🔖 Release version 0.75.2

Co-authored-by: Devin Conathan <dconatha@amfam.com>

.flake8

@@ -0,0 +1,5 @@
+[flake8]
+max-line-length = 88
+select = C,E,F,W,B,B9
+ignore = E203, E501, W503
+exclude = __init__.py

.github/FUNDING.yml

@@ -0,0 +1 @@
+github: [tiangolo]

.github/ISSUE_TEMPLATE/bug_report.md

@@ -1,62 +0,0 @@
----
-name: Bug report
-about: Create a report to help us improve
-title: "[BUG]"
-labels: bug
-assignees: ''
-
----
-
-### Describe the bug
-
-Write here a clear and concise description of what the bug is.
-
-### To Reproduce
-
-Steps to reproduce the behavior with a minimum self-contained file.
-
-Replace each part with your own scenario:
-
-1. Create a file with:
-
-```Python
-from fastapi import FastAPI
-
-app = FastAPI()
-
-
-@app.get("/")
-def read_root():
-    return {"Hello": "World"}
-```
-
-3. Open the browser and call the endpoint `/`.
-4. It returns a JSON with `{"Hello": "World"}`.
-5. But I expected it to return `{"Hello": "Sara"}`.
-
-### Expected behavior
-
-Add a clear and concise description of what you expected to happen.
-
-### Screenshots
-
-If applicable, add screenshots to help explain your problem.
-
-### Environment
-
-- OS: [e.g. Linux / Windows / macOS]
-- FastAPI Version [e.g. 0.3.0], get it with:
-
-```bash
-python -c "import fastapi; print(fastapi.__version__)"
-```
-
-- Python version, get it with:
-
-```bash
-python --version
-```
-
-### Additional context
-
-Add any other context about the problem here.

.github/ISSUE_TEMPLATE/config.yml

@@ -0,0 +1,4 @@
+blank_issues_enabled: false
+contact_links:
+  - name: Security Contact
+    about: Please report security vulnerabilities to security@tiangolo.com

.github/ISSUE_TEMPLATE/feature-request.yml

@@ -0,0 +1,181 @@
+name: Feature Request
+description: Suggest an idea or ask for a feature that you would like to have in FastAPI
+labels: [enhancement]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        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.
+
+        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. 🤓
+  - type: checkboxes
+    id: checks
+    attributes:
+      label: First Check
+      description: Please confirm and check all the following options.
+      options:
+        - label: I added a very descriptive title to this issue.
+          required: true
+        - label: I used the GitHub search to find a similar issue and didn't find it.
+          required: true
+        - label: I searched the FastAPI documentation, with the integrated search.
+          required: true
+        - label: I already searched in Google "How to X in FastAPI" and didn't find any information.
+          required: true
+        - label: I already read and followed all the tutorial in the docs and didn't find an answer.
+          required: true
+        - label: I already checked if it is not related to FastAPI but to [Pydantic](https://github.com/samuelcolvin/pydantic).
+          required: true
+        - label: I already checked if it is not related to FastAPI but to [Swagger UI](https://github.com/swagger-api/swagger-ui).
+          required: true
+        - label: I already checked if it is not related to FastAPI but to [ReDoc](https://github.com/Redocly/redoc).
+          required: true
+  - type: checkboxes
+    id: help
+    attributes:
+      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.
+
+      options:
+        - label: I commit to help with one of those options 👆
+          required: true
+  - type: textarea
+    id: example
+    attributes:
+      label: Example Code
+      description: |
+        Please add a self-contained, [minimal, reproducible, example](https://stackoverflow.com/help/minimal-reproducible-example) with your use case.
+
+        If I (or someone) can copy it, run it, and see it right away, there's a much higher chance I (or someone) will be able to help you.
+
+      placeholder: |
+        from fastapi import FastAPI
+
+        app = FastAPI()
+
+
+        @app.get("/")
+        def read_root():
+            return {"Hello": "World"}
+      render: python
+    validations:
+      required: true
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: |
+        What is your feature request?
+
+        Write a short description telling me what you are trying to solve and what you are currently doing.
+      placeholder: |
+        * Open the browser and call the endpoint `/`.
+        * It returns a JSON with `{"Hello": "World"}`.
+        * I would like it to have an extra parameter to teleport me to the moon and back.
+    validations:
+      required: true
+  - type: textarea
+    id: wanted-solution
+    attributes:
+      label: Wanted Solution
+      description: |
+        Tell me what's the solution you would like.
+      placeholder: |
+        I would like it to have a `teleport_to_moon` parameter that defaults to `False`, and can be set to `True` to teleport me.
+    validations:
+      required: true
+  - type: textarea
+    id: wanted-code
+    attributes:
+      label: Wanted Code
+      description: Show me an example of how you would want the code to look like.
+      placeholder: |
+        from fastapi import FastAPI
+
+        app = FastAPI()
+
+
+        @app.get("/", teleport_to_moon=True)
+        def read_root():
+            return {"Hello": "World"}
+      render: python
+    validations:
+      required: true
+  - type: textarea
+    id: alternatives
+    attributes:
+      label: Alternatives
+      description: |
+        Tell me about alternatives you've considered.
+      placeholder: |
+        To wait for Space X moon travel plans to drop down long after they release them. But I would rather teleport.
+  - type: dropdown
+    id: os
+    attributes:
+      label: Operating System
+      description: What operating system are you on?
+      multiple: true
+      options:
+        - Linux
+        - Windows
+        - macOS
+        - Other
+    validations:
+      required: true
+  - type: textarea
+    id: os-details
+    attributes:
+      label: Operating System Details
+      description: You can add more details about your operating system here, in particular if you chose "Other".
+  - type: input
+    id: fastapi-version
+    attributes:
+      label: FastAPI Version
+      description: |
+        What FastAPI version are you using?
+
+        You can find the FastAPI version with:
+
+        ```bash
+        python -c "import fastapi; print(fastapi.__version__)"
+        ```
+    validations:
+      required: true
+  - type: input
+    id: python-version
+    attributes:
+      label: Python Version
+      description: |
+        What Python version are you using?
+
+        You can find the Python version with:
+
+        ```bash
+        python --version
+        ```
+    validations:
+      required: true
+  - type: textarea
+    id: context
+    attributes:
+      label: Additional Context
+      description: Add any additional context information or screenshots you think are useful.

.github/ISSUE_TEMPLATE/feature_request.md

@@ -1,26 +0,0 @@
----
-name: Feature request
-about: Suggest an idea for this project
-title: "[FEATURE]"
-labels: enhancement
-assignees: ''
-
----
-
-### Is your feature request related to a problem
-
-Is your feature request related to a problem?
-
-Add a clear and concise description of what the problem is. Ex. I want to be able to [...] but I can't because [...]
-
-### The solution you would like
-
-Add a clear and concise description of what you want to happen.
-
-### Describe alternatives you've considered
-
-Add a clear and concise description of any alternative solutions or features you've considered.
-
-### Additional context
-
-Add any other context or screenshots about the feature request here.

.github/ISSUE_TEMPLATE/question.md

@@ -1,24 +0,0 @@
----
-name: Question
-about: Ask a question
-title: "[QUESTION]"
-labels: question
-assignees: ''
-
----
-
-### First check
-
-* [ ] I used the GitHub search to find a similar issue and didn't find it.
-* [ ] I searched the FastAPI documentation, with the integrated search.
-* [ ] I already searched in Google "How to X in FastAPI" and didn't find any information.
-
-### Description
-
-How can I [...]?
-
-Is it possible to [...]?
-
-### Additional context
-
-Add any other context or screenshots about the feature request here.

.github/ISSUE_TEMPLATE/question.yml

@@ -0,0 +1,146 @@
+name: Question or Problem
+description: Ask a question or ask about a problem
+labels: [question]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        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.
+
+        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. 🤓
+  - type: checkboxes
+    id: checks
+    attributes:
+      label: First Check
+      description: Please confirm and check all the following options.
+      options:
+        - label: I added a very descriptive title to this issue.
+          required: true
+        - label: I used the GitHub search to find a similar issue and didn't find it.
+          required: true
+        - label: I searched the FastAPI documentation, with the integrated search.
+          required: true
+        - label: I already searched in Google "How to X in FastAPI" and didn't find any information.
+          required: true
+        - label: I already read and followed all the tutorial in the docs and didn't find an answer.
+          required: true
+        - label: I already checked if it is not related to FastAPI but to [Pydantic](https://github.com/samuelcolvin/pydantic).
+          required: true
+        - label: I already checked if it is not related to FastAPI but to [Swagger UI](https://github.com/swagger-api/swagger-ui).
+          required: true
+        - label: I already checked if it is not related to FastAPI but to [ReDoc](https://github.com/Redocly/redoc).
+          required: true
+  - type: checkboxes
+    id: help
+    attributes:
+      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.
+
+      options:
+        - label: I commit to help with one of those options 👆
+          required: true
+  - type: textarea
+    id: example
+    attributes:
+      label: Example Code
+      description: |
+        Please add a self-contained, [minimal, reproducible, example](https://stackoverflow.com/help/minimal-reproducible-example) with your use case.
+
+        If I (or someone) can copy it, run it, and see it right away, there's a much higher chance I (or someone) will be able to help you.
+
+      placeholder: |
+        from fastapi import FastAPI
+
+        app = FastAPI()
+
+
+        @app.get("/")
+        def read_root():
+            return {"Hello": "World"}
+      render: python
+    validations:
+      required: true
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: |
+        What is the problem, question, or error?
+
+        Write a short description telling me what you are doing, what you expect to happen, and what is currently happening.
+      placeholder: |
+        * Open the browser and call the endpoint `/`.
+        * It returns a JSON with `{"Hello": "World"}`.
+        * But I expected it to return `{"Hello": "Sara"}`.
+    validations:
+      required: true
+  - type: dropdown
+    id: os
+    attributes:
+      label: Operating System
+      description: What operating system are you on?
+      multiple: true
+      options:
+        - Linux
+        - Windows
+        - macOS
+        - Other
+    validations:
+      required: true
+  - type: textarea
+    id: os-details
+    attributes:
+      label: Operating System Details
+      description: You can add more details about your operating system here, in particular if you chose "Other".
+  - type: input
+    id: fastapi-version
+    attributes:
+      label: FastAPI Version
+      description: |
+        What FastAPI version are you using?
+
+        You can find the FastAPI version with:
+
+        ```bash
+        python -c "import fastapi; print(fastapi.__version__)"
+        ```
+    validations:
+      required: true
+  - type: input
+    id: python-version
+    attributes:
+      label: Python Version
+      description: |
+        What Python version are you using?
+
+        You can find the Python version with:
+
+        ```bash
+        python --version
+        ```
+    validations:
+      required: true
+  - type: textarea
+    id: context
+    attributes:
+      label: Additional Context
+      description: Add any additional context information or screenshots you think are useful.

