigger-applications.md){.internal-link target=_blank} and [Testing](../tutorial/testing.md){.internal-link target=_blank}:
+
+```
+.
+├── app
+│   ├── __init__.py
+│   ├── main.py
+│   └── test_main.py
+```
+
+The file `main.py` would have:
 
 ```Python
 {!../../../docs_src/async_tests/main.py!}
 ```
 
-The `test_main.py` module that contains the tests for `main.py` could look like this now:
+The file `test_main.py` would have the tests for `main.py`, it could look like this now:
 
 ```Python
 {!../../../docs_src/async_tests/test_main.py!}
@@ -66,7 +64,7 @@ $ pytest
 
 ## In Detail
 
-The marker `@pytest.mark.asyncio` tells pytest that this test function should be called asynchronously:
+The marker `@pytest.mark.anyio` tells pytest that this test function should be called asynchronously:
 
 ```Python hl_lines="7"
 {!../../../docs_src/async_tests/test_main.py!}
@@ -97,4 +95,4 @@ that we used to make our requests with the `TestClient`.
 As the testing function is now asynchronous, you can now also call (and `await`) other `async` functions apart from sending requests to your FastAPI application in your tests, exactly as you would call them anywhere else in your code.
 
 !!! tip
-    If you encounter a `RuntimeError: Task attached to a different loop` when integrating asynchronous function calls in your tests (e.g. when using <a href="https://stackoverflow.com/questions/41584243/runtimeerror-task-attached-to-a-different-loop" class="external-link" target="_blank">MongoDB's MotorClient</a>) check out <a href="https://github.com/pytest-dev/pytest-asyncio/issues/38#issuecomment-264418154" class="external-link" target="_blank">this issue</a> in the pytest-asyncio repository.
+    If you encounter a `RuntimeError: Task attached to a different loop` when integrating asynchronous function calls in your tests (e.g. when using <a href="https://stackoverflow.com/questions/41584243/runtimeerror-task-attached-to-a-different-loop" class="external-link" target="_blank">MongoDB's MotorClient</a>) Remember to instantiate objects that need an event loop only within async functions, e.g. an `'@app.on_event("startup")` callback.

docs/en/docs/advanced/custom-response.md

@@ -21,6 +21,12 @@ For example, if you are squeezing performance, you can install and use <a href="
 
 Import the `Response` class (sub-class) you want to use and declare it in the *path operation decorator*.
 
+For large responses, returning a `Response` directly is much faster than returning a dictionary.
+
+This is because by default, FastAPI will inspect every item inside and make sure it is serializable with JSON, using the same [JSON Compatible Encoder](../tutorial/encoder.md){.internal-link target=_blank} explained in the tutorial. This is what allows you to return **arbitrary objects**, for example database models.
+
+But if you are certain that the content that you are returning is **serializable with JSON**, you can pass it directly to the response class and avoid the extra overhead that FastAPI would have by passing your return content through the `jsonable_encoder` before passing it to the response class.
+
 ```Python hl_lines="2  7"
 {!../../../docs_src/custom_response/tutorial001b.py!}
 ```
@@ -244,6 +250,36 @@ You can also use the `response_class` parameter:
 
 In this case, you can return the file path directly from your *path operation* function.
 
+## Custom response class
+
+You can create your own custom response class, inheriting from `Response` and using it.
+
+For example, let's say that you want to use <a href="https://github.com/ijl/orjson" class="external-link" target="_blank">`orjson`</a>, but with some custom settings not used in the included `ORJSONResponse` class.
+
+Let's say you want it to return indented and formatted JSON, so you want to use the orjson option `orjson.OPT_INDENT_2`.
+
+You could create a `CustomORJSONResponse`. The main thing you have to do is create a `Response.render(content)` method that returns the content as `bytes`:
+
+```Python hl_lines="9-14  17"
+{!../../../docs_src/custom_response/tutorial009c.py!}
+```
+
+Now instead of returning:
+
+```json
+{"message": "Hello World"}
+```
+
+...this response will return:
+
+```json
+{
+  "message": "Hello World"
+}
+```
+
+Of course, you will probably find much better ways to take advantage of this than formatting JSON. 😉
+
 ## Default response class
 
 When creating a **FastAPI** class instance or an `APIRouter` you can specify which response class to use by default.

docs/en/docs/advanced/dataclasses.md

@@ -8,7 +8,7 @@ But FastAPI also supports using <a href="https://docs.python.org/3/library/datac
 {!../../../docs_src/dataclasses/tutorial001.py!}
 ```
 
-This is still thanks to **Pydantic**, as it has <a href="https://pydantic-docs.helpmanual.io/usage/dataclasses/#use-of-stdlib-dataclasses-with-basemodel" class="external-link" target="_blank">internal support for `dataclasses`</a>.
+This is still supported thanks to **Pydantic**, as it has <a href="https://pydantic-docs.helpmanual.io/usage/dataclasses/#use-of-stdlib-dataclasses-with-basemodel" class="external-link" target="_blank">internal support for `dataclasses`</a>.
 
 So, even with the code above that doesn't use Pydantic explicitly, FastAPI is using Pydantic to convert those standard dataclasses to Pydantic's own flavor of dataclasses.
 

docs/en/docs/advanced/extending-openapi.md

@@ -132,8 +132,8 @@ You can probably right-click each link and select an option similar to `Save lin
 
 **Swagger UI** uses the files:
 
-* <a href="https://cdn.jsdelivr.net/npm/swagger-ui-dist@3/swagger-ui-bundle.js" class="external-link" target="_blank">`swagger-ui-bundle.js`</a>
-* <a href="https://cdn.jsdelivr.net/npm/swagger-ui-dist@3/swagger-ui.css" class="external-link" target="_blank">`swagger-ui.css`</a>
+* <a href="https://cdn.jsdelivr.net/npm/swagger-ui-dist@4/swagger-ui-bundle.js" class="external-link" target="_blank">`swagger-ui-bundle.js`</a>
+* <a href="https://cdn.jsdelivr.net/npm/swagger-ui-dist@4/swagger-ui.css" class="external-link" target="_blank">`swagger-ui.css`</a>
 
 And **ReDoc** uses the file:
 
@@ -152,21 +152,6 @@ After that, your file structure could look like:
     └── swagger-ui.css
 ```
 
-### Install `aiofiles`
-
-Now you need to install `aiofiles`:
-
-
-<div class="termy">
-
-```console
-$ pip install aiofiles
-
----> 100%
-```
-
-</div>
-
 ### Serve the static files
 
 * Import `StaticFiles`.
@@ -248,3 +233,82 @@ Now, to be able to test that everything works, create a *path operation*:
 Now, you should be able to disconnect your WiFi, go to your docs at <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>, and reload the page.
 
 And even without Internet, you would be able to see the docs for your API and interact with it.
+
+## Configuring Swagger UI
+
+You can configure some extra <a href="https://swagger.io/docs/open-source-tools/swagger-ui/usage/configuration" class="external-link" target="_blank">Swagger UI parameters</a>.
+
+To configure them, pass the `swagger_ui_parameters` argument when creating the `FastAPI()` app object or to the `get_swagger_ui_html()` function.
+
+`swagger_ui_parameters` receives a dictionary with the configurations passed to Swagger UI directly.
+
+FastAPI converts the configurations to **JSON** to make them compatible with JavaScript, as that's what Swagger UI needs.
+
+### Disable Syntax Highlighting
+
+For example, you could disable syntax highlighting in Swagger UI.
+
+Without changing the settings, syntax highlighting is enabled by default:
+
+<img src="/img/tutorial/extending-openapi/image02.png">
+
+But you can disable it by setting `syntaxHighlight` to `False`:
+
+```Python hl_lines="3"
+{!../../../docs_src/extending_openapi/tutorial003.py!}
+```
+
+...and then Swagger UI won't show the syntax highlighting anymore:
+
+<img src="/img/tutorial/extending-openapi/image03.png">
+
+### Change the Theme
+
+The same way you could set the syntax highlighting theme with the key `"syntaxHighlight.theme"` (notice that it has a dot in the middle):
+
+```Python hl_lines="3"
+{!../../../docs_src/extending_openapi/tutorial004.py!}
+```
+
+That configuration would change the syntax highlighting color theme:
+
+<img src="/img/tutorial/extending-openapi/image04.png">
+
+### Change Default Swagger UI Parameters
+
+FastAPI includes some default configuration parameters appropriate for most of the use cases.
+
+It includes these default configurations:
+
+```Python
+{!../../../fastapi/openapi/docs.py[ln:7-13]!}
+```
+
+You can override any of them by setting a different value in the argument `swagger_ui_parameters`.
+
+For example, to disable `deepLinking` you could pass these settings to `swagger_ui_parameters`:
+
+```Python hl_lines="3"
+{!../../../docs_src/extending_openapi/tutorial005.py!}
+```
+
+### Other Swagger UI Parameters
+
+To see all the other possible configurations you can use, read the official <a href="https://swagger.io/docs/open-source-tools/swagger-ui/usage/configuration" class="external-link" target="_blank">docs for Swagger UI parameters</a>.
+
+### JavaScript-only settings
+
+Swagger UI also allows other configurations to be **JavaScript-only** objects (for example, JavaScript functions).
+
+FastAPI also includes these JavaScript-only `presets` settings:
+
+```JavaScript
+presets: [
+    SwaggerUIBundle.presets.apis,
+    SwaggerUIBundle.SwaggerUIStandalonePreset
+]
+```
+
+These are **JavaScript** objects, not strings, so you can't pass them from Python code directly.
+
+If you need to use JavaScript-only configurations like those, you can use one of the methods above. Override all the Swagger UI *path operation* and manually write any JavaScript you need.