.github/actions/comment-docs-preview-in-pr/Dockerfile

@@ -0,0 +1,7 @@
+FROM python:3.7
+
+RUN pip install httpx "pydantic==1.5.1" pygithub
+
+COPY ./app /app
+
+CMD ["python", "/app/main.py"]

.github/actions/comment-docs-preview-in-pr/action.yml

@@ -0,0 +1,13 @@
+name: Comment Docs Preview in PR
+description: Comment with the docs URL preview in the PR
+author: Sebastián Ramírez <tiangolo@gmail.com>
+inputs:
+  token:
+    description: Token for the repo. Can be passed in using {{ secrets.GITHUB_TOKEN }}
+    required: true
+  deploy_url:
+    description: The deployment URL to comment in the PR
+    required: true
+runs:
+  using: docker
+  image: Dockerfile

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

@@ -0,0 +1,70 @@
+import logging
+import sys
+from pathlib import Path
+from typing import Optional
+
+import httpx
+from github import Github
+from github.PullRequest import PullRequest
+from pydantic import BaseModel, BaseSettings, SecretStr, ValidationError
+
+github_api = "https://api.github.com"
+
+
+class Settings(BaseSettings):
+    github_repository: str
+    github_event_path: Path
+    github_event_name: Optional[str] = None
+    input_token: SecretStr
+    input_deploy_url: str
+
+
+class PartialGithubEventHeadCommit(BaseModel):
+    id: str
+
+
+class PartialGithubEventWorkflowRun(BaseModel):
+    head_commit: PartialGithubEventHeadCommit
+
+
+class PartialGithubEvent(BaseModel):
+    workflow_run: PartialGithubEventWorkflowRun
+
+
+if __name__ == "__main__":
+    logging.basicConfig(level=logging.INFO)
+    settings = Settings()
+    logging.info(f"Using config: {settings.json()}")
+    g = Github(settings.input_token.get_secret_value())
+    repo = g.get_repo(settings.github_repository)
+    try:
+        event = PartialGithubEvent.parse_file(settings.github_event_path)
+    except ValidationError as e:
+        logging.error(f"Error parsing event file: {e.errors()}")
+        sys.exit(0)
+    use_pr: Optional[PullRequest] = 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}"
+        )
+        sys.exit(0)
+    github_headers = {
+        "Authorization": f"token {settings.input_token.get_secret_value()}"
+    }
+    url = f"{github_api}/repos/{settings.github_repository}/issues/{use_pr.number}/comments"
+    logging.info(f"Using comments URL: {url}")
+    response = httpx.post(
+        url,
+        headers=github_headers,
+        json={
+            "body": f"📝 Docs preview for commit {use_pr.head.sha} at: {settings.input_deploy_url}"
+        },
+    )
+    if not (200 <= response.status_code <= 300):
+        logging.error(f"Error posting comment: {response.text}")
+        sys.exit(1)
+    logging.info("Finished")

.github/actions/notify-translations/Dockerfile

@@ -0,0 +1,7 @@
+FROM python:3.7
+
+RUN pip install httpx PyGithub "pydantic==1.5.1" "pyyaml>=5.3.1,<6.0.0"
+
+COPY ./app /app
+
+CMD ["python", "/app/main.py"]

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

@@ -0,0 +1,10 @@
+name: "Notify Translations"
+description: "Notify in the issue for a translation when there's a new PR available"
+author: "Sebastián Ramírez <tiangolo@gmail.com>"
+inputs:
+  token:
+    description: 'Token, to read the GitHub API. Can be passed in using {{ secrets.GITHUB_TOKEN }}'
+    required: true
+runs:
+  using: 'docker'
+  image: 'Dockerfile'

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

@@ -0,0 +1,104 @@
+import logging
+import time
+from pathlib import Path
+import random
+from typing import Dict, Optional
+
+import yaml
+from github import Github
+from pydantic import BaseModel, BaseSettings, SecretStr
+
+awaiting_label = "awaiting review"
+lang_all_label = "lang-all"
+approved_label = "approved-2"
+translations_path = Path(__file__).parent / "translations.yml"
+
+
+class Settings(BaseSettings):
+    github_repository: str
+    input_token: SecretStr
+    github_event_path: Path
+    github_event_name: Optional[str] = None
+    input_debug: Optional[bool] = False
+
+
+class PartialGitHubEventIssue(BaseModel):
+    number: int
+
+
+class PartialGitHubEvent(BaseModel):
+    pull_request: PartialGitHubEventIssue
+
+
+if __name__ == "__main__":
+    settings = Settings()
+    if settings.input_debug:
+        logging.basicConfig(level=logging.DEBUG)
+    else:
+        logging.basicConfig(level=logging.INFO)
+    logging.debug(f"Using config: {settings.json()}")
+    g = Github(settings.input_token.get_secret_value())
+    repo = g.get_repo(settings.github_repository)
+    if not settings.github_event_path.is_file():
+        raise RuntimeError(
+            f"No github event file available at: {settings.github_event_path}"
+        )
+    contents = settings.github_event_path.read_text()
+    github_event = PartialGitHubEvent.parse_raw(contents)
+    translations_map: Dict[str, int] = yaml.safe_load(translations_path.read_text())
+    logging.debug(f"Using translations map: {translations_map}")
+    sleep_time = random.random() * 10  # random number between 0 and 10 seconds
+    pr = repo.get_pull(github_event.pull_request.number)
+    logging.debug(
+        f"Processing PR: {pr.number}, with anti-race condition sleep time: {sleep_time}"
+    )
+    if pr.state == "open":
+        logging.debug(f"PR is open: {pr.number}")
+        label_strs = set([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}"
+            )
+            if approved_label in label_strs:
+                message = (
+                    f"It seems this PR already has the approved label: {pr.number}"
+                )
+                logging.error(message)
+                raise RuntimeError(message)
+            langs = []
+            for label in label_strs:
+                if label.startswith("lang-") and not label == lang_all_label:
+                    langs.append(label[5:])
+            for lang in langs:
+                if lang in translations_map:
+                    num = translations_map[lang]
+                    logging.info(
+                        f"Found a translation issue for language: {lang} in issue: {num}"
+                    )
+                    issue = repo.get_issue(num)
+                    message = f"Good news everyone! 😉 There's a new translation PR to be reviewed: #{pr.number} 🎉"
+                    already_notified = False
+                    time.sleep(sleep_time)
+                    logging.info(
+                        f"Sleeping for {sleep_time} seconds to avoid race conditions and multiple comments"
+                    )
+                    logging.info(
+                        f"Checking current comments in issue: {num} to see if already notified about this PR: {pr.number}"
+                    )
+                    for comment in issue.get_comments():
+                        if message in comment.body:
+                            already_notified = True
+                    if not already_notified:
+                        logging.info(
+                            f"Writing comment in issue: {num} about PR: {pr.number}"
+                        )
+                        issue.create_comment(message)
+                    else:
+                        logging.info(
+                            f"Issue: {num} was already notified of PR: {pr.number}"
+                        )
+    else:
+        logging.info(
+            f"Changing labels in a closed PR doesn't trigger comments, PR: {pr.number}"
+        )
+    logging.info("Finished")

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

@@ -0,0 +1,16 @@
+pt: 1211
+es: 1218
+zh: 1228
+ru: 1362
+it: 1556
+ja: 1572
+uk: 1748
+tr: 1892
+fr: 1972
+ko: 2017
+sq: 2041
+pl: 3169
+de: 3716
+id: 3717
+az: 3994
+nl: 4701

.github/actions/people/Dockerfile

@@ -0,0 +1,7 @@
+FROM python:3.7
+
+RUN pip install httpx PyGithub "pydantic==1.5.1" "pyyaml>=5.3.1,<6.0.0"
+
+COPY ./app /app
+
+CMD ["python", "/app/main.py"]

.github/actions/people/action.yml

@@ -0,0 +1,13 @@
+name: "Generate FastAPI People"
+description: "Generate the data for the FastAPI People page"
+author: "Sebastián Ramírez <tiangolo@gmail.com>"
+inputs:
+  token:
+    description: 'User token, to read the GitHub API. Can be passed in using {{ secrets.ACTION_TOKEN }}'
+    required: true
+  standard_token:
+    description: 'Default GitHub Action token, used for the PR. Can be passed in using {{ secrets.GITHUB_TOKEN }}'
+    required: true
+runs:
+  using: 'docker'
+  image: 'Dockerfile'