docs/en/docs/advanced/generate-clients.md

@@ -0,0 +1,267 @@
+# Generate Clients
+
+As **FastAPI** is based on the OpenAPI specification, you get automatic compatibility with many tools, including the automatic API docs (provided by Swagger UI).
+
+One particular advantage that is not necessarily obvious is that you can **generate clients** (sometimes called <abbr title="Software Development Kits">**SDKs**</abbr> ) for your API, for many different **programming languages**.
+
+## OpenAPI Client Generators
+
+There are many tools to generate clients from **OpenAPI**.
+
+A common tool is <a href="https://openapi-generator.tech/" class="external-link" target="_blank">OpenAPI Generator</a>.
+
+If you are building a **frontend**, a very interesting alternative is <a href="https://github.com/ferdikoomen/openapi-typescript-codegen" class="external-link" target="_blank">openapi-typescript-codegen</a>.
+
+## Generate a TypeScript Frontend Client
+
+Let's start with a simple FastAPI application:
+
+=== "Python 3.6 and above"
+
+    ```Python hl_lines="9-11  14-15  18  19  23"
+    {!> ../../../docs_src/generate_clients/tutorial001.py!}
+    ```
+
+=== "Python 3.9 and above"
+
+    ```Python hl_lines="7-9  12-13  16-17  21"
+    {!> ../../../docs_src/generate_clients/tutorial001_py39.py!}
+    ```
+
+Notice that the *path operations* define the models they use for request payload and response payload, using the models `Item` and `ResponseMessage`.
+
+### API Docs
+
+If you go to the API docs, you will see that it has the **schemas** for the data to be sent in requests and received in responses:
+
+<img src="/img/tutorial/generate-clients/image01.png">
+
+You can see those schemas because they were declared with the models in the app.
+
+That information is available in the app's **OpenAPI schema**, and then shown in the API docs (by Swagger UI).
+
+And that same information from the models that is included in OpenAPI is what can be used to **generate the client code**.
+
+### Generate a TypeScript Client
+
+Now that we have the app with the models, we can generate the client code for the frontend.
+
+#### Install `openapi-typescript-codegen`
+
+You can install `openapi-typescript-codegen` in your frontend code with:
+
+<div class="termy">
+
+```console
+$ npm install openapi-typescript-codegen --save-dev
+
+---> 100%
+```
+
+</div>
+
+#### Generate Client Code
+
+To generate the client code you can use the command line application `openapi` that would now be installed.
+
+Because it is installed in the local project, you probably wouldn't be able to call that command directly, but you would put it on your `package.json` file.
+
+It could look like this:
+
+```JSON  hl_lines="7"
+{
+  "name": "frontend-app",
+  "version": "1.0.0",
+  "description": "",
+  "main": "index.js",
+  "scripts": {
+    "generate-client": "openapi --input http://localhost:8000/openapi.json --output ./src/client --client axios"
+  },
+  "author": "",
+  "license": "",
+  "devDependencies": {
+    "openapi-typescript-codegen": "^0.20.1",
+    "typescript": "^4.6.2"
+  }
+}
+```
+
+After having that NPM `generate-client` script there, you can run it with:
+
+<div class="termy">
+
+```console
+$ npm run generate-client
+
+frontend-app@1.0.0 generate-client /home/user/code/frontend-app
+> openapi --input http://localhost:8000/openapi.json --output ./src/client --client axios
+```
+
+</div>
+
+That command will generate code in `./src/client` and will use `axios` (the frontend HTTP library) internally.
+
+### Try Out the Client Code
+
+Now you can import and use the client code, it could look like this, notice that you get autocompletion for the methods:
+
+<img src="/img/tutorial/generate-clients/image02.png">
+
+You will also get autocompletion for the payload to send:
+
+<img src="/img/tutorial/generate-clients/image03.png">
+
+!!! tip
+    Notice the autocompletion for `name` and `price`, that was defined in the FastAPI application, in the `Item` model.
+
+You will have inline errors for the data that you send:
+
+<img src="/img/tutorial/generate-clients/image04.png">
+
+The response object will also have autocompletion:
+
+<img src="/img/tutorial/generate-clients/image05.png">
+
+## FastAPI App with Tags
+
+In many cases your FastAPI app will be bigger, and you will probably use tags to separate different groups of *path operations*.
+
+For example, you could have a section for **items** and another section for **users**, and they could be separated by tags:
+
+
+=== "Python 3.6 and above"
+
+    ```Python hl_lines="23  28  36"
+    {!> ../../../docs_src/generate_clients/tutorial002.py!}
+    ```
+
+=== "Python 3.9 and above"
+
+    ```Python hl_lines="21  26  34"
+    {!> ../../../docs_src/generate_clients/tutorial002_py39.py!}
+    ```
+
+### Generate a TypeScript Client with Tags
+
+If you generate a client for a FastAPI app using tags, it will normally also separate the client code based on the tags.
+
+This way you will be able to have things ordered and grouped correctly for the client code:
+
+<img src="/img/tutorial/generate-clients/image06.png">
+
+In this case you have:
+
+* `ItemsService`
+* `UsersService`
+
+### Client Method Names
+
+Right now the generated method names like `createItemItemsPost` don't look very clean:
+
+```TypeScript
+ItemsService.createItemItemsPost({name: "Plumbus", price: 5})
+```
+
+...that's because the client generator uses the OpenAPI internal **operation ID** for each *path operation*.
+
+OpenAPI requires that each operation ID is unique across all the *path operations*, so FastAPI uses the **function name**, the **path**, and the **HTTP method/operation** to generate that operation ID, because that way it can make sure that the operation IDs are unique.
+
+But I'll show you how to improve that next. 🤓
+
+## Custom Operation IDs and Better Method Names
+
+You can **modify** the way these operation IDs are **generated** to make them simpler and have **simpler method names** in the clients.
+
+In this case you will have to ensure that each operation ID is **unique** in some other way.
+
+For example, you could make sure that each *path operation* has a tag, and then generate the operation ID based on the **tag** and the *path operation* **name** (the function name).
+
+### Custom Generate Unique ID Function
+
+FastAPI uses a **unique ID** for each *path operation*, it is used for the **operation ID** and also for the names of any needed custom models, for requests or responses.
+
+You can customize that function. It takes an `APIRoute` and outputs a string.
+
+For example, here it is using the first tag (you will probably have only one tag) and the *path operation* name (the function name).
+
+You can then pass that custom function to **FastAPI** as the `generate_unique_id_function` parameter:
+
+=== "Python 3.6 and above"
+
+    ```Python hl_lines="8-9  12"
+    {!> ../../../docs_src/generate_clients/tutorial003.py!}
+    ```
+
+=== "Python 3.9 and above"
+
+    ```Python hl_lines="6-7  10"
+    {!> ../../../docs_src/generate_clients/tutorial003_py39.py!}
+    ```
+
+### Generate a TypeScript Client with Custom Operation IDs
+
+Now if you generate the client again, you will see that it has the improved method names:
+
+<img src="/img/tutorial/generate-clients/image07.png">
+
+As you see, the method names now have the tag and then the function name, now they don't include information from the URL path and the HTTP operation.
+
+### Preprocess the OpenAPI Specification for the Client Generator
+
+The generated code still has some **duplicated information**.
+
+We already know that this method is related to the **items** because that word is in the `ItemsService` (taken from the tag), but we still have the tag name prefixed in the method name too. 😕
+
+We will probably still want to keep it for OpenAPI in general, as that will ensure that the operation IDs are **unique**.
+
+But for the generated client we could **modify** the OpenAPI operation IDs right before generating the clients, just to make those method names nicer and **cleaner**.
+
+We could download the OpenAPI JSON to a file `openapi.json` and then we could **remove that prefixed tag** with a script like this:
+
+```Python
+{!../../../docs_src/generate_clients/tutorial004.py!}
+```
+
+With that, the operation IDs would be renamed from things like `items-get_items` to just `get_items`, that way the client generator can generate simpler method names.
+
+### Generate a TypeScript Client with the Preprocessed OpenAPI
+
+Now as the end result is in a file `openapi.json`, you would modify the `package.json` to use that local file, for example:
+
+```JSON  hl_lines="7"
+{
+  "name": "frontend-app",
+  "version": "1.0.0",
+  "description": "",
+  "main": "index.js",
+  "scripts": {
+    "generate-client": "openapi --input ./openapi.json --output ./src/client --client axios"
+  },
+  "author": "",
+  "license": "",
+  "devDependencies": {
+    "openapi-typescript-codegen": "^0.20.1",
+    "typescript": "^4.6.2"
+  }
+}
+```
+
+After generating the new client, you would now have **clean method names**, with all the **autocompletion**, **inline errors**, etc:
+
+<img src="/img/tutorial/generate-clients/image08.png">
+
+## Benefits
+
+When using the automatically generated clients you would **autocompletion** for:
+
+* Methods.
+* Request payloads in the body, query parameters, etc.
+* Response payloads.
+
+You would also have **inline errors** for everything.
+
+And whenever you update the backend code, and **regenerate** the frontend, it would have any new *path operations* available as methods, the old ones removed, and any other change would be reflected on the generated code. 🤓
+
+This also means that if something changed it will be **reflected** on the client code automatically. And if you **build** the client it will error out if you have any **mismatch** in the data used.
+
+So, you would **detect many errors** very early in the development cycle instead of having to wait for the errors to show up to your final users in production and then trying to debug where the problem is. ✨

docs/en/docs/advanced/openapi-callbacks.md

@@ -31,7 +31,7 @@ It will have a *path operation* that will receive an `Invoice` body, and a query
 
 This part is pretty normal, most of the code is probably already familiar to you:
 
-```Python hl_lines="10-14  37-54"
+```Python hl_lines="9-13  36-53"
 {!../../../docs_src/openapi_callbacks/tutorial001.py!}
 ```
 
@@ -83,7 +83,7 @@ So we are going to use that same knowledge to document how the *external API* sh
 
 First create a new `APIRouter` that will contain one or more callbacks.
 
-```Python hl_lines="5  26"
+```Python hl_lines="3  25"
 {!../../../docs_src/openapi_callbacks/tutorial001.py!}
 ```
 
@@ -96,7 +96,7 @@ It should look just like a normal FastAPI *path operation*:
 * It should probably have a declaration of the body it should receive, e.g. `body: InvoiceEvent`.
 * And it could also have a declaration of the response it should return, e.g. `response_model=InvoiceEventReceived`.
 