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

@@ -0,0 +1,538 @@
+import logging
+import subprocess
+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
+
+import httpx
+import yaml
+from github import Github
+from pydantic import BaseModel, BaseSettings, SecretStr
+
+github_graphql_url = "https://api.github.com/graphql"
+
+issues_query = """
+query Q($after: String) { 
+  repository(name: "fastapi", owner: "tiangolo") {
+    issues(first: 100, after: $after) {
+      edges {
+        cursor
+        node {
+          number
+          author {
+            login
+            avatarUrl
+            url
+          }
+          title
+          createdAt
+          state
+          comments(first: 100) {
+            nodes {
+              createdAt
+              author {
+                login
+                avatarUrl
+                url
+              }
+            }
+          }
+        }
+      }
+    }
+  }
+}
+"""
+
+prs_query = """
+query Q($after: String) { 
+  repository(name: "fastapi", owner: "tiangolo") {
+    pullRequests(first: 100, after: $after) {
+      edges {
+        cursor
+        node {
+          number
+          labels(first: 100) {
+            nodes {
+              name
+            }
+          }
+          author {
+            login
+            avatarUrl
+            url
+          }
+          title
+          createdAt
+          state
+          comments(first: 100) {
+            nodes {
+              createdAt
+              author {
+                login
+                avatarUrl
+                url
+              }
+            }
+          }
+          reviews(first:100) {
+            nodes {
+              author {
+                login
+                avatarUrl
+                url
+              }
+              state
+            }
+          }
+        }
+      }
+    }
+  }
+}
+"""
+
+sponsors_query = """
+query Q($after: String) {
+  user(login: "tiangolo") {
+    sponsorshipsAsMaintainer(first: 100, after: $after) {
+      edges {
+        cursor
+        node {
+          sponsorEntity {
+            ... on Organization {
+              login
+              avatarUrl
+              url
+            }
+            ... on User {
+              login
+              avatarUrl
+              url
+            }
+          }
+          tier {
+            name
+            monthlyPriceInDollars
+          }
+        }
+      }
+    }
+  }
+}
+"""
+
+
+class Author(BaseModel):
+    login: str
+    avatarUrl: str
+    url: str
+
+
+class CommentsNode(BaseModel):
+    createdAt: datetime
+    author: Optional[Author] = None
+
+
+class Comments(BaseModel):
+    nodes: List[CommentsNode]
+
+
+class IssuesNode(BaseModel):
+    number: int
+    author: Optional[Author] = None
+    title: str
+    createdAt: datetime
+    state: str
+    comments: Comments
+
+
+class IssuesEdge(BaseModel):
+    cursor: str
+    node: IssuesNode
+
+
+class Issues(BaseModel):
+    edges: List[IssuesEdge]
+
+
+class IssuesRepository(BaseModel):
+    issues: Issues
+
+
+class IssuesResponseData(BaseModel):
+    repository: IssuesRepository
+
+
+class IssuesResponse(BaseModel):
+    data: IssuesResponseData
+
+
+class LabelNode(BaseModel):
+    name: str
+
+
+class Labels(BaseModel):
+    nodes: List[LabelNode]
+
+
+class ReviewNode(BaseModel):
+    author: Optional[Author] = None
+    state: str
+
+
+class Reviews(BaseModel):
+    nodes: List[ReviewNode]
+
+
+class PullRequestNode(BaseModel):
+    number: int
+    labels: Labels
+    author: Optional[Author] = None
+    title: str
+    createdAt: datetime
+    state: str
+    comments: Comments
+    reviews: Reviews
+
+
+class PullRequestEdge(BaseModel):
+    cursor: str
+    node: PullRequestNode
+
+
+class PullRequests(BaseModel):
+    edges: List[PullRequestEdge]
+
+
+class PRsRepository(BaseModel):
+    pullRequests: PullRequests
+
+
+class PRsResponseData(BaseModel):
+    repository: PRsRepository
+
+
+class PRsResponse(BaseModel):
+    data: PRsResponseData
+
+
+class SponsorEntity(BaseModel):
+    login: str
+    avatarUrl: str
+    url: str
+
+
+class Tier(BaseModel):
+    name: str
+    monthlyPriceInDollars: float
+
+
+class SponsorshipAsMaintainerNode(BaseModel):
+    sponsorEntity: SponsorEntity
+    tier: Tier
+
+
+class SponsorshipAsMaintainerEdge(BaseModel):
+    cursor: str
+    node: SponsorshipAsMaintainerNode
+
+
+class SponsorshipAsMaintainer(BaseModel):
+    edges: List[SponsorshipAsMaintainerEdge]
+
+
+class SponsorsUser(BaseModel):
+    sponsorshipsAsMaintainer: SponsorshipAsMaintainer
+
+
+class SponsorsResponseData(BaseModel):
+    user: SponsorsUser
+
+
+class SponsorsResponse(BaseModel):
+    data: SponsorsResponseData
+
+
+class Settings(BaseSettings):
+    input_token: SecretStr
+    input_standard_token: SecretStr
+    github_repository: str
+
+
+def get_graphql_response(
+    *, settings: Settings, query: str, after: Optional[str] = None
+):
+    headers = {"Authorization": f"token {settings.input_token.get_secret_value()}"}
+    variables = {"after": after}
+    response = httpx.post(
+        github_graphql_url,
+        headers=headers,
+        json={"query": query, "variables": variables, "operationName": "Q"},
+    )
+    if not response.status_code == 200:
+        logging.error(f"Response was not 200, after: {after}")
+        logging.error(response.text)
+        raise RuntimeError(response.text)
+    data = response.json()
+    return data
+
+
+def get_graphql_issue_edges(*, settings: Settings, after: Optional[str] = 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):
+    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):
+    data = get_graphql_response(settings=settings, query=sponsors_query, after=after)
+    graphql_response = SponsorsResponse.parse_obj(data)
+    return graphql_response.data.user.sponsorshipsAsMaintainer.edges
+
+
+def get_experts(settings: Settings):
+    issue_nodes: List[IssuesNode] = []
+    issue_edges = get_graphql_issue_edges(settings=settings)
+
+    while issue_edges:
+        for edge in issue_edges:
+            issue_nodes.append(edge.node)
+        last_edge = issue_edges[-1]
+        issue_edges = get_graphql_issue_edges(settings=settings, after=last_edge.cursor)
+
+    commentors = Counter()
+    last_month_commentors = Counter()
+    authors: Dict[str, Author] = {}
+
+    now = datetime.now(tz=timezone.utc)
+    one_month_ago = now - timedelta(days=30)
+
+    for issue in issue_nodes:
+        issue_author_name = None
+        if issue.author:
+            authors[issue.author.login] = issue.author
+            issue_author_name = issue.author.login
+        issue_commentors = set()
+        for comment in issue.comments.nodes:
+            if comment.author:
+                authors[comment.author.login] = comment.author
+                if comment.author.login == issue_author_name:
+                    continue
+                issue_commentors.add(comment.author.login)
+        for author_name in issue_commentors:
+            commentors[author_name] += 1
+            if issue.createdAt > one_month_ago:
+                last_month_commentors[author_name] += 1
+    return commentors, last_month_commentors, authors
+
+
+def get_contributors(settings: Settings):
+    pr_nodes: List[PullRequestNode] = []
+    pr_edges = get_graphql_pr_edges(settings=settings)
+
+    while pr_edges:
+        for edge in pr_edges:
+            pr_nodes.append(edge.node)
+        last_edge = pr_edges[-1]
+        pr_edges = get_graphql_pr_edges(settings=settings, after=last_edge.cursor)
+
+    contributors = Counter()
+    commentors = Counter()
+    reviewers = Counter()
+    authors: Dict[str, Author] = {}
+
+    for pr in pr_nodes:
+        author_name = None
+        if pr.author:
+            authors[pr.author.login] = pr.author
+            author_name = pr.author.login
+        pr_commentors: Set[str] = set()
+        pr_reviewers: Set[str] = set()
+        for comment in pr.comments.nodes:
+            if comment.author:
+                authors[comment.author.login] = comment.author
+                if comment.author.login == author_name:
+                    continue
+                pr_commentors.add(comment.author.login)
+        for author_name in pr_commentors:
+            commentors[author_name] += 1
+        for review in pr.reviews.nodes:
+            if review.author:
+                authors[review.author.login] = review.author
+                pr_reviewers.add(review.author.login)
+        for reviewer in pr_reviewers:
+            reviewers[reviewer] += 1
+        if pr.state == "MERGED" and pr.author:
+            contributors[pr.author.login] += 1
+    return contributors, commentors, reviewers, authors
+
+
+def get_individual_sponsors(settings: Settings):
+    nodes: List[SponsorshipAsMaintainerNode] = []
+    edges = get_graphql_sponsor_edges(settings=settings)
+
+    while edges:
+        for edge in edges:
+            nodes.append(edge.node)
+        last_edge = edges[-1]
+        edges = get_graphql_sponsor_edges(settings=settings, after=last_edge.cursor)
+
+    tiers: DefaultDict[float, Dict[str, SponsorEntity]] = defaultdict(dict)
+    for node in nodes:
+        tiers[node.tier.monthlyPriceInDollars][
+            node.sponsorEntity.login
+        ] = node.sponsorEntity
+    return tiers
+
+
+def get_top_users(
+    *,
+    counter: Counter,
+    min_count: int,
+    authors: Dict[str, Author],
+    skip_users: Container[str],
+):
+    users = []
+    for commentor, count in counter.most_common(50):
+        if commentor in skip_users:
+            continue
+        if count >= min_count:
+            author = authors[commentor]
+            users.append(
+                {
+                    "login": commentor,
+                    "count": count,
+                    "avatarUrl": author.avatarUrl,
+                    "url": author.url,
+                }
+            )
+    return users
+
+
+if __name__ == "__main__":
+    logging.basicConfig(level=logging.INFO)
+    settings = Settings()
+    logging.info(f"Using config: {settings.json()}")
+    g = Github(settings.input_standard_token.get_secret_value())
+    repo = g.get_repo(settings.github_repository)
+    issue_commentors, issue_last_month_commentors, issue_authors = get_experts(
+        settings=settings
+    )
+    contributors, pr_commentors, reviewers, pr_authors = get_contributors(
+        settings=settings
+    )
+    authors = {**issue_authors, **pr_authors}
+    maintainers_logins = {"tiangolo"}
+    bot_names = {"codecov", "github-actions"}
+    maintainers = []
+    for login in maintainers_logins:
+        user = authors[login]
+        maintainers.append(
+            {
+                "login": login,
+                "answers": issue_commentors[login],
+                "prs": contributors[login],
+                "avatarUrl": user.avatarUrl,
+                "url": user.url,
+            }
+        )
+
+    min_count_expert = 10
+    min_count_last_month = 3
+    min_count_contributor = 4
+    min_count_reviewer = 4
+    skip_users = maintainers_logins | bot_names
+    experts = get_top_users(
+        counter=issue_commentors,
+        min_count=min_count_expert,
+        authors=authors,
+        skip_users=skip_users,
+    )
+    last_month_active = get_top_users(
+        counter=issue_last_month_commentors,
+        min_count=min_count_last_month,
+        authors=authors,
+        skip_users=skip_users,
+    )
+    top_contributors = get_top_users(
+        counter=contributors,
+        min_count=min_count_contributor,
+        authors=authors,
+        skip_users=skip_users,
+    )
+    top_reviewers = get_top_users(
+        counter=reviewers,
+        min_count=min_count_reviewer,
+        authors=authors,
+        skip_users=skip_users,
+    )
+
+    tiers = get_individual_sponsors(settings=settings)
+    keys = list(tiers.keys())
+    keys.sort(reverse=True)
+    sponsors = []
+    for key in keys:
+        sponsor_group = []
+        for login, sponsor in tiers[key].items():
+            sponsor_group.append(
+                {"login": login, "avatarUrl": sponsor.avatarUrl, "url": sponsor.url}
+            )
+        sponsors.append(sponsor_group)
+
+    people = {
+        "maintainers": maintainers,
+        "experts": experts,
+        "last_month_active": last_month_active,
+        "top_contributors": top_contributors,
+        "top_reviewers": top_reviewers,
+    }
+    github_sponsors = {
+        "sponsors": sponsors,
+    }
+    people_path = Path("./docs/en/data/people.yml")
+    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
+    ):
+        logging.info("The FastAPI People data hasn't changed, finishing.")
+        sys.exit(0)
+    people_path.write_text(new_people_content, encoding="utf-8")
+    github_sponsors_path.write_text(new_github_sponsors_content, encoding="utf-8")
+    logging.info("Setting up GitHub Actions git user")
+    subprocess.run(["git", "config", "user.name", "github-actions"], check=True)
+    subprocess.run(
+        ["git", "config", "user.email", "github-actions@github.com"], check=True
+    )
+    branch_name = "fastapi-people"
+    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), str(github_sponsors_path)], check=True
+    )
+    logging.info("Committing updated file")
+    message = "👥 Update FastAPI People"
+    result = subprocess.run(["git", "commit", "-m", message], check=True)
+    logging.info("Pushing branch")
+    subprocess.run(["git", "push", "origin", branch_name], check=True)
+    logging.info("Creating PR")
+    pr = repo.create_pull(title=message, body=message, base="master", head=branch_name)
+    logging.info(f"Created PR: {pr.number}")
+    logging.info("Finished")