-```Python hl_lines="17-19  22-23  29-33"
+```Python hl_lines="16-18  21-22  28-32"
 {!../../../docs_src/openapi_callbacks/tutorial001.py!}
 ```
 
@@ -163,7 +163,7 @@ At this point you have the *callback path operation(s)* needed (the one(s) that
 
 Now use the parameter `callbacks` in *your API's path operation decorator* to pass the attribute `.routes` (that's actually just a `list` of routes/*path operations*) from that callback router:
 
-```Python hl_lines="36"
+```Python hl_lines="35"
 {!../../../docs_src/openapi_callbacks/tutorial001.py!}
 ```
 

docs/en/docs/advanced/path-operation-advanced-configuration.md

@@ -77,7 +77,7 @@ This *path operation*-specific OpenAPI schema is normally generated automaticall
 !!! tip
     This is a low level extension point.
 
-    If you only need to declare additonal responses, a more convenient way to do it is with [Additional Responses in OpenAPI](./additional-responses.md){.internal-link target=_blank}.
+    If you only need to declare additional responses, a more convenient way to do it is with [Additional Responses in OpenAPI](./additional-responses.md){.internal-link target=_blank}.
 
 You can extend the OpenAPI schema for a *path operation* using the parameter `openapi_extra`.
 

docs/en/docs/advanced/security/http-basic-auth.md

@@ -34,13 +34,19 @@ Here's a more complete example.
 
 Use a dependency to check if the username and password are correct.
 
-For this, use the Python standard module <a href="https://docs.python.org/3/library/secrets.html" class="external-link" target="_blank">`secrets`</a> to check the username and password:
+For this, use the Python standard module <a href="https://docs.python.org/3/library/secrets.html" class="external-link" target="_blank">`secrets`</a> to check the username and password.
 
-```Python hl_lines="1  11-13"
+`secrets.compare_digest()` needs to take `bytes` or a `str` that only contains ASCII characters (the ones in English), this means it wouldn't work with characters like `á`, as in `Sebastián`.
+
+To handle that, we first convert the `username` and `password` to `bytes` encoding them with UTF-8.
+
+Then we can use `secrets.compare_digest()` to ensure that `credentials.username` is `"stanleyjobson"`, and that `credentials.password` is `"swordfish"`.
+
+```Python hl_lines="1  11-21"
 {!../../../docs_src/security/tutorial007.py!}
 ```
 
-This will ensure that `credentials.username` is `"stanleyjobson"`, and that `credentials.password` is `"swordfish"`. This would be similar to:
+This would be similar to:
 
 ```Python
 if not (credentials.username == "stanleyjobson") or not (credentials.password == "swordfish"):
@@ -102,6 +108,6 @@ That way, using `secrets.compare_digest()` in your application code, it will be
 
 After detecting that the credentials are incorrect, return an `HTTPException` with a status code 401 (the same returned when no credentials are provided) and add the header `WWW-Authenticate` to make the browser show the login prompt again:
 
-```Python hl_lines="15-19"
+```Python hl_lines="23-27"
 {!../../../docs_src/security/tutorial007.py!}
 ```

docs/en/docs/advanced/security/oauth2-scopes.md

@@ -16,11 +16,11 @@ In this section you will see how to manage authentication and authorization with
     You don't necessarily need OAuth2 scopes, and you can handle authentication and authorization however you want.
 
     But OAuth2 with scopes can be nicely integrated into your API (with OpenAPI) and your API docs.
-    
+
     Nevertheless, you still enforce those scopes, or any other security/authorization requirement, however you need, in your code.
 
     In many cases, OAuth2 with scopes can be an overkill.
-    
+
     But if you know you need it, or you are curious, keep reading.
 
 ## OAuth2 scopes and OpenAPI
@@ -47,7 +47,7 @@ They are normally used to declare specific security permissions, for example:
     In OAuth2 a "scope" is just a string that declares a specific permission required.
 
     It doesn't matter if it has other characters like `:` or if it is a URL.
-    
+
     Those details are implementation specific.
 
     For OAuth2 they are just strings.
@@ -115,7 +115,7 @@ In this case, it requires the scope `me` (it could require more than one scope).
 
 !!! note
     You don't necessarily need to add different scopes in different places.
-    
+
     We are doing it here to demonstrate how **FastAPI** handles scopes declared at different levels.
 
 ```Python hl_lines="4  139  166"

docs/en/docs/advanced/sql-databases-peewee.md

@@ -182,7 +182,7 @@ Now let's check the file `sql_app/schemas.py`.
     To avoid confusion between the Peewee *models* and the Pydantic *models*, we will have the file `models.py` with the Peewee models, and the file `schemas.py` with the Pydantic models.
 
     These Pydantic models define more or less a "schema" (a valid data shape).
-    
+
     So this will help us avoiding confusion while using both.
 
 ### Create the Pydantic *models* / schemas

docs/en/docs/advanced/templates.md

@@ -2,7 +2,7 @@
 
 You can use any template engine you want with **FastAPI**.
 
-A common election is Jinja2, the same one used by Flask and other tools.
+A common choice is Jinja2, the same one used by Flask and other tools.
 
 There are utilities to configure it easily that you can use directly in your **FastAPI** application (provided by Starlette).
 
@@ -20,18 +20,6 @@ $ pip install jinja2
 
 </div>
 
-If you need to also serve static files (as in this example), install `aiofiles`:
-
-<div class="termy">
-
-```console
-$ pip install aiofiles
-
----> 100%
-```
-
-</div>
-
 ## Using `Jinja2Templates`
 
 * Import `Jinja2Templates`.

docs/en/docs/advanced/testing-dependencies.md

@@ -28,7 +28,7 @@ To override a dependency for testing, you put as a key the original dependency (
 
 And then **FastAPI** will call that override instead of the original dependency.
 
-```Python hl_lines="26-27  30"
+```Python hl_lines="28-29  32"
 {!../../../docs_src/dependency_testing/tutorial001.py!}
 ```
 

docs/en/docs/advanced/websockets.md

@@ -2,6 +2,20 @@
 
 You can use <a href="https://developer.mozilla.org/en-US/docs/Web/API/WebSockets_API" class="external-link" target="_blank">WebSockets</a> with **FastAPI**.
 
+## Install `WebSockets`
+
+First you need to install `WebSockets`:
+
+<div class="termy">
+
+```console
+$ pip install websockets
+
+---> 100%
+```
+
+</div>
+
 ## WebSockets client
 
 ### In production

docs/en/docs/alternatives.md

@@ -235,15 +235,13 @@ It was one of the first extremely fast Python frameworks based on `asyncio`. It
 
 !!! check "Inspired **FastAPI** to"
     Find a way to have a crazy performance.
-    
+
     That's why **FastAPI** is based on Starlette, as it is the fastest framework available (tested by third-party benchmarks).
 
 ### <a href="https://falconframework.org/" class="external-link" target="_blank">Falcon</a>
 
 Falcon is another high performance Python framework, it is designed to be minimal, and work as the foundation of other frameworks like Hug.
 
-It uses the previous standard for Python web frameworks (WSGI) which is synchronous, so it can't handle WebSockets and other use cases. Nevertheless, it also has a very good performance.
-
 It is designed to have functions that receive two parameters, one "request" and one "response". Then you "read" parts from the request, and "write" parts to the response. Because of this design, it is not possible to declare request parameters and bodies with standard Python type hints as function parameters.
 
 So, data validation, serialization, and documentation, have to be done in code, not automatically. Or they have to be implemented as a framework on top of Falcon, like Hug. This same distinction happens in other frameworks that are inspired by Falcon's design, of having one request object and one response object as parameters.
@@ -335,7 +333,7 @@ Now APIStar is a set of tools to validate OpenAPI specifications, not a web fram
     Exist.
 
     The idea of declaring multiple things (data validation, serialization and documentation) with the same Python types, that at the same time provided great editor support, was something I considered a brilliant idea.
-    
+
     And after searching for a long time for a similar framework and testing many different alternatives, APIStar was the best option available.
 
     Then APIStar stopped to exist as a server and Starlette was created, and was a new better foundation for such a system. That was the final inspiration to build **FastAPI**.
@@ -393,7 +391,7 @@ That's one of the main things that **FastAPI** adds on top, all based on Python
     Handle all the core web parts. Adding features on top.
 
     The class `FastAPI` itself inherits directly from the class `Starlette`.
-    
+
     So, anything that you can do with Starlette, you can do it directly with **FastAPI**, as it is basically Starlette on steroids.
 
 ### <a href="https://www.uvicorn.org/" class="external-link" target="_blank">Uvicorn</a>

docs/en/docs/async.md

@@ -26,7 +26,7 @@ async def read_results():
 
 ---
 
-If you are using a third party library that communicates with something (a database, an API, the file system, etc) and doesn't have support for using `await`, (this is currently the case for most database libraries), then declare your *path operation functions* as normally, with just `def`, like:
+If you are using a third party library that communicates with something (a database, an API, the file system, etc.) and doesn't have support for using `await`, (this is currently the case for most database libraries), then declare your *path operation functions* as normally, with just `def`, like:
 
 ```Python hl_lines="2"
 @app.get('/')
@@ -45,7 +45,7 @@ If you just don't know, use normal `def`.
 
 ---
 
-**Note**: you can mix `def` and `async def` in your *path operation functions* as much as you need and define each one using the best option for you. FastAPI will do the right thing with them.
+**Note**: You can mix `def` and `async def` in your *path operation functions* as much as you need and define each one using the best option for you. FastAPI will do the right thing with them.
 
 Anyway, in any of the cases above, FastAPI will still work asynchronously and be extremely fast.
 
@@ -102,87 +102,117 @@ To see the difference, imagine the following story about burgers:
 
 ### Concurrent Burgers
 
-<!-- The gender neutral cook emoji "🧑‍🍳" does not render well in browsers. In the meantime, I'm using a mix of male "👨‍🍳" and female "👩‍🍳" cooks. -->
+You go with your crush to get fast food, you stand in line while the cashier takes the orders from the people in front of you. 😍
 
-You go with your crush 😍 to get fast food 🍔, you stand in line while the cashier 💁 takes the orders from the people in front of you.
+<img src="/img/async/concurrent-burgers/concurrent-burgers-01.png" class="illustration">
 
-Then it's your turn, you place your order of 2 very fancy burgers 🍔 for your crush 😍 and you.
+Then it's your turn, you place your order of 2 very fancy burgers for your crush and you. 🍔🍔
 
-You pay 💸.
+<img src="/img/async/concurrent-burgers/concurrent-burgers-02.png" class="illustration">
 
-The cashier 💁 says something to the cook in the kitchen 👨‍🍳 so they know they have to prepare your burgers 🍔 (even though they are currently preparing the ones for the previous clients).
+The cashier says something to the cook in the kitchen so they know they have to prepare your burgers (even though they are currently preparing the ones for the previous clients).
 
-The cashier 💁 gives you the number of your turn.
+<img src="/img/async/concurrent-burgers/concurrent-burgers-03.png" class="illustration">
 
-While you are waiting, you go with your crush 😍 and pick a table, you sit and talk with your crush 😍 for a long time (as your burgers are very fancy and take some time to prepare ✨🍔✨).
+You pay. 💸
 
-As you are sitting on the table with your crush 😍, while you wait for the burgers 🍔, you can spend that time admiring how awesome, cute and smart your crush is ✨😍✨.
+The cashier gives you the number of your turn.
 
-While waiting and talking to your crush 😍, from time to time, you check the number displayed on the counter to see if it's your turn already.
+<img src="/img/async/concurrent-burgers/concurrent-burgers-04.png" class="illustration">
 
-Then at some point, it finally is your turn. You go to the counter, get your burgers 🍔 and come back to the table.
+While you are waiting, you go with your crush and pick a table, you sit and talk with your crush for a long time (as your burgers are very fancy and take some time to prepare).
 
-You and your crush 😍 eat the burgers 🍔 and have a nice time ✨.
+As you are sitting at the table with your crush, while you wait for the burgers, you can spend that time admiring how awesome, cute and smart your crush is ✨😍✨.
+
+<img src="/img/async/concurrent-burgers/concurrent-burgers-05.png" class="illustration">
+
+While waiting and talking to your crush, from time to time, you check the number displayed on the counter to see if it's your turn already.
+
+Then at some point, it finally is your turn. You go to the counter, get your burgers and come back to the table.
+
+<img src="/img/async/concurrent-burgers/concurrent-burgers-06.png" class="illustration">
+
+You and your crush eat the burgers and have a nice time. ✨
+
+<img src="/img/async/concurrent-burgers/concurrent-burgers-07.png" class="illustration">
+
+!!! info
+    Beautiful illustrations by <a href="https://www.instagram.com/ketrinadrawsalot" class="external-link" target="_blank">Ketrina Thompson</a>. 🎨
 
 ---
 
 Imagine you are the computer / program 🤖 in that story.
 
-While you are at the line, you are just idle 😴, waiting for your turn, not doing anything very "productive". But the line is fast because the cashier 💁 is only taking the orders (not preparing them), so that's fine.
+While you are at the line, you are just idle 😴, waiting for your turn, not doing anything very "productive". But the line is fast because the cashier is only taking the orders (not preparing them), so that's fine.
 
-Then, when it's your turn, you do actual "productive" work 🤓, you process the menu, decide what you want, get your crush's 😍 choice, pay 💸, check that you give the correct bill or card, check that you are charged correctly, check that the order has the correct items, etc.
+Then, when it's your turn, you do actual "productive" work, you process the menu, decide what you want, get your crush's choice, pay, check that you give the correct bill or card, check that you are charged correctly, check that the order has the correct items, etc.
 
-But then, even though you still don't have your burgers 🍔, your work with the cashier 💁 is "on pause" ⏸, because you have to wait 🕙 for your burgers to be ready.
+But then, even though you still don't have your burgers, your work with the cashier is "on pause" ⏸, because you have to wait 🕙 for your burgers to be ready.
 
-But as you go away from the counter and sit on the table with a number for your turn, you can switch 🔀 your attention to your crush 😍, and "work" ⏯ 🤓 on that. Then you are again doing something very "productive" 🤓, as is flirting with your crush 😍.
+But as you go away from the counter and sit at the table with a number for your turn, you can switch 🔀 your attention to your crush, and "work" ⏯ 🤓 on that. Then you are again doing something very "productive" as is flirting with your crush 😍.
 
-Then the cashier 💁 says "I'm finished with doing the burgers" 🍔 by putting your number on the counter's display, but you don't jump like crazy immediately when the displayed number changes to your turn number. You know no one will steal your burgers 🍔 because you have the number of your turn, and they have theirs.
+Then the cashier 💁 says "I'm finished with doing the burgers" by putting your number on the counter's display, but you don't jump like crazy immediately when the displayed number changes to your turn number. You know no one will steal your burgers because you have the number of your turn, and they have theirs.
 
-So you wait for your crush 😍 to finish the story (finish the current work ⏯ / task being processed 🤓), smile gently and say that you are going for the burgers ⏸.
+So you wait for your crush to finish the story (finish the current work ⏯ / task being processed 🤓), smile gently and say that you are going for the burgers ⏸.
 
-Then you go to the counter 🔀, to the initial task that is now finished ⏯, pick the burgers 🍔, say thanks and take them to the table. That finishes that step / task of interaction with the counter ⏹. That in turn, creates a new task, of "eating burgers" 🔀 ⏯, but the previous one of "getting burgers" is finished ⏹.
+Then you go to the counter 🔀, to the initial task that is now finished ⏯, pick the burgers, say thanks and take them to the table. That finishes that step / task of interaction with the counter ⏹. That in turn, creates a new task, of "eating burgers" 🔀 ⏯, but the previous one of "getting burgers" is finished ⏹.
 
 ### Parallel Burgers
 
 Now let's imagine these aren't "Concurrent Burgers", but "Parallel Burgers".
 
-You go with your crush 😍 to get parallel fast food 🍔.
+You go with your crush to get parallel fast food.
 
-You stand in line while several (let's say 8) cashiers that at the same time are cooks 👩‍🍳👨‍🍳👩‍🍳👨‍🍳👩‍🍳👨‍🍳👩‍🍳👨‍🍳 take the orders from the people in front of you.
+You stand in line while several (let's say 8) cashiers that at the same time are cooks take the orders from the people in front of you.
 
-Everyone before you is waiting 🕙 for their burgers 🍔 to be ready before leaving the counter because each of the 8 cashiers goes and prepares the burger right away before getting the next order.
+Everyone before you is waiting for their burgers to be ready before leaving the counter because each of the 8 cashiers goes and prepares the burger right away before getting the next order.
 
-Then it's finally your turn, you place your order of 2 very fancy burgers 🍔 for your crush 😍 and you.
+<img src="/img/async/parallel-burgers/parallel-burgers-01.png" class="illustration">
+
+Then it's finally your turn, you place your order of 2 very fancy burgers for your crush and you.
 
 You pay 💸.
 
-The cashier goes to the kitchen 👨‍🍳.
+<img src="/img/async/parallel-burgers/parallel-burgers-02.png" class="illustration">
 
-You wait, standing in front of the counter 🕙, so that no one else takes your burgers 🍔 before you do, as there are no numbers for turns.
+The cashier goes to the kitchen.
 
-As you and your crush 😍 are busy not letting anyone get in front of you and take your burgers whenever they arrive 🕙, you cannot pay attention to your crush 😞.
+You wait, standing in front of the counter 🕙, so that no one else takes your burgers before you do, as there are no numbers for turns.
 
-This is "synchronous" work, you are "synchronized" with the cashier/cook 👨‍🍳. You have to wait 🕙 and be there at the exact moment that the cashier/cook 👨‍🍳 finishes the burgers 🍔 and gives them to you, or otherwise, someone else might take them.
+<img src="/img/async/parallel-burgers/parallel-burgers-03.png" class="illustration">
 
-Then your cashier/cook 👨‍🍳 finally comes back with your burgers 🍔, after a long time waiting 🕙 there in front of the counter.
+As you and your crush are busy not letting anyone get in front of you and take your burgers whenever they arrive, you cannot pay attention to your crush. 😞
 
-You take your burgers 🍔 and go to the table with your crush 😍.
+This is "synchronous" work, you are "synchronized" with the cashier/cook 👨‍🍳. You have to wait 🕙 and be there at the exact moment that the cashier/cook 👨‍🍳 finishes the burgers and gives them to you, or otherwise, someone else might take them.
 