.github/actions/watch-previews/Dockerfile

@@ -0,0 +1,7 @@
+FROM python:3.7
+
+RUN pip install httpx PyGithub "pydantic==1.5.1"
+
+COPY ./app /app
+
+CMD ["python", "/app/main.py"]

.github/actions/watch-previews/action.yml

@@ -0,0 +1,10 @@
+name: "Watch docs previews in PRs"
+description: "Check PRs and trigger new docs deploys"
+author: "Sebastián Ramírez <tiangolo@gmail.com>"
+inputs:
+  token:
+    description: 'Token for the repo. Can be passed in using {{ secrets.GITHUB_TOKEN }}'
+    required: true
+runs:
+  using: 'docker'
+  image: 'Dockerfile'

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

@@ -0,0 +1,101 @@
+import logging
+from datetime import datetime
+from pathlib import Path
+from typing import List, Optional
+
+import httpx
+from github import Github
+from github.NamedUser import NamedUser
+from pydantic import BaseModel, BaseSettings, SecretStr
+
+github_api = "https://api.github.com"
+netlify_api = "https://api.netlify.com"
+
+
+class Settings(BaseSettings):
+    input_token: SecretStr
+    github_repository: str
+    github_event_path: Path
+    github_event_name: Optional[str] = None
+
+
+class Artifact(BaseModel):
+    id: int
+    node_id: str
+    name: str
+    size_in_bytes: int
+    url: str
+    archive_download_url: str
+    expired: bool
+    created_at: datetime
+    updated_at: datetime
+
+
+class ArtifactResponse(BaseModel):
+    total_count: int
+    artifacts: List[Artifact]
+
+
+def get_message(commit: str) -> str:
+    return f"Docs preview for commit {commit} at"
+
+
+if __name__ == "__main__":
+    logging.basicConfig(level=logging.INFO)
+    settings = Settings()
+    logging.info(f"Using config: {settings.json()}")
+    g = Github(settings.input_token.get_secret_value())
+    repo = g.get_repo(settings.github_repository)
+    owner: NamedUser = repo.owner
+    headers = {"Authorization": f"token {settings.input_token.get_secret_value()}"}
+    prs = list(repo.get_pulls(state="open"))
+    response = httpx.get(
+        f"{github_api}/repos/{settings.github_repository}/actions/artifacts",
+        headers=headers,
+    )
+    data = response.json()
+    artifacts_response = ArtifactResponse.parse_obj(data)
+    for pr in prs:
+        logging.info("-----")
+        logging.info(f"Processing PR #{pr.number}: {pr.title}")
+        pr_comments = list(pr.get_issue_comments())
+        pr_commits = list(pr.get_commits())
+        last_commit = pr_commits[0]
+        for pr_commit in pr_commits:
+            if pr_commit.commit.author.date > last_commit.commit.author.date:
+                last_commit = pr_commit
+        commit = last_commit.commit.sha
+        logging.info(f"Last commit: {commit}")
+        message = get_message(commit)
+        notified = False
+        for pr_comment in pr_comments:
+            if message in pr_comment.body:
+                notified = True
+        logging.info(f"Docs preview was notified: {notified}")
+        if not notified:
+            artifact_name = f"docs-zip-{commit}"
+            use_artifact: Optional[Artifact] = None
+            for artifact in artifacts_response.artifacts:
+                if artifact.name == artifact_name:
+                    use_artifact = artifact
+                    break
+            if not use_artifact:
+                logging.info("Artifact not available")
+            else:
+                logging.info(f"Existing artifact: {use_artifact.name}")
+                response = httpx.post(
+                    "https://api.github.com/repos/tiangolo/fastapi/actions/workflows/preview-docs.yml/dispatches",
+                    headers=headers,
+                    json={
+                        "ref": "master",
+                        "inputs": {
+                            "pr": f"{pr.number}",
+                            "name": artifact_name,
+                            "commit": commit,
+                        },
+                    },
+                )
+                logging.info(
+                    f"Trigger sent, response status: {response.status_code} - content: {response.content}"
+                )
+    logging.info("Finished")

.github/workflows/build-docs.yml

@@ -0,0 +1,52 @@
+name: Build Docs
+on:
+  push:
+    branches:
+      - master
+  pull_request:
+    types: [opened, synchronize]
+jobs:
+  build-docs:
+    runs-on: ubuntu-18.04
+    steps:
+      - name: Dump GitHub context
+        env:
+          GITHUB_CONTEXT: ${{ toJson(github) }}
+        run: echo "$GITHUB_CONTEXT"
+      - uses: actions/checkout@v2
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: "3.7"
+      - uses: actions/cache@v2
+        id: cache
+        with:
+          path: ${{ env.pythonLocation }}
+          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml') }}-docs-v2
+      - name: Install Flit
+        if: steps.cache.outputs.cache-hit != 'true'
+        run: python3.7 -m pip install flit
+      - name: Install docs extras
+        if: steps.cache.outputs.cache-hit != 'true'
+        run: python3.7 -m flit install --deps production --extras doc
+      - name: Install Material for MkDocs Insiders
+        if: github.event.pull_request.head.repo.fork == false && steps.cache.outputs.cache-hit != 'true'
+        run: pip install git+https://${{ 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
+        with:
+          name: docs-zip
+          path: ./docs.zip
+      - name: Deploy to Netlify
+        uses: nwtgck/actions-netlify@v1.1.5
+        with:
+          publish-dir: './site'
+          production-branch: master
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          enable-commit-comment: false
+        env:
+          NETLIFY_AUTH_TOKEN: ${{ secrets.NETLIFY_AUTH_TOKEN }}
+          NETLIFY_SITE_ID: ${{ secrets.NETLIFY_SITE_ID }}

.github/workflows/deploy-docs.yml

@@ -1,29 +0,0 @@
-name: Build and Deploy to Netlify
-on:
-  push:
-  pull_request:
-    types: [opened, synchronize]
-jobs:
-  build:
-    runs-on: ubuntu-18.04
-    steps:
-      - uses: actions/checkout@v2
-      - name: Set up Python
-        uses: actions/setup-python@v1
-        with:
-          python-version: "3.7"
-      - name: Install Flit
-        run: python3.7 -m pip install flit
-      - name: Install docs extras
-        run: python3.7 -m flit install --extras doc
-      - name: Build MkDocs
-        run: python3.7 -m mkdocs build
-      - name: Deploy to Netlify
-        uses: nwtgck/actions-netlify@v1.0.3
-        with:
-          publish-dir: './site'
-          production-branch: master
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-        env:
-          NETLIFY_AUTH_TOKEN: ${{ secrets.NETLIFY_AUTH_TOKEN }}
-          NETLIFY_SITE_ID: ${{ secrets.NETLIFY_SITE_ID }}

.github/workflows/issue-manager.yml

@@ -0,0 +1,30 @@
+name: Issue Manager
+
+on:
+  schedule:
+    - cron: "0 0 * * *"
+  issue_comment:
+    types:
+      - created
+  issues:
+    types:
+      - labeled
+  pull_request_target:
+    types:
+      - labeled
+  workflow_dispatch:
+
+jobs:
+  issue-manager:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: tiangolo/issue-manager@0.4.0
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          config: >
+            {
+              "answered": {
+                "delay": 864000,
+                "message": "Assuming the original need was handled, this will be automatically closed now. But feel free to add more comments or create new issues or PRs."
+              }
+            }

.github/workflows/label-approved.yml

@@ -0,0 +1,13 @@
+name: Label Approved
+
+on:
+  schedule:
+    - cron: "0 12 * * *"
+
+jobs:
+  label-approved:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: docker://tiangolo/label-approved:0.0.2
+      with:
+        token: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/latest-changes.yml

@@ -0,0 +1,40 @@
+name: Latest Changes
+
+on:
+  pull_request_target:
+    branches:
+      - master
+    types:
+      - closed
+  workflow_dispatch:
+    inputs:
+      number:
+        description: PR number
+        required: true
+      debug_enabled:
+        description: 'Run the build with tmate debugging enabled (https://github.com/marketplace/actions/debugging-with-tmate)'     
+        required: false
+        default: false
+
+jobs:
+  latest-changes:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          # To allow latest-changes to commit to master
+          token: ${{ secrets.ACTIONS_TOKEN }}
+      # Allow debugging with tmate
+      - name: Setup tmate session
+        uses: mxschmitt/action-tmate@v3
+        if: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.debug_enabled }}
+        with:
+          limit-access-to-actor: true
+          token: ${{ secrets.ACTIONS_TOKEN }}
+          standard_token: ${{ secrets.GITHUB_TOKEN }}
+      - uses: docker://tiangolo/latest-changes:0.0.3
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          latest_changes_file: docs/en/docs/release-notes.md
+          latest_changes_header: '## Latest Changes\n\n'
+          debug_logs: true

.github/workflows/main.yml

@@ -1,19 +0,0 @@
-on:
-  schedule:
-  - cron: "0 0 * * *"
-
-jobs:
-  issue-manager:
-    runs-on: ubuntu-latest
-    steps:
-    - uses: tiangolo/issue-manager@master
-      with:
-        token: ${{ secrets.GITHUB_TOKEN }}
-        config: >
-            {
-              "answered": {
-                "users": ["tiangolo", "dmontagu"],
-                "delay": 864000,
-                "message": "Assuming the original issue was solved, it will be automatically closed now. But feel free to add more comments or create new issues."
-              }
-            }

.github/workflows/notify-translations.yml

@@ -0,0 +1,21 @@
+name: Notify Translations
+
+on:
+  pull_request_target:
+    types:
+      - labeled
+
+jobs:
+  notify-translations:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+      # Allow debugging with tmate
+      - name: Setup tmate session
+        uses: mxschmitt/action-tmate@v3
+        if: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.debug_enabled }}
+        with:
+          limit-access-to-actor: true
+      - uses: ./.github/actions/notify-translations
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/people.yml