-You just eat them, and you are done 🍔 ⏹.
+<img src="/img/async/parallel-burgers/parallel-burgers-04.png" class="illustration">
 
-There was not much talk or flirting as most of the time was spent waiting 🕙 in front of the counter 😞.
+Then your cashier/cook 👨‍🍳 finally comes back with your burgers, after a long time waiting 🕙 there in front of the counter.
+
+<img src="/img/async/parallel-burgers/parallel-burgers-05.png" class="illustration">
+
+You take your burgers and go to the table with your crush.
+
+You just eat them, and you are done. ⏹
+
+<img src="/img/async/parallel-burgers/parallel-burgers-06.png" class="illustration">
+
+There was not much talk or flirting as most of the time was spent waiting 🕙 in front of the counter. 😞
+
+!!! info
+    Beautiful illustrations by <a href="https://www.instagram.com/ketrinadrawsalot" class="external-link" target="_blank">Ketrina Thompson</a>. 🎨
 
 ---
 
-In this scenario of the parallel burgers, you are a computer / program 🤖 with two processors (you and your crush 😍), both waiting 🕙 and dedicating their attention ⏯ to be "waiting on the counter" 🕙 for a long time.
+In this scenario of the parallel burgers, you are a computer / program 🤖 with two processors (you and your crush), both waiting 🕙 and dedicating their attention ⏯ to be "waiting on the counter" 🕙 for a long time.
 
-The fast food store has 8 processors (cashiers/cooks) 👩‍🍳👨‍🍳👩‍🍳👨‍🍳👩‍🍳👨‍🍳👩‍🍳👨‍🍳. While the concurrent burgers store might have had only 2 (one cashier and one cook) 💁 👨‍🍳.
+The fast food store has 8 processors (cashiers/cooks). While the concurrent burgers store might have had only 2 (one cashier and one cook).
 
-But still, the final experience is not the best 😞.
+But still, the final experience is not the best. 😞
 
 ---
 
-This would be the parallel equivalent story for burgers 🍔.
+This would be the parallel equivalent story for burgers. 🍔
 
 For a more "real life" example of this, imagine a bank.
 
@@ -208,11 +238,7 @@ This "waiting" 🕙 is measured in microseconds, but still, summing it all, it's
 
 That's why it makes a lot of sense to use asynchronous ⏸🔀⏯ code for web APIs.
 
-Most of the existing popular Python frameworks (including Flask and Django) were created before the new asynchronous features in Python existed. So, the ways they can be deployed support parallel execution and an older form of asynchronous execution that is not as powerful as the new capabilities.
-
-Even though the main specification for asynchronous web Python (ASGI) was developed at Django, to add support for WebSockets.
-
-That kind of asynchronicity is what made NodeJS popular (even though NodeJS is not parallel) and that's the strength of Go as a programming language.
+This kind of asynchronicity is what made NodeJS popular (even though NodeJS is not parallel) and that's the strength of Go as a programming language.
 
 And that's the same level of performance you get with **FastAPI**.
 
@@ -238,7 +264,7 @@ You could have turns as in the burgers example, first the living room, then the
 
 It would take the same amount of time to finish with or without turns (concurrency) and you would have done the same amount of work.
 
-But in this case, if you could bring the 8 ex-cashier/cooks/now-cleaners 👩‍🍳👨‍🍳👩‍🍳👨‍🍳👩‍🍳👨‍🍳👩‍🍳👨‍🍳, and each one of them (plus you) could take a zone of the house to clean it, you could do all the work in **parallel**, with the extra help, and finish much sooner.
+But in this case, if you could bring the 8 ex-cashier/cooks/now-cleaners, and each one of them (plus you) could take a zone of the house to clean it, you could do all the work in **parallel**, with the extra help, and finish much sooner.
 
 In this scenario, each one of the cleaners (including you) would be a processor, doing their part of the job.
 
@@ -324,7 +350,15 @@ So, about the egg and the chicken, how do you call the first `async` function?
 
 If you are working with **FastAPI** you don't have to worry about that, because that "first" function will be your *path operation function*, and FastAPI will know how to do the right thing.
 
-But if you want to use `async` / `await` without FastAPI, <a href="https://docs.python.org/3/library/asyncio-task.html#coroutine" class="external-link" target="_blank">check the official Python docs</a>.
+But if you want to use `async` / `await` without FastAPI, you can do it as well.
+
+### Write your own async code
+
+Starlette (and **FastAPI**) are based on <a href="https://anyio.readthedocs.io/en/stable/" class="external-link" target="_blank">AnyIO</a>, which makes it compatible with both Python's standard library <a href="https://docs.python.org/3/library/asyncio-task.html" class="external-link" target="_blank">asyncio</a> and <a href="https://trio.readthedocs.io/en/stable/" class="external-link" target="_blank">Trio</a>.
+
+In particular, you can directly use <a href="https://anyio.readthedocs.io/en/stable/" class="external-link" target="_blank">AnyIO</a> for your advanced concurrency use cases that require more advanced patterns in your own code.
+
+And even if you were not using FastAPI, you could also write your own async applications with <a href="https://anyio.readthedocs.io/en/stable/" class="external-link" target="_blank">AnyIO</a> to be highly compatible and get its benefits (e.g. *structured concurrency*).
 
 ### Other forms of asynchronous code
 
@@ -363,7 +397,7 @@ All that is what powers FastAPI (through Starlette) and what makes it have such
 
     These are very technical details of how **FastAPI** works underneath.
 
-    If you have quite some technical knowledge (co-routines, threads, blocking, etc) and are curious about how FastAPI handles `async def` vs normal `def`, go ahead.
+    If you have quite some technical knowledge (co-routines, threads, blocking, etc.) and are curious about how FastAPI handles `async def` vs normal `def`, go ahead.
 
 ### Path operation functions
 

docs/en/docs/contributing.md

@@ -84,7 +84,17 @@ To check it worked, use:
 
 If it shows the `pip` binary at `env/bin/pip` then it worked. 🎉
 
+Make sure you have the latest pip version on your virtual environment to avoid errors on the next steps:
 
+<div class="termy">
+
+```console
+$ python -m pip install --upgrade pip
+
+---> 100%
+```
+
+</div>
 
 !!! tip
     Every time you install a new package with `pip` under that environment, activate the environment again.
@@ -326,7 +336,7 @@ docs/es/docs/features.md
 * Now open the MkDocs config file for English at:
 
 ```
-docs/en/docs/mkdocs.yml
+docs/en/mkdocs.yml
 ```
 
 * Find the place where that `docs/features.md` is located in the config file. Somewhere like:
@@ -345,7 +355,7 @@ nav:
 * Open the MkDocs config file for the language you are editing, e.g.:
 
 ```
-docs/es/docs/mkdocs.yml
+docs/es/mkdocs.yml
 ```
 
 * Add it there at the exact same location it was for English, e.g.:

docs/en/docs/css/custom.css

@@ -4,10 +4,21 @@
   display: block;
 }
 
+.termy {
+  /* For right to left languages */
+  direction: ltr;
+}
+
 .termy [data-termynal] {
   white-space: pre-wrap;
 }
 
+a.external-link {
+  /* For right to left languages */
+  direction: ltr;
+  display: inline-block;
+}
+
 a.external-link::after {
   /* \00A0 is a non-breaking space
         to make the mark be on the same line as the link
@@ -94,7 +105,7 @@ a.announce-link:hover {
 .announce-wrapper .sponsor-badge {
   display: block;
   position: absolute;
-  top: -5px;
+  top: -10px;
   right: 0;
   font-size: 0.5rem;
   color: #999;
@@ -118,3 +129,18 @@ a.announce-link:hover {
 .twitter {
   color: #00acee;
 }
+
+/* Right to left languages */
+code {
+  direction: ltr;
+  display: inline-block;
+}
+
+.md-content__inner h1 {
+  direction: ltr !important;
+}
+
+.illustration {
+  margin-top: 2em;
+  margin-bottom: 2em;
+}

docs/en/docs/deployment/concepts.md

@@ -21,7 +21,7 @@ By considering these concepts, you will be able to **evaluate and design** the b
 
 In the next chapters, I'll give you more **concrete recipes** to deploy FastAPI applications.
 
-But for now, let's check these important **conceptual ideas**. These concepts also apply for any other type of web API. 💡
+But for now, let's check these important **conceptual ideas**. These concepts also apply to any other type of web API. 💡
 
 ## Security - HTTPS
 
@@ -47,7 +47,7 @@ Some of the tools you could use as a TLS Termination Proxy are:
     * With an external component like cert-manager for certificate renewals
 * Handled internally by a cloud provider as part of their services (read below 👇)
 
-Another option is that you could use a **cloud service** that does more of the work including setting up HTTPS. It could have some restrictions or charge you more, etc. But in that case you wouldn't have to set up a TLS Termination Proxy yourself.
+Another option is that you could use a **cloud service** that does more of the work including setting up HTTPS. It could have some restrictions or charge you more, etc. But in that case, you wouldn't have to set up a TLS Termination Proxy yourself.
 
 I'll show you some concrete examples in the next chapters.
 
@@ -64,7 +64,7 @@ We will talk a lot about the running "**process**", so it's useful to have clari
 The word **program** is commonly used to describe many things:
 
 * The **code** that you write, the **Python files**.
-* The **file** that can be **executed** by the operating system, for example `python`, `python.exe` or `uvicorn`.
+* The **file** that can be **executed** by the operating system, for example: `python`, `python.exe` or `uvicorn`.
 * A particular program while it is **running** on the operating system, using the CPU, and storing things on memory. This is also called a **process**.
 
 ### What is a Process
@@ -75,7 +75,7 @@ The word **process** is normally used in a more specific way, only referring to
     * This doesn't refer to the file, nor to the code, it refers **specifically** to the thing that is being **executed** and managed by the operating system.
 * Any program, any code, **can only do things** when it is being **executed**. So, when there's a **process running**.
 * The process can be **terminated** (or "killed") by you, or by the operating system. At that point, it stops running/being executed, and it can **no longer do things**.
-* Each application that you have running in your computer has some process behind it, each running program, each window, etc. And there are normally many processes running **at the same time** while a computer is on.
+* Each application that you have running on your computer has some process behind it, each running program, each window, etc. And there are normally many processes running **at the same time** while a computer is on.
 * There can be **multiple processes** of the **same program** running at the same time.
 
 If you check out the "task manager" or "system monitor" (or similar tools) in your operating system, you will be able to see many of those processes running.
@@ -90,13 +90,13 @@ Now that we know the difference between the terms **process** and **program**, l
 
 ## Running on Startup
 
-In most cases, when you create a web API, you want it to be **always running**, uninterrupted, so that your clients can always access it. This is of course, unless you have a specific reason why you want it to run only on certain situations, but most of the time you want it constantly running and **available**.
+In most cases, when you create a web API, you want it to be **always running**, uninterrupted, so that your clients can always access it. This is of course, unless you have a specific reason why you want it to run only in certain situations, but most of the time you want it constantly running and **available**.
 
 ### In a Remote Server
 
 When you set up a remote server (a cloud server, a virtual machine, etc.) the simplest thing you can do is to run Uvicorn (or similar) manually, the same way you do when developing locally.
 
-And it will work, and will be useful **during development**.
+And it will work and will be useful **during development**.
 
 But if your connection to the server is lost, the **running process** will probably die.
 
@@ -108,7 +108,7 @@ In general, you will probably want the server program (e.g. Uvicorn) to be start
 
 ### Separate Program
 
-To achieve this, you will normally have a **separate program** that would make sure your application is run on startup. And in many cases it would also make sure other components or applications are also run, for example a database.
+To achieve this, you will normally have a **separate program** that would make sure your application is run on startup. And in many cases, it would also make sure other components or applications are also run, for example, a database.
 
 ### Example Tools to Run at Startup
 
@@ -177,7 +177,7 @@ For example, this could be handled by:
 
 With a FastAPI application, using a server program like Uvicorn, running it once in **one process** can serve multiple clients concurrently.
 
-But in many cases you will want to run several worker processes at the same time.
+But in many cases, you will want to run several worker processes at the same time.
 
 ### Multiple Processes - Workers
 
@@ -197,11 +197,11 @@ So, to be able to have **multiple processes** at the same time, there has to be
 
 Now, when the program loads things in memory, for example, a machine learning model in a variable, or the contents of a large file in a variable, all that **consumes a bit of the memory (RAM)** of the server.
 
-And multiple processes normally **don't share any memory**. This means that each running process has its own things, its own variables, its own memory. And if you are consuming a large amount of memory in your code, **each process** will consume an equivalent amount of memory.
+And multiple processes normally **don't share any memory**. This means that each running process has its own things, variables, and memory. And if you are consuming a large amount of memory in your code, **each process** will consume an equivalent amount of memory.
 
 ### Server Memory
 
-For example, if your code loads a Machine Learning model with **1 GB in size**, when you run one process with your API, it will consume at least 1 GB or RAM. And if you start **4 processes** (4 workers), each will consume 1 GB of RAM. So, in total your API will consume **4 GB of RAM**.
+For example, if your code loads a Machine Learning model with **1 GB in size**, when you run one process with your API, it will consume at least 1 GB of RAM. And if you start **4 processes** (4 workers), each will consume 1 GB of RAM. So in total, your API will consume **4 GB of RAM**.
 
 And if your remote server or virtual machine only has 3 GB of RAM, trying to load more than 4 GB of RAM will cause problems. 🚨
 
@@ -253,12 +253,12 @@ But in most cases, you will want to perform these steps only **once**.
 
 So, you will want to have a **single process** to perform those **previous steps**, before starting the application.
 
-And you will have to make sure that it's a single process running those previous steps *even* if afterwards you start **multiple processes** (multiple workers) for the application itself. If those steps were run by **multiple processes**, they would **duplicate** the work by running it on **parallel**, and if the steps were something delicate like a database migration, they could cause conflicts with each other.
+And you will have to make sure that it's a single process running those previous steps *even* if afterwards, you start **multiple processes** (multiple workers) for the application itself. If those steps were run by **multiple processes**, they would **duplicate** the work by running it on **parallel**, and if the steps were something delicate like a database migration, they could cause conflicts with each other.
 
-Of course, there are some cases where there's no problem in running the previous steps multiple times, in that case it's a lot easier to handle.
+Of course, there are some cases where there's no problem in running the previous steps multiple times, in that case, it's a lot easier to handle.
 
 !!! tip
-    Also have in mind that depending on your setup, in some cases you **might not even need any previous steps** before starting your application.
+    Also, have in mind that depending on your setup, in some cases you **might not even need any previous steps** before starting your application.
 
     In that case, you wouldn't have to worry about any of this. 🤷
 
@@ -279,7 +279,7 @@ Here are some possible ideas:
 
 Your server(s) is (are) a **resource**, you can consume or **utilize**, with your programs, the computation time on the CPUs, and the RAM memory available.
 
-How much resources do you want to be consuming/utilizing? It might be easy to think "not much", but in reality, you will probably want to consume **as much as possible without crashing**.
+How much of the system resources do you want to be consuming/utilizing? It might be easy to think "not much", but in reality, you will probably want to consume **as much as possible without crashing**.
 
 If you are paying for 3 servers but you are using only a little bit of their RAM and CPU, you are probably **wasting money** 💸, and probably **wasting server electric power** 🌎, etc.
 
@@ -291,9 +291,9 @@ In this case, it would be better to get **one extra server** and run some proces
 
 There's also the chance that for some reason you have a **spike** of usage of your API. Maybe it went viral, or maybe some other services or bots start using it. And you might want to have extra resources to be safe in those cases.
 
-You could put an **arbitrary number** to target, for example something **between 50% to 90%** of resource utilization. The point is that those are probably the main things you will want to measure and use to tweak your deployments.
+You could put an **arbitrary number** to target, for example, something **between 50% to 90%** of resource utilization. The point is that those are probably the main things you will want to measure and use to tweak your deployments.
 
-You can use simple tools like `htop` to see the CPU and RAM used in your server, or the amount used by each process. Or you can use more complex monitoring tools, maybe distributed across servers, etc.
+You can use simple tools like `htop` to see the CPU and RAM used in your server or the amount used by each process. Or you can use more complex monitoring tools, which may be distributed across servers, etc.
 
 ## Recap
 
@@ -308,4 +308,4 @@ You have been reading here some of the main concepts that you would probably nee
 
 Understanding these ideas and how to apply them should give you the intuition necessary to take any decisions when configuring and tweaking your deployments. 🤓
 
-In the next sections I'll give you more concrete examples of possible strategies you can follow. 🚀
+In the next sections, I'll give you more concrete examples of possible strategies you can follow. 🚀

docs/en/docs/deployment/deta.md

@@ -9,7 +9,7 @@ It will take you about **10 minutes**.
 
 ## A basic **FastAPI** app
 
-* Create a directory for your app, for example `./fastapideta/` and enter in it.
+* Create a directory for your app, for example, `./fastapideta/` and enter into it.
 
 ### FastAPI code
 
@@ -213,7 +213,7 @@ Now you can share that URL with anyone and they will be able to access your API.
 
 Congrats! You deployed your FastAPI app to Deta! 🎉 🍰
 
-Also notice that Deta correctly handles HTTPS for you, so you don't have to take care of that and can be sure that your clients will have a secure encrypted connection. ✅ 🔒
+Also, notice that Deta correctly handles HTTPS for you, so you don't have to take care of that and can be sure that your clients will have a secure encrypted connection. ✅ 🔒
 
 ## Check the Visor
 
@@ -235,7 +235,7 @@ You can also edit them and re-play them.
 
 ## Learn more
 
-At some point you will probably want to store some data for your app in a way that persists through time. For that you can use <a href="https://docs.deta.sh/docs/base/py_tutorial?ref=fastapi" class="external-link" target="_blank">Deta Base</a>, it also has a generous **free tier**.
+At some point, you will probably want to store some data for your app in a way that persists through time. For that you can use <a href="https://docs.deta.sh/docs/base/py_tutorial?ref=fastapi" class="external-link" target="_blank">Deta Base</a>, it also has a generous **free tier**.
 
 You can also read more in the <a href="https://docs.deta.sh?ref=fastapi" class="external-link" target="_blank">Deta Docs</a>.
 
@@ -253,6 +253,6 @@ Coming back to the concepts we discussed in [Deployments Concepts](./concepts.md
 !!! note
     Deta is designed to make it easy (and free) to deploy simple applications quickly.
 
-    It can simplify a lot several use cases, but at the same time it doesn't support others, like using external databases (apart from Deta's own NoSQL database system), custom virtual machines, etc.
+    It can simplify several use cases, but at the same time, it doesn't support others, like using external databases (apart from Deta's own NoSQL database system), custom virtual machines, etc.
 