@@ -0,0 +1,29 @@
+name: FastAPI People
+
+on:
+  schedule:
+    - cron: "0 14 1 * *"
+  workflow_dispatch:
+    inputs:
+      debug_enabled:
+        description: 'Run the build with tmate debugging enabled (https://github.com/marketplace/actions/debugging-with-tmate)'     
+        required: false
+        default: false
+
+jobs:
+  fastapi-people:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+      # Allow debugging with tmate
+      - name: Setup tmate session
+        uses: mxschmitt/action-tmate@v3
+        if: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.debug_enabled }}
+        with:
+          limit-access-to-actor: true
+          token: ${{ secrets.ACTIONS_TOKEN }}
+          standard_token: ${{ secrets.GITHUB_TOKEN }}
+      - uses: ./.github/actions/people
+        with:
+          token: ${{ secrets.ACTIONS_TOKEN }}
+          standard_token: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/preview-docs.yml

@@ -0,0 +1,41 @@
+name: Preview Docs
+on:
+  workflow_run:
+    workflows:
+      - Build Docs
+    types: 
+      - completed
+
+jobs:
+  preview-docs:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+      - name: Download Artifact Docs
+        uses: dawidd6/action-download-artifact@v2.9.0
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          workflow: build-docs.yml
+          run_id: ${{ github.event.workflow_run.id }}
+          name: docs-zip
+      - name: Unzip docs
+        run: |
+          rm -rf ./site
+          unzip docs.zip
+          rm -f docs.zip
+      - name: Deploy to Netlify
+        id: netlify
+        uses: nwtgck/actions-netlify@v1.1.5
+        with:
+          publish-dir: './site'
+          production-deploy: false
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          enable-commit-comment: false
+        env:
+          NETLIFY_AUTH_TOKEN: ${{ secrets.NETLIFY_AUTH_TOKEN }}
+          NETLIFY_SITE_ID: ${{ secrets.NETLIFY_SITE_ID }}
+      - name: Comment Deploy
+        uses: ./.github/actions/comment-docs-preview-in-pr
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          deploy_url: "${{ steps.netlify.outputs.deploy-url }}"

.github/workflows/publish.yml

@@ -0,0 +1,46 @@
+name: Publish
+
+on:
+  release:
+    types:
+      - created
+
+jobs:
+  publish:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Dump GitHub context
+        env:
+          GITHUB_CONTEXT: ${{ toJson(github) }}
+        run: echo "$GITHUB_CONTEXT"
+      - uses: actions/checkout@v2
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: "3.6"
+      - uses: actions/cache@v2
+        id: cache
+        with:
+          path: ${{ env.pythonLocation }}
+          key: ${{ runner.os }}-python-${{ env.pythonLocation }}-${{ hashFiles('pyproject.toml') }}-publish
+      - 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: Publish
+        env:
+          FLIT_USERNAME: ${{ secrets.FLIT_USERNAME }}
+          FLIT_PASSWORD: ${{ secrets.FLIT_PASSWORD }}
+        run: bash scripts/publish.sh
+      - name: Dump GitHub context
+        env:
+          GITHUB_CONTEXT: ${{ toJson(github) }}
+        run: echo "$GITHUB_CONTEXT"
+      # - name: Notify
+      #   env:
+      #     GITTER_TOKEN: ${{ secrets.GITTER_TOKEN }}
+      #     GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      #     TAG: ${{ github.event.release.name }}
+      #   run: bash scripts/notify.sh

.github/workflows/test.yml

@@ -0,0 +1,41 @@
+name: Test
+
+on:
+  push:
+    branches:
+      - master
+  pull_request:
+    types: [opened, synchronize]
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.6", "3.7", "3.8", "3.9", "3.10"]
+      fail-fast: false
+
+    steps:
+      - uses: actions/checkout@v2
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+      - uses: actions/cache@v2
+        id: cache
+        with:
+          path: ${{ env.pythonLocation }}
+          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@v2

.gitignore

@@ -14,3 +14,12 @@ test.db
 log.txt
 Pipfile.lock
 env3.*
+env
+docs_build
+venv
+docs.zip
+archive.zip
+
+# vim temporary files
+*~
+.*.sw?

.travis.yml

@@ -1,32 +0,0 @@
-dist: xenial
-
-language: python
-
-cache: pip
-
-python:
-    - "3.6"
-    - "3.7"
-    - "3.8"
-    - "nightly"
-
-matrix:
-    allow_failures:
-        - python: "nightly"
-
-install:
-    - pip install flit
-    - flit install --symlink
-
-script:
-    - bash scripts/test.sh
-
-after_script:
-    - bash <(curl -s https://codecov.io/bash)
-
-deploy:
-    provider: script
-    script: bash scripts/deploy.sh
-    on:
-        tags: true
-        python: "3.6"

README.md

@@ -5,17 +5,17 @@
     <em>FastAPI framework, high performance, easy to learn, fast to code, ready for production</em>
 </p>
 <p align="center">
-<a href="https://travis-ci.com/tiangolo/fastapi" target="_blank">
-    <img src="https://travis-ci.com/tiangolo/fastapi.svg?branch=master" alt="Build Status">
+<a href="https://github.com/tiangolo/fastapi/actions?query=workflow%3ATest+event%3Apush+branch%3Amaster" target="_blank">
+    <img src="https://github.com/tiangolo/fastapi/workflows/Test/badge.svg?event=push&branch=master" alt="Test">
 </a>
 <a href="https://codecov.io/gh/tiangolo/fastapi" target="_blank">
-    <img src="https://codecov.io/gh/tiangolo/fastapi/branch/master/graph/badge.svg" alt="Coverage">
+    <img src="https://img.shields.io/codecov/c/github/tiangolo/fastapi?color=%2334D058" alt="Coverage">
 </a>
 <a href="https://pypi.org/project/fastapi" target="_blank">
-    <img src="https://badge.fury.io/py/fastapi.svg" alt="Package version">
+    <img src="https://img.shields.io/pypi/v/fastapi?color=%2334D058&label=pypi%20package" alt="Package version">
 </a>
-<a href="https://gitter.im/tiangolo/fastapi?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge" target="_blank">
-    <img src="https://badges.gitter.im/tiangolo/fastapi.svg" alt="Join the chat at https://gitter.im/tiangolo/fastapi">
+<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>
 
@@ -33,49 +33,81 @@ 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% *.
+* **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.
 * **Easy**: Designed to be easy to use and learn. Less time reading docs.
 * **Short**: Minimize code duplication. Multiple features from each parameter declaration. Fewer bugs.
 * **Robust**: Get production-ready code. With automatic interactive documentation.
-* **Standards-based**: Based on (and fully compatible with) the open standards for APIs: <a href="https://github.com/OAI/OpenAPI-Specification" class="external-link" target="_blank">OpenAPI</a> (previously known as Swagger) and <a href="http://json-schema.org/" class="external-link" target="_blank">JSON Schema</a>.
+* **Standards-based**: Based on (and fully compatible with) the open standards for APIs: <a href="https://github.com/OAI/OpenAPI-Specification" class="external-link" target="_blank">OpenAPI</a> (previously known as Swagger) and <a href="https://json-schema.org/" class="external-link" target="_blank">JSON Schema</a>.
 
 <small>* estimation based on tests on an internal development team, building production applications.</small>
 
+## Sponsors
+
+<!-- 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://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://classiq.link/n4s" target="_blank" title="Join the team building a new SaaS platform that will change the computing world"><img src="https://fastapi.tiangolo.com/img/sponsors/classiq.png"></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://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://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>
+
+<!-- /sponsors -->
+
+<a href="https://fastapi.tiangolo.com/fastapi-people/#sponsors" class="external-link" target="_blank">Other sponsors</a>
+
 ## Opinions
 
-"*[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products.*"
+"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"
 
 <div style="text-align: right; margin-right: 10%;">Kabir Khan - <strong>Microsoft</strong> <a href="https://github.com/tiangolo/fastapi/pull/26" target="_blank"><small>(ref)</small></a></div>
 
 ---
 
-"*I’m over the moon excited about **FastAPI**. It’s so fun!*"
+"_We adopted the **FastAPI** library to spawn a **REST** server that can be queried to obtain **predictions**. [for Ludwig]_"
+
+<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_**Netflix** is pleased to announce the open-source release of our **crisis management** orchestration framework: **Dispatch**! [built with **FastAPI**]_"
+
+<div style="text-align: right; margin-right: 10%;">Kevin Glisson, Marc Vilanova, Forest Monsen - <strong>Netflix</strong> <a href="https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_I’m over the moon excited about **FastAPI**. It’s so fun!_"
 
 <div style="text-align: right; margin-right: 10%;">Brian Okken - <strong><a href="https://pythonbytes.fm/episodes/show/123/time-to-right-the-py-wrongs?time_in_sec=855" target="_blank">Python Bytes</a> podcast host</strong> <a href="https://twitter.com/brianokken/status/1112220079972728832" target="_blank"><small>(ref)</small></a></div>
 
 ---
 
-"*Honestly, what you've built looks super solid and polished. In many ways, it's what I wanted **Hug** to be - it's really inspiring to see someone build that.*"
+"_Honestly, what you've built looks super solid and polished. In many ways, it's what I wanted **Hug** to be - it's really inspiring to see someone build that._"
 
-<div style="text-align: right; margin-right: 10%;">Timothy Crosley - <strong><a href="http://www.hug.rest/" target="_blank">Hug</a> creator</strong> <a href="https://news.ycombinator.com/item?id=19455465" target="_blank"><small>(ref)</small></a></div>
+<div style="text-align: right; margin-right: 10%;">Timothy Crosley - <strong><a href="https://www.hug.rest/" target="_blank">Hug</a> creator</strong> <a href="https://news.ycombinator.com/item?id=19455465" target="_blank"><small>(ref)</small></a></div>
 
 ---
 
-"*If you're looking to learn one **modern framework** for building REST APIs, check out **FastAPI** [...] It's fast, easy to use and easy to learn [...]*"
+"_If you're looking to learn one **modern framework** for building REST APIs, check out **FastAPI** [...] It's fast, easy to use and easy to learn [...]_"
 
-"*We've switched over to **FastAPI** for our **APIs** [...] I think you'll like it [...]*"
+"_We've switched over to **FastAPI** for our **APIs** [...] I think you'll like it [...]_"
 
 <div style="text-align: right; margin-right: 10%;">Ines Montani - Matthew Honnibal - <strong><a href="https://explosion.ai" target="_blank">Explosion AI</a> founders - <a href="https://spacy.io" target="_blank">spaCy</a> creators</strong> <a href="https://twitter.com/_inesmontani/status/1144173225322143744" target="_blank"><small>(ref)</small></a> - <a href="https://twitter.com/honnibal/status/1144031421859655680" target="_blank"><small>(ref)</small></a></div>
 