     You can read more details in the <a href="https://docs.deta.sh/docs/micros/about/" class="external-link" target="_blank">Deta docs</a> to see if it's the right choice for you.

docs/en/docs/deployment/docker.md

@@ -1,6 +1,6 @@
 # FastAPI in Containers - Docker
 
-When deploying FastAPI applications a common approach is to build a **Linux container image**. It's normally done using <a href="https://www.docker.com/" class="external-link" target="_blank">**Docker**</a>. And then you can deploy that container image in one of different possible ways.
+When deploying FastAPI applications a common approach is to build a **Linux container image**. It's normally done using <a href="https://www.docker.com/" class="external-link" target="_blank">**Docker**</a>. You can then deploy that container image in one of a few possible ways.
 
 Using Linux containers has several advantages including **security**, **replicability**, **simplicity**, and others.
 
@@ -68,13 +68,13 @@ And there are many other images for different things like databases, for example
 * <a href="https://hub.docker.com/_/mongo" class="external-link" target="_blank">MongoDB</a>
 * <a href="https://hub.docker.com/_/redis" class="external-link" target="_blank">Redis</a>, etc.
 
-By using a pre-made container image it's very easy to **combine** and use different tools. For example, to try out a new database. In most cases you can use the **official images**, and just configure them with environment variables.
+By using a pre-made container image it's very easy to **combine** and use different tools. For example, to try out a new database. In most cases, you can use the **official images**, and just configure them with environment variables.
 
 That way, in many cases you can learn about containers and Docker and re-use that knowledge with many different tools and components.
 
 So, you would run **multiple containers** with different things, like a database, a Python application, a web server with a React frontend application, and connect them together via their internal network.
 
-All the container management systems (like Docker or Kubernetes) have these networking features integrated in them.
+All the container management systems (like Docker or Kubernetes) have these networking features integrated into them.
 
 ## Containers and Processes
 
@@ -84,7 +84,7 @@ When a **container** is started, it will run that command/program (although you
 
 A container is running as long as the **main process** (command or program) is running.
 
-A container normally has a **single process**, but it's also possible to start subprocesses from the main process, and that way have **multiple processes** in the same container.
+A container normally has a **single process**, but it's also possible to start subprocesses from the main process, and that way you will have **multiple processes** in the same container.
 
 But it's not possible to have a running container without **at least one running process**. If the main process stops, the container stops.
 
@@ -137,12 +137,12 @@ Successfully installed fastapi pydantic uvicorn
 
 ### Create the **FastAPI** Code
 
-* Create an `app` directory and enter in it.
+* Create an `app` directory and enter it.
 * Create an empty file `__init__.py`.
 * Create a `main.py` file with:
 
 ```Python
-from typing import Optional
+from typing import Union
 
 from fastapi import FastAPI
 
@@ -155,7 +155,7 @@ def read_root():
 
 
 @app.get("/items/{item_id}")
-def read_item(item_id: int, q: Optional[str] = None):
+def read_item(item_id: int, q: Union[str, None] = None):
     return {"item_id": item_id, "q": q}
 ```
 
@@ -216,7 +216,7 @@ CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "80"]
 
 6. Set the **command** to run the `uvicorn` server.
 
-    `CMD` takes a list of strings, each of this strings is what you would type in the command line separated by spaces.
+    `CMD` takes a list of strings, each of these strings is what you would type in the command line separated by spaces.
 
     This command will be run from the **current working directory**, the same `/code` directory you set above with `WORKDIR /code`.
 
@@ -338,7 +338,7 @@ You will see the alternative automatic documentation (provided by <a href="https
 
 ## Build a Docker Image with a Single-File FastAPI
 
-If your FastAPI is a single file, for example `main.py` without an `./app` directory, your file structure could look like:
+If your FastAPI is a single file, for example, `main.py` without an `./app` directory, your file structure could look like this:
 
 ```
 .
@@ -350,7 +350,7 @@ If your FastAPI is a single file, for example `main.py` without an `./app` direc
 Then you would just have to change the corresponding paths to copy the file inside the `Dockerfile`:
 
 ```{ .dockerfile .annotate hl_lines="10  13" }
-FROM python:3.9  
+FROM python:3.9
 
 WORKDIR /code
 
@@ -411,7 +411,7 @@ Without using containers, making applications run on startup and with restarts c
 
 ## Replication - Number of Processes
 
-If you have a <abbr title="A group of machines that are configured to be connected and work together in some way.">cluster</abbr> of machines with **Kubernetes**, Docker Swarm Mode, Nomad, or other similar complex system to manage distributed containers on multiple machines, then you will probably want to **handle replication** at the **cluster level** instead of using a **process manager** (like Gunicorn with workers) in each container.
+If you have a <abbr title="A group of machines that are configured to be connected and work together in some way.">cluster</abbr> of machines with **Kubernetes**, Docker Swarm Mode, Nomad, or another similar complex system to manage distributed containers on multiple machines, then you will probably want to **handle replication** at the **cluster level** instead of using a **process manager** (like Gunicorn with workers) in each container.
 
 One of those distributed container management systems like Kubernetes normally has some integrated way of handling **replication of containers** while still supporting **load balancing** for the incoming requests. All at the **cluster level**.
 
@@ -487,7 +487,7 @@ The main point is, **none** of these are **rules written in stone** that you hav
 
 ## Memory
 
-If you run **a single process per container** you will have a more or less well defined, stable, and limited amount of memory consumed by each of of those containers (more than one if they are replicated).
+If you run **a single process per container** you will have a more or less well-defined, stable, and limited amount of memory consumed by each of those containers (more than one if they are replicated).
 
 And then you can set those same memory limits and requirements in your configurations for your container management system (for example in **Kubernetes**). That way it will be able to **replicate the containers** in the **available machines** taking into account the amount of memory needed by them, and the amount available in the machines in the cluster.
 

docs/en/docs/deployment/https.md

@@ -187,4 +187,4 @@ Having **HTTPS** is very important, and quite **critical** in most cases. Most o
 
 But once you know the basic information of **HTTPS for developers** you can easily combine and configure different tools to help you manage everything in a simple way.
 
-In some of the next chapters I'll show you several concrete examples of how to set up **HTTPS** for **FastAPI** applications. 🔒
+In some of the next chapters, I'll show you several concrete examples of how to set up **HTTPS** for **FastAPI** applications. 🔒

docs/en/docs/deployment/index.md

@@ -8,7 +8,7 @@ To **deploy** an application means to perform the necessary steps to make it **a
 
 For a **web API**, it normally involves putting it in a **remote machine**, with a **server program** that provides good performance, stability, etc, so that your **users** can **access** the application efficiently and without interruptions or problems.
 
-This is in contrast to the the **development** stages, where you are constantly changing the code, breaking it and fixing it, stopping and restarting the development server, etc.
+This is in contrast to the **development** stages, where you are constantly changing the code, breaking it and fixing it, stopping and restarting the development server, etc.
 
 ## Deployment Strategies
 

docs/en/docs/deployment/manually.md

@@ -29,7 +29,7 @@ You can install an ASGI compatible server with:
     <div class="termy">
 
     ```console
-    $ pip install uvicorn[standard]
+    $ pip install "uvicorn[standard]"
 
     ---> 100%
     ```
@@ -38,7 +38,7 @@ You can install an ASGI compatible server with:
 
     !!! tip
         By adding the `standard`, Uvicorn will install and use some recommended extra dependencies.
-        
+
         That including `uvloop`, the high-performance drop-in replacement for `asyncio`, that provides the big concurrency performance boost.
 
 === "Hypercorn"
@@ -59,7 +59,7 @@ You can install an ASGI compatible server with:
 
 ## Run the Server Program
 
-You can then your application the same way you have done in the tutorials, but without the `--reload` option, e.g.:
+You can then run your application the same way you have done in the tutorials, but without the `--reload` option, e.g.:
 
 === "Uvicorn"
 
@@ -89,9 +89,46 @@ You can then your application the same way you have done in the tutorials, but w
     Remember to remove the `--reload` option if you were using it.
 
     The `--reload` option consumes much more resources, is more unstable, etc.
-    
+
     It helps a lot during **development**, but you **shouldn't** use it in **production**.
 
+## Hypercorn with Trio
+
+Starlette and **FastAPI** are based on <a href="https://anyio.readthedocs.io/en/stable/" class="external-link" target="_blank">AnyIO</a>, which makes them compatible with both Python's standard library <a href="https://docs.python.org/3/library/asyncio-task.html" class="external-link" target="_blank">asyncio</a> and <a href="https://trio.readthedocs.io/en/stable/" class="external-link" target="_blank">Trio</a>.
+
+Nevertheless, Uvicorn is currently only compatible with asyncio, and it normally uses <a href="https://github.com/MagicStack/uvloop" class="external-link" target="_blank">`uvloop`</a>, the high-performance drop-in replacement for `asyncio`.
+
+But if you want to directly use **Trio**, then you can use **Hypercorn** as it supports it. ✨
+
+### Install Hypercorn with Trio
+
+First you need to install Hypercorn with Trio support:
+
+<div class="termy">
+
+```console
+$ pip install "hypercorn[trio]"
+---> 100%
+```
+
+</div>
+
+### Run with Trio
+
+Then you can pass the command line option `--worker-class` with the value `trio`:
+
+<div class="termy">
+
+```console
+$ hypercorn main:app --worker-class trio
+```
+
+</div>
+
+And that will start Hypercorn with your app using Trio as the backend.
+
+Now you can use Trio internally in your app. Or even better, you can use AnyIO, to keep your code compatible with both Trio and asyncio. 🎉
+
 ## Deployment Concepts
 
 These examples run the server program (e.g Uvicorn), starting **a single process**, listening on all the IPs (`0.0.0.0`) on a predefined port (e.g. `80`).

docs/en/docs/deployment/server-workers.md

@@ -20,7 +20,7 @@ Here I'll show you how to use <a href="https://gunicorn.org/" class="external-li
 !!! info
     If you are using containers, for example with Docker or Kubernetes, I'll tell you more about that in the next chapter: [FastAPI in Containers - Docker](./docker.md){.internal-link target=_blank}.
 