 ---
 
-"*We adopted the **FastAPI** library to spawn a **REST** server that can be queried to obtain **predictions**. [for Ludwig]*"
+## **Typer**, the FastAPI of CLIs
 
-<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>
+<a href="https://typer.tiangolo.com" target="_blank"><img src="https://typer.tiangolo.com/img/logo-margin/logo-margin-vector.svg" style="width: 20%;"></a>
 
----
+If you are building a <abbr title="Command Line Interface">CLI</abbr> app to be used in the terminal instead of a web API, check out <a href="https://typer.tiangolo.com/" class="external-link" target="_blank">**Typer**</a>.
+
+**Typer** is FastAPI's little sibling. And it's intended to be the **FastAPI of CLIs**. ⌨️ 🚀
 
 ## Requirements
 
@@ -88,16 +120,28 @@ FastAPI stands on the shoulders of giants:
 
 ## Installation
 
-```bash
-pip install fastapi
+<div class="termy">
+
+```console
+$ pip install fastapi
+
+---> 100%
 ```
 
-You will also need an ASGI server, for production such as <a href="http://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>.
+</div>
 
-```bash
-pip install uvicorn
+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>.
+
+<div class="termy">
+
+```console
+$ pip install "uvicorn[standard]"
+
+---> 100%
 ```
 
+</div>
+
 ## Example
 
 ### Create it
@@ -105,6 +149,8 @@ pip install uvicorn
 * Create a file `main.py` with:
 
 ```Python
+from typing import Optional
+
 from fastapi import FastAPI
 
 app = FastAPI()
@@ -116,7 +162,7 @@ def read_root():
 
 
 @app.get("/items/{item_id}")
-def read_item(item_id: int, q: str = None):
+def read_item(item_id: int, q: Optional[str] = None):
     return {"item_id": item_id, "q": q}
 ```
 
@@ -125,7 +171,9 @@ def read_item(item_id: int, q: str = None):
 
 If your code uses `async` / `await`, use `async def`:
 
-```Python hl_lines="7 12"
+```Python hl_lines="9  14"
+from typing import Optional
+
 from fastapi import FastAPI
 
 app = FastAPI()
@@ -137,7 +185,7 @@ async def read_root():
 
 
 @app.get("/items/{item_id}")
-async def read_item(item_id: int, q: str = None):
+async def read_item(item_id: int, q: Optional[str] = None):
     return {"item_id": item_id, "q": q}
 ```
 
@@ -151,10 +199,20 @@ If you don't know, check the _"In a hurry?"_ section about <a href="https://fast
 
 Run the server with:
 
-```bash
-uvicorn main:app --reload
+<div class="termy">
+
+```console
+$ uvicorn main:app --reload
+
+INFO:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+INFO:     Started reloader process [28720]
+INFO:     Started server process [28722]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
 ```
 
+</div>
+
 <details markdown="1">
 <summary>About the command <code>uvicorn main:app --reload</code>...</summary>
 
@@ -205,7 +263,9 @@ 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="2  7 8 9 10  23 24 25"
+```Python hl_lines="4  9-12  25-27"
+from typing import Optional
+
 from fastapi import FastAPI
 from pydantic import BaseModel
 
@@ -215,7 +275,7 @@ app = FastAPI()
 class Item(BaseModel):
     name: str
     price: float
-    is_offer: bool = None
+    is_offer: Optional[bool] = None
 
 
 @app.get("/")
@@ -224,7 +284,7 @@ def read_root():
 
 
 @app.get("/items/{item_id}")
-def read_item(item_id: int, q: str = None):
+def read_item(item_id: int, q: Optional[str] = None):
     return {"item_id": item_id, "q": q}
 
 
@@ -261,7 +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.
 
@@ -318,7 +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.
@@ -363,9 +423,9 @@ For a more complete example including more features, see the <a href="https://fa
 * A very powerful and easy to use **<abbr title="also known as components, resources, providers, services, injectables">Dependency Injection</abbr>** system.
 * Security and authentication, including support for **OAuth2** with **JWT tokens** and **HTTP Basic** auth.
 * More advanced (but equally easy) techniques for declaring **deeply nested JSON models** (thanks to Pydantic).
+* **GraphQL** integration with <a href="https://strawberry.rocks" class="external-link" target="_blank">Strawberry</a> and other libraries.
 * Many extra features (thanks to Starlette) as:
     * **WebSockets**
-    * **GraphQL**
     * extremely easy tests based on `requests` and `pytest`
     * **CORS**
     * **Cookie Sessions**
@@ -386,20 +446,19 @@ Used by Pydantic:
 
 Used by Starlette:
 
-* <a href="http://docs.python-requests.org" 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="http://jinja.pocoo.org" target="_blank"><code>jinja2</code></a> - Required if you want to use the default template configuration.
+* <a href="https://requests.readthedocs.io" target="_blank"><code>requests</code></a> - Required if you want to use the `TestClient`.
+* <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.
 * <a href="https://pyyaml.org/wiki/PyYAMLDocumentation" target="_blank"><code>pyyaml</code></a> - Required for Starlette's `SchemaGenerator` support (you probably don't need it with FastAPI).
-* <a href="https://graphene-python.org/" target="_blank"><code>graphene</code></a> - Required for `GraphQLApp` support.
 * <a href="https://github.com/esnme/ultrajson" target="_blank"><code>ujson</code></a> - Required if you want to use `UJSONResponse`.
 
 Used by FastAPI / Starlette:
 
-* <a href="http://www.uvicorn.org" target="_blank"><code>uvicorn</code></a> - for the server that loads and serves your application.
+* <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

@@ -0,0 +1,31 @@
+# Security Policy
+
+Security is very important for FastAPI and its community. 🔒
+
+Learn more about it below. 👇
+
+## Versions
+
+The latest versions of FastAPI are 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**.
+
+You can learn more about [FastAPI versions and how to pin and upgrade them](https://fastapi.tiangolo.com/deployment/versions/) for your project in the docs.
+
+## Reporting a Vulnerability
+
+If you think you found a vulnerability, and even if you are not sure about it, please report it right away by sending an email to: security@tiangolo.com. Please try to be as explicit as possible, describing all the steps and example code to reproduce the security issue.
+
+I (the author, [@tiangolo](https://twitter.com/tiangolo)) will review it thoroughly and get back to you.
+
+## Public Discussions
+
+Please restrain from publicly discussing a potential security vulnerability. 🙊
+
+It's better to discuss privately and try to find a solution first, to limit the potential impact as much as possible.
+
+---
+
+Thanks for your help!
+
+The FastAPI community and I thank you for that. 🙇

docs/advanced/custom-response.md

@@ -1,102 +0,0 @@
-!!! warning
-    This is a rather advanced topic.
-
-    If you are starting with **FastAPI**, you might not need this.
-
-By default, **FastAPI** will return the responses using Starlette's `JSONResponse`.
-
-You can override it by returning a `Response` directly as seen in [Return a Response directly](response-directly.md){.internal-link target=_blank}.
-
-But if you return a `Response` directly, the data won't be automatically converted, and the documentation won't be automatically generated (for example, including the specific "media type", in the HTTP header `Content-Type`).
-
-But you can also declare the `Response` that you want to be used, in the *path operation decorator*.
-
-The contents that you return from your *path operation function* will be put inside of that `Response`.
-
-And if that `Response` has a JSON media type (`application/json`), like is the case with the `JSONResponse` and `UJSONResponse`, the data you return will be automatically converted (and filtered) with any Pydantic `response_model` that you declared in the *path operation decorator*.
-
-!!! note
-    If you use a response class with no media type, FastAPI will expect your response to have no content, so it will not document the response format in its generated OpenAPI docs.
-
-## Use `UJSONResponse`
-
-For example, if you are squeezing performance, you can install and use `ujson` and set the response to be Starlette's `UJSONResponse`.
-
-Import the `Response` class (sub-class) you want to use and declare it in the *path operation decorator*.
-
-```Python hl_lines="2 7"
-{!./src/custom_response/tutorial001.py!}
-```
-
-!!! note
-    Notice that you import it directly from `starlette.responses`, not from `fastapi`.
-
-!!! info
-    The parameter `response_class` will also be used to define the "media type" of the response.
-
-    In this case, the HTTP header `Content-Type` will be set to `application/json`.
-
-    And it will be documented as such in OpenAPI.
-
-## HTML Response
-
-To return a response with HTML directly from **FastAPI**, use `HTMLResponse`.
-
-* Import `HTMLResponse`.
-* Pass `HTMLResponse` as the parameter `content_type` of your *path operation*.
-
-```Python hl_lines="2 7"
-{!./src/custom_response/tutorial002.py!}
-```
-
-!!! note
-    Notice that you import it directly from `starlette.responses`, not from `fastapi`.
-
-!!! info
-    The parameter `response_class` will also be used to define the "media type" of the response.
-
-    In this case, the HTTP header `Content-Type` will be set to `text/html`.
-
-    And it will be documented as such in OpenAPI.
-
-### Return a Starlette `Response`
-
-As seen in [Return a Response directly](response-directly.md){.internal-link target=_blank}, you can also override the response directly in your *path operation*, by returning it.
-
-The same example from above, returning an `HTMLResponse`, could look like:
-
-```Python hl_lines="2 7 19"
-{!./src/custom_response/tutorial003.py!}
-```
-
-!!! warning
-    A `Response` returned directly by your *path operation function* won't be documented in OpenAPI (for example, the `Content-Type` won't be documented) and won't be visible in the automatic interactive docs.
-
-!!! info
-    Of course, the actual `Content-Type` header, status code, etc, will come from the `Response` object your returned.
-
-### Document in OpenAPI and override `Response`
-
-If you want to override the response from inside of the function but at the same time document the "media type" in OpenAPI, you can use the `response_class` parameter AND return a `Response` object.
-
-The `response_class` will then be used only to document the OpenAPI *path operation*, but your `Response` will be used as is.
-
-#### Return an `HTMLResponse` directly
-
-For example, it could be something like:
-
-```Python hl_lines="7 23 21"
-{!./src/custom_response/tutorial004.py!}
-```
-
-In this example, the function `generate_html_response()` already generates a Starlette `Response` instead of the HTML in a `str`.
-
-By returning the result of calling `generate_html_response()`, you are already returning a `Response` that will override the default **FastAPI** behavior.
-
-But as you passed the `HTMLResponse` in the `response_class`, **FastAPI** will know how to document it in OpenAPI and the interactive docs as HTML with `text/html`:
-
-<img src="/img/tutorial/custom-response/image01.png">
-
-## Additional documentation
-
-You can also declare the media type and many other details in OpenAPI using `responses`: [Additional Responses in OpenAPI](additional-responses.md){.internal-link target=_blank}.

docs/advanced/graphql.md

@@ -1,43 +0,0 @@
-
-**FastAPI** has optional support for GraphQL (provided by Starlette directly), using the `graphene` library.
-
-You can combine normal FastAPI *path operations* with GraphQL on the same application.
-
-## Import and use `graphene`
-
-GraphQL is implemented with Graphene, you can check <a href="https://docs.graphene-python.org/en/latest/quickstart/" class="external-link" target="_blank">Graphene's docs</a> for more details.
-
-Import `graphene` and define your GraphQL data:
-
-```Python hl_lines="1 6 7 8 9 10"
-{!./src/graphql/tutorial001.py!}
-```
-
-## Add Starlette's `GraphQLApp`
-
-Then import and add Starlette's `GraphQLApp`:
-
-```Python hl_lines="3 14"
-{!./src/graphql/tutorial001.py!}
-```
-
-!!! info
-    Here we are using `.add_route`, that is the way to add a route in Starlette (inherited by FastAPI) without declaring the specific operation (as would be with `.get()`, `.post()`, etc).
-
-## Check it
-
-Run it with Uvicorn and open your browser at <a href="http://127.0.0.1:8000" class="external-link" target="_blank">http://127.0.0.1:8000</a>.
-
-You will see GraphiQL web user interface:
-
-<img src="/img/tutorial/graphql/image01.png">
-
-## More details
-
-For more details, including:
-
-* Accessing request information
-* Adding background tasks
-* Using normal or async functions
-
-check the official <a href="https://www.starlette.io/graphql/" class="external-link" target="_blank">Starlette GraphQL docs</a>.

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

@@ -1,50 +0,0 @@
-## OpenAPI operationId
-
-!!! warning
-    If you are not an "expert" in OpenAPI, you probably don't need this.
-
-You can set the OpenAPI `operationId` to be used in your *path operation* with the parameter `operation_id`.
-
-You would have to make sure that it is unique for each operation.
-
-```Python hl_lines="6"
-{!./src/path_operation_advanced_configuration/tutorial001.py!}
-```
-
-### Using the *path operation function* name as the operationId
-
-If you want to use your APIs' function names as `operationId`s, you can iterate over all of them and override each *path operation's* `operation_id` using their `APIRoute.name`.
-
-You should do it after adding all your *path operations*.
-
-```Python hl_lines="2 12 13 14 15 16 17 18 19 20 21 24"
-{!./src/path_operation_advanced_configuration/tutorial002.py!}
-```
-
-!!! tip
-    If you manually call `app.openapi()`, you should update the `operationId`s before that.
-
-!!! warning
-    If you do this, you have to make sure each one of your *path operation functions* has a unique name.
-
-    Even if they are in different modules (Python files).
-
-## Exclude from OpenAPI
-
-To exclude a *path operation* from the generated OpenAPI schema (and thus, from the automatic documentation systems), use the parameter `include_in_schema` and set it to `False`;
-
-```Python hl_lines="6"
-{!./src/path_operation_advanced_configuration/tutorial003.py!}
-```
-
-## Advanced description from docstring
-
-You can limit the lines used from the docstring of a *path operation function* for OpenAPI.
-
-Adding an `\f` (an escaped "form feed" character) causes **FastAPI** to truncate the output used for OpenAPI at this point.
-
-It won't show up in the documentation, but other tools (such as Sphinx) will be able to use the rest.
-
-```Python hl_lines="19 20 21 22 23 24 25 26 27 28 29"
-{!./src/path_operation_advanced_configuration/tutorial004.py!}
-```

docs/advanced/sub-applications-proxy.md

@@ -1,92 +0,0 @@
-There are at least two situations where you could need to create your **FastAPI** application using some specific paths.
-
-But then you need to set them up to be served with a path prefix.
-
-It could happen if you have a:
-
-* **Proxy** server.
-* You are "**mounting**" a FastAPI application inside another FastAPI application (or inside another ASGI application, like Starlette).
-
-## Proxy
-
-Having a proxy in this case means that you could declare a path at `/app`, but then, you could need to add a layer on top (the Proxy) that would put your **FastAPI** application under a path like `/api/v1`.
-
-In this case, the original path `/app` will actually be served at `/api/v1/app`.
-
-Even though your application "thinks" it is serving at `/app`.
-
-And the Proxy could be re-writing the path "on the fly" to keep your application convinced that it is serving at `/app`.
-
-Up to here, everything would work as normally.
-
-But then, when you open the integrated docs, they would expect to get the OpenAPI schema at `/openapi.json`, instead of `/api/v1/openapi.json`.
-
-So, the frontend (that runs in the browser) would try to reach `/openapi.json` and wouldn't be able to get the OpenAPI schema.
-
-So, it's needed that the frontend looks for the OpenAPI schema at `/api/v1/openapi.json`.
-
-And it's also needed that the returned JSON OpenAPI schema has the defined path at `/api/v1/app` (behind the proxy) instead of `/app`.
-
----
-
-For these cases, you can declare an `openapi_prefix` parameter in your `FastAPI` application.
-
-See the section below, about "mounting", for an example.
-
-## Mounting a **FastAPI** application
-
-"Mounting" means adding a complete "independent" application in a specific path, that then takes care of handling all the sub-paths.
-
-You could want to do this if you have several "independent" applications that you want to separate, having their own independent OpenAPI schema and user interfaces.
-
-### Top-level application
-
-First, create the main, top-level, **FastAPI** application, and its *path operations*:
-
-```Python hl_lines="3 6 7 8"
-{!./src/sub_applications/tutorial001.py!}
-```
-
-### Sub-application
-
-Then, create your sub-application, and its *path operations*.
-
-This sub-application is just another standard FastAPI application, but this is the one that will be "mounted".
-
-When creating the sub-application, use the parameter `openapi_prefix`. In this case, with a prefix of `/subapi`:
-
-```Python hl_lines="11 14 15 16"
-{!./src/sub_applications/tutorial001.py!}
-```
-
-### Mount the sub-application
-
-In your top-level application, `app`, mount the sub-application, `subapi`.
-
-Here you need to make sure you use the same path that you used for the `openapi_prefix`, in this case, `/subapi`:
-
-```Python hl_lines="11 19"
-{!./src/sub_applications/tutorial001.py!}
-```
-
-## Check the automatic API docs
-
-Now, run `uvicorn`, if your file is at `main.py`, it would be:
-
-```bash
-uvicorn main:app --reload
-```
-
-And open the docs at <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>.
-
-You will see the automatic API docs for the main app, including only its own paths:
-
-<img src="/img/tutorial/sub-applications/image01.png">
-
-And then, open the docs for the sub-application, at <a href="http://127.0.0.1:8000/subapi/docs" class="external-link" target="_blank">http://127.0.0.1:8000/subapi/docs</a>.
-
-You will see the automatic API docs for the sub-application, including only its own sub-paths, with their correct prefix:
-
-<img src="/img/tutorial/sub-applications/image02.png">
-
-If you try interacting with any of the two user interfaces, they will work, because the browser will be able to talk to the correct path (or sub-path).

docs/advanced/testing-websockets.md

@@ -1,9 +0,0 @@
-## Testing WebSockets
-
-You can use the same `TestClient` to test WebSockets.
-
-For this, you use the `TestClient` in a `with` statement, connecting to the WebSocket:
-
-```Python hl_lines="27 28 29 30 31"
-{!./src/app_testing/tutorial002.py!}
-```

docs/az/mkdocs.yml

@@ -0,0 +1,135 @@
+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:
+  - scheme: default
+    primary: teal
+    accent: amber
+    toggle:
+      icon: material/lightbulb
+      name: Switch to light mode
+  - 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/
+  - id: /id/
+  - it: /it/
+  - ja: /ja/
+  - ko: /ko/
+  - nl: /nl/
+  - pl: /pl/
+  - pt: /pt/
+  - ru: /ru/
+  - sq: /sq/
+  - 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
+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: /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: /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/contributing.md

@@ -1,175 +0,0 @@
-First, you might want to see the basic ways to [help FastAPI and get help](help-fastapi.md){.internal-link target=_blank}.
-
-## Developing
-
-If you already cloned the repository and you know that you need to deep dive in the code, here are some guidelines to set up your environment.
-
-### Virtual environment with `venv`
-
-You can create a virtual environment in a directory using Python's `venv` module:
-
-```console
-$ python -m venv env
-```
-
-That will create a directory `./env/` with the Python binaries and then you will be able to install packages for that isolated environment.
-
-### Activate the environment
-
-Activate the new environment with:
-
-```console
-$ source ./env/bin/activate
-```
-
-Or in Windows' PowerShell:
-
-```console
-$ .\env\Scripts\Activate.ps1
-```
-
-Or if you use Bash for Windows (e.g. <a href="https://gitforwindows.org/" class="external-link" target="_blank">Git Bash</a>):
-
-```console
-$ source ./env/Scripts/activate
-```
-
-To check it worked, use:
-
-```console
-$ which pip
-
-some/directory/fastapi/env/bin/pip
-```
-
-If it shows the `pip` binary at `env/bin/pip` then it worked. 🎉
-
-Or in Windows PowerShell:
-
-```console
-$ Get-Command pip
-
-some/directory/fastapi/env/bin/pip
-```
-!!! tip
-    Every time you install a new package with `pip` under that environment, activate the environment again.
-
-    This makes sure that if you use a terminal program installed by that package (like `flit`), you use the one from your local environment and not any other that could be installed globally.
-
-### Flit
-
-**FastAPI** uses <a href="https://flit.readthedocs.io/en/latest/index.html" class="external-link" target="_blank">Flit</a> to build, package and publish the project.
-
-After activating the environment  as described above, install `flit`:
-
-```console
-$ pip install flit
-```
-
-Now re-activate the environment to make sure you are using the `flit` you just installed (and not a global one).
-
-And now use `flit` to install the development dependencies:
-
-```console
-$ flit install --deps develop --symlink
-```
-
-It will install all the dependencies and your local FastAPI in your local environment.
-
-#### Using your local FastAPI
-
-If you create a Python file that imports and uses FastAPI, and run it with the Python from your local environment, it will use your local FastAPI source code.
-
-And if you update that local FastAPI source code, as it is installed with `--symlink`, when you run that Python file again, it will use the fresh version of FastAPI you just edited.
-
-That way, you don't have to "install" your local version to be able to test every change.
-
-### Format
-
-There is a script that you can run that will format and clean all your code:
-
-```console
-$ bash scripts/format.sh
-```
-
-It will also auto-sort all your imports.
-
-For it to sort them correctly, you need to have FastAPI installed locally in your environment, with the command in the section above:
-
-```console
-$ flit install --symlink
-```
-
-### Format imports
-
-There is another script that formats all the imports and makes sure you don't have unused imports:
-
-```console
-$ bash scripts/format-imports.sh
-```
-
-As it runs one command after the other and modifies and reverts many files, it takes a bit longer to run, so it might be easier to use `scripts/format.sh` frequently and `scripts/format-imports.sh` only before committing.
-
-## Docs
-
-The documentation uses <a href="https://www.mkdocs.org/" class="external-link" target="_blank">MkDocs</a>.
-
-All the documentation is in Markdown format in the directory `./docs`.
-
-Many of the tutorials have blocks of code.
-
-In most of the cases, these blocks of code are actual complete applications that can be run as is.
-
-In fact, those blocks of code are not written inside the Markdown, they are Python files in the `./docs/src/` directory.
-
-And those Python files are included/injected in the documentation when generating the site.
-
-### Docs for tests
-
-Most of the tests actually run against the example source files in the documentation.
-
-This helps making sure that:
-
-* The documentation is up to date.
-* The documentation examples can be run as is.
-* Most of the features are covered by the documentation, ensured by test coverage.
-
-During local development, there is a script that builds the site and checks for any changes, live-reloading:
-
-```console
-$ bash scripts/docs-live.sh
-```
-
-It will serve the documentation on `http://0.0.0.0:8008`.
-
-That way, you can edit the documentation/source files and see the changes live.
-
-### Apps and docs at the same time
-
-If you run the examples with, e.g.:
-
-```console
-$ uvicorn tutorial001:app --reload
-```
-
-as Uvicorn by default will use the port `8000`, the documentation on port `8008` won't clash.
-
-## Tests
-
-There is a script that you can run locally to test all the code and generate coverage reports in HTML:
-
-```console
-$ bash scripts/test-cov-html.sh
-```
-
-This command generates a directory `./htmlcov/`, if you open the file `./htmlcov/index.html` in your browser, you can explore interactively the regions of code that are covered by the tests, and notice if there is any region missing.
-
-### Tests in your editor
-
-If you want to use the integrated tests in your editor add `./docs/src` to your `PYTHONPATH` variable.
-
-For example, in VS Code you can create a file `.env` with:
-
-```env
-PYTHONPATH=./docs/src
-```