-    In particular, when running on **Kubernetes** you will probably **not** want to use Gunicorn, and instead run **a single Uvicorn process per container**, but I'll tell you about it later in that chapter.
+    In particular, when running on **Kubernetes** you will probably **not** want to use Gunicorn and instead run **a single Uvicorn process per container**, but I'll tell you about it later in that chapter.
 
 ## Gunicorn with Uvicorn Workers
 
@@ -39,7 +39,7 @@ And then the Gunicorn-compatible **Uvicorn worker** class would be in charge of
 <div class="termy">
 
 ```console
-$ pip install uvicorn[standard] gunicorn
+$ pip install "uvicorn[standard]" gunicorn
 
 ---> 100%
 ```
@@ -90,7 +90,7 @@ Let's see what each of those options mean:
         ```
 
     * So, the colon in `main:app` would be equivalent to the Python `import` part in `from main import app`.
-* `--workers`: The number of worker processes to use, each will run a Uvicorn worker, in this case 4 workers.
+* `--workers`: The number of worker processes to use, each will run a Uvicorn worker, in this case, 4 workers.
 * `--worker-class`: The Gunicorn-compatible worker class to use in the worker processes.
     * Here we pass the class that Gunicorn can import and use with:
 
@@ -101,7 +101,7 @@ Let's see what each of those options mean:
 * `--bind`: This tells Gunicorn the IP and the port to listen to, using a colon (`:`) to separate the IP and the port.
     * If you were running Uvicorn directly, instead of `--bind 0.0.0.0:80` (the Gunicorn option) you would use `--host 0.0.0.0` and `--port 80`.
 
-In the output you can see that it shows the **PID** (process ID) of each process (it's just a number).
+In the output, you can see that it shows the **PID** (process ID) of each process (it's just a number).
 
 You can see that:
 

docs/en/docs/features.md

@@ -190,11 +190,11 @@ With **FastAPI** you get all of **Pydantic**'s features (as FastAPI is based on
 * Plays nicely with your **<abbr title="Integrated Development Environment, similar to a code editor">IDE</abbr>/<abbr title="A program that checks for code errors">linter</abbr>/brain**:
     * Because pydantic data structures are just instances of classes you define; auto-completion, linting, mypy and your intuition should all work properly with your validated data.
 * **Fast**:
-    * in <a href="https://pydantic-docs.helpmanual.io/#benchmarks-tag" class="external-link" target="_blank">benchmarks</a> Pydantic is faster than all other tested libraries.
+    * in <a href="https://pydantic-docs.helpmanual.io/benchmarks/" class="external-link" target="_blank">benchmarks</a> Pydantic is faster than all other tested libraries.
 * Validate **complex structures**:
     * Use of hierarchical Pydantic models, Python `typing`’s `List` and `Dict`, etc.
     * And validators allow complex data schemas to be clearly and easily defined, checked and documented as JSON Schema.
     * You can have deeply **nested JSON** objects and have them all validated and annotated.
-* **Extendible**:
+* **Extensible**:
     * Pydantic allows custom data types to be defined or you can extend validation with methods on a model decorated with the validator decorator.
 * 100% test coverage.

docs/en/docs/help-fastapi.md

@@ -121,7 +121,7 @@ Have in mind that as chats allow more "free conversation", it's easy to ask ques
 
 In GitHub issues the template will guide you to write the right question so that you can more easily get a good answer, or even solve the problem yourself even before asking. And in GitHub I can make sure I always answer everything, even if it takes some time. I can't personally do that with the chat systems. 😅
 
-Conversations in the chat systems are also not as easily searchable as in GitHub, so questions and answers might get lost in the conversation. And only the ones in GitHub issues count to become a [FastAPI Expert](fastapi-people.md#experts){.internal-link target=_blank}, so you will most probably receive more attention in GitHub isssues.
+Conversations in the chat systems are also not as easily searchable as in GitHub, so questions and answers might get lost in the conversation. And only the ones in GitHub issues count to become a [FastAPI Expert](fastapi-people.md#experts){.internal-link target=_blank}, so you will most probably receive more attention in GitHub issues.
 
 On the other side, there are thousands of users in the chat systems, so there's a high chance you'll find someone to talk to there, almost all the time. 😄
 

docs/en/docs/img/deployment/concepts/process-ram.drawio

@@ -103,4 +103,4 @@
             </root>
         </mxGraphModel>
     </diagram>
-</mxfile>
+</mxfile>

docs/en/docs/img/deployment/https/https.drawio

@@ -274,4 +274,4 @@
             </root>
         </mxGraphModel>
     </diagram>
-</mxfile>
+</mxfile>

docs/en/docs/img/deployment/https/https.svg

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docs/en/docs/img/deployment/https/https01.drawio

@@ -75,4 +75,4 @@
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docs/en/docs/img/deployment/https/https02.drawio

@@ -107,4 +107,4 @@
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docs/en/docs/img/deployment/https/https03.drawio

@@ -128,4 +128,4 @@
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docs/en/docs/img/deployment/https/https03.svg

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 </text></switch></g><rect x="670" y="1166" width="270" height="70" fill="#f5f5f5" stroke="#666666" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 268px; height: 1px; padding-top: 1201px; margin-left: 671px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #333333; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">onemore.example.org</span><br /></font></div></div></div></foreignObject><text x="805" y="1205" fill="#333333" font-family="Helvetica" font-size="12px" text-anchor="middle">onemore.example.org
-</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>
+</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>

docs/en/docs/img/deployment/https/https04.drawio

@@ -149,4 +149,4 @@
             </root>
         </mxGraphModel>
     </diagram>
-</mxfile>
+</mxfile>

docs/en/docs/img/deployment/https/https04.svg

@@ -59,4 +59,4 @@
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 </text></switch></g><rect x="670" y="1166" width="270" height="70" fill="#f5f5f5" stroke="#666666" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 268px; height: 1px; padding-top: 1201px; margin-left: 671px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #333333; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">onemore.example.org</span><br /></font></div></div></div></foreignObject><text x="805" y="1205" fill="#333333" font-family="Helvetica" font-size="12px" text-anchor="middle">onemore.example.org
-</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>
+</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>

docs/en/docs/img/deployment/https/https05.drawio

@@ -163,4 +163,4 @@
             </root>
         </mxGraphModel>
     </diagram>
-</mxfile>
+</mxfile>

docs/en/docs/img/deployment/https/https05.svg

@@ -59,4 +59,4 @@
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docs/en/docs/img/deployment/https/https06.drawio

@@ -180,4 +180,4 @@
             </root>
         </mxGraphModel>
     </diagram>
-</mxfile>
+</mxfile>

docs/en/docs/img/deployment/https/https06.svg

@@ -59,4 +59,4 @@
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-</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>
+</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>

docs/en/docs/img/deployment/https/https07.drawio

@@ -200,4 +200,4 @@
             </root>
         </mxGraphModel>
     </diagram>
-</mxfile>
+</mxfile>

docs/en/docs/img/deployment/https/https07.svg

@@ -59,4 +59,4 @@
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-</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>
+</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>

docs/en/docs/img/deployment/https/https08.drawio

@@ -214,4 +214,4 @@
             </root>
         </mxGraphModel>
     </diagram>
-</mxfile>
+</mxfile>

docs/en/docs/img/deployment/https/https08.svg

@@ -59,4 +59,4 @@
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+</text></switch></g><rect x="430" y="1141" width="220" height="70" fill="#ffffff" stroke="#000000" stroke-width="3" pointer-events="none"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 218px; height: 1px; padding-top: 1176px; margin-left: 431px;"><div style="box-sizing: border-box; font-size: 0; text-align: center; "><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: #000000; line-height: 1.2; pointer-events: none; white-space: normal; word-wrap: normal; "><font face="Roboto" data-font-src="https://fonts.googleapis.com/css?family=Roboto"><span style="font-size: 24px">IP:</span><br /><span style="font-size: 24px">123.124.125.126</span><br /></font></div></div></div></foreignObject><text x="540" y="1180" fill="#000000" font-family="Helvetica" font-size="12px" text-anchor="middle">IP:...</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>

docs/en/docs/img/sponsors/dropbase.svg

@@ -0,0 +1,124 @@
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+<svg
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+   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
+   xmlns:svg="http://www.w3.org/2000/svg"
+   xmlns="http://www.w3.org/2000/svg"
+   width="240.00002"
+   height="100"
+   viewBox="0 0 240.00002 100"
+   fill="none"
+   version="1.1"
+   id="svg35">
+  <metadata
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+    <rdf:RDF>
+      <cc:Work
+         rdf:about="">
+        <dc:format>image/svg+xml</dc:format>
+        <dc:type
+           rdf:resource="http://purl.org/dc/dcmitype/StillImage" />
+        <dc:title></dc:title>
+      </cc:Work>
+    </rdf:RDF>
+  </metadata>
+  <path
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+     fill="#ffffff"
+     id="path2"
+     style="stroke-width:0.0406002" />
+  <g
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