docs/css/custom.css

@@ -1,13 +0,0 @@
-a.external-link::after {
-    /* \00A0 is a non-breaking space
-        to make the mark be on the same line as the link
-    */
-    content: "\00A0[↪]";
-}
-
-a.internal-link::after {
-    /* \00A0 is a non-breaking space
-        to make the mark be on the same line as the link
-    */
-    content: "\00A0↪";
-}

docs/de/docs/features.md

@@ -0,0 +1,203 @@
+# Merkmale
+
+## FastAPI Merkmale
+
+**FastAPI** ermöglicht Ihnen folgendes:
+
+### Basiert auf offenen Standards
+
+* <a href="https://github.com/OAI/OpenAPI-Specification" class="external-link" target="_blank"><strong>OpenAPI</strong></a> für API-Erstellung, zusammen mit Deklarationen von <abbr title="auch genannt: Endpunkte, Routen">Pfad</abbr> <abbr title="gemeint sind: HTTP-Methoden, wie POST, GET, PUT, DELETE">Operationen</abbr>, Parameter, Nachrichtenrumpf-Anfragen (englisch: body request), Sicherheit, etc.
+* Automatische Dokumentation der Datenentitäten mit dem <a href="https://json-schema.org/" class="external-link" target="_blank"><strong>JSON Schema</strong></a> (OpenAPI basiert selber auf dem JSON Schema).
+* Entworfen auf Grundlage dieser Standards nach einer sorgfältigen Studie, statt einer nachträglichen Schicht über diesen Standards.
+* Dies ermöglicht automatische **Quellcode-Generierung auf Benutzerebene** in vielen Sprachen.
+
+### 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.
+
+* <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.
+
+![Swagger UI Interaktion](https://fastapi.tiangolo.com/img/index/index-03-swagger-02.png)
+
+* Alternative API-Dokumentation mit <a href="https://github.com/Rebilly/ReDoc" class="external-link" target="_blank"><strong>ReDoc</strong></a>.
+
+![ReDoc](https://fastapi.tiangolo.com/img/index/index-06-redoc-02.png)
+
+### Nur modernes Python
+
+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}.
+
+Sie schreiben Standard-Python mit Typ-Deklarationen:
+
+```Python
+from typing import List, Dict
+from datetime import date
+
+from pydantic import BaseModel
+
+# Deklariere eine Variable als str
+# und bekomme Editor-Unterstütung innerhalb der Funktion
+def main(user_id: str):
+    return user_id
+
+
+# Ein Pydantic model
+class User(BaseModel):
+    id: int
+    name: str
+    joined: date
+```
+
+Dies kann nun wiefolgt benutzt werden:
+
+```Python
+my_user: User = User(id=3, name="John Doe", joined="2018-07-19")
+
+second_user_data = {
+    "id": 4,
+    "name": "Mary",
+    "joined": "2018-11-30",
+}
+
+my_second_user: User = User(**second_user_data)
+```
+
+!!! info
+    `**second_user_data` bedeutet:
+
+    Übergebe die Schlüssel und die zugehörigen Werte des `second_user_data` Datenwörterbuches direkt als Schlüssel-Wert Argumente, äquivalent zu: `User(id=4, name="Mary", joined="2018-11-30")`
+
+### Editor Unterstützung
+
+FastAPI wurde so entworfen, dass es einfach und intuitiv zu benutzen ist; alle Entscheidungen wurden auf mehreren Editoren getestet (sogar vor der eigentlichen Implementierung), um so eine best mögliche Entwicklererfahrung zu gewährleisten.
+
+In der letzen Python Entwickler Umfrage stellte sich heraus, dass <a href="https://www.jetbrains.com/research/python-developers-survey-2017/#tools-and-features" class="external-link" target="_blank">die meist genutzte Funktion die "Autovervollständigung" ist</a>.
+
+Die gesamte Struktur von **FastAPI** soll dem gerecht werden. Autovervollständigung funktioniert überall.
+
+Sie müssen selten in die Dokumentation schauen.
+
+So kann ihr Editor Sie unterstützen:
+
+* in <a href="https://code.visualstudio.com/" class="external-link" target="_blank">Visual Studio Code</a>:
+
+![editor support](https://fastapi.tiangolo.com/img/vscode-completion.png)
+
+* in <a href="https://www.jetbrains.com/pycharm/" class="external-link" target="_blank">PyCharm</a>:
+
+![editor support](https://fastapi.tiangolo.com/img/pycharm-completion.png)
+
+Sie bekommen Autovervollständigung an Stellen, an denen Sie dies vorher nicht für möglich gehalten hätten. Zum Beispiel der `price` Schlüssel aus einem JSON Datensatz (dieser könnte auch verschachtelt sein) aus einer Anfrage.
+
+Hierdurch werden Sie nie wieder einen falschen Schlüsselnamen benutzen und sparen sich lästiges Suchen in der Dokumentation, um beispielsweise herauszufinden ob Sie `username` oder `user_name` als Schlüssel verwenden.
+
+### 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.
+
+Aber standartmäßig, **"funktioniert einfach"** alles.
+
+### Validierung
+
+* Validierung für die meisten (oder alle?) Python **Datentypen**, hierzu gehören:
+    * JSON Objekte (`dict`).
+    * JSON Listen (`list`), die den Typ ihrer Elemente definieren.
+    * Zeichenketten (`str`), mit definierter minimaler und maximaler Länge.
+    * Zahlen (`int`, `float`) mit minimaler und maximaler Größe, usw.
+
+* Validierung für ungewögnliche Typen, wie:
+    * URL.
+    * Email.
+    * UUID.
+    * ... und andere.
+
+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.
+
+Unterstützt 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}.
+* API Schlüssel in:
+    * Kopfzeile (HTTP Header).
+    * Anfrageparametern.
+    * Cookies, etc.
+
+Zusätzlich gibt es alle Sicherheitsfunktionen von Starlette (auch **session cookies**).
+
+Alles wurde als wiederverwendbare Werkzeuge und Komponenten geschaffen, die einfach in ihre Systeme, Datenablagen, relationale und nicht-relationale Datenbanken, ..., integriert werden können.
+
+### Einbringen von Abhängigkeiten (meist: Dependency Injection)
+
+FastAPI enthält ein extrem einfaches, aber extrem mächtiges <abbr title='oft verwendet im Zusammenhang von: Komponenten, Resourcen, Diensten, Dienstanbieter'><strong>Dependency Injection</strong></abbr> System.
+
+* Selbst Abhängigkeiten können Abhängigkeiten haben, woraus eine Hierachie oder ein **"Graph" von Abhängigkeiten** entsteht.
+* **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.
+* **Keine Kompromisse** bei Datenbanken, Eingabemasken, usw. Sondern einfache Integration von allen.
+
+### Unbegrenzte Erweiterungen
+
+Oder mit anderen Worten, sie werden nicht benötigt. Importieren und nutzen Sie Quellcode nach Bedarf.
+
+Jede Integration wurde so entworfen, dass sie einfach zu nutzen ist (mit Abhängigkeiten), sodass Sie eine Erweiterung für Ihre Anwendung mit nur zwei Zeilen an Quellcode implementieren können. Hierbei nutzen Sie die selbe Struktur und Syntax, wie bei Pfadoperationen.
+
+### Getestet
+
+* 100% <abbr title="Die Anzahl an Code, die automatisch getestet wird">Testabdeckung</abbr>.
+* 100% <abbr title="Python Typ Annotationen, mit dennen Ihr Editor und andere exteren Werkezuge Sie besser unterstützen können">Typen annotiert</abbr>.
+* Verwendet in Produktionsanwendungen.
+
+## 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 eigentlich eine Unterklasse von `Starlette`. Wenn sie also bereits Starlette kennen oder benutzen, können Sie das meiste Ihres Wissen 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>.
+* **WebSocket**-Unterstützung.
+* Hintergrundaufgaben im selben Prozess.
+* Ereignisse für das Starten und Herunterfahren.
+* Testclient basierend auf `requests`.
+* **CORS**, GZip, statische Dateien, Antwortfluss.
+* **Sitzungs und Cookie** Unterstützung.
+* 100% Testabdeckung.
+* 100% Typen annotiert.
+
+## Pydantic's Merkmale
+
+**FastAPI** ist vollkommen kompatibel (und basiert auf) <a href="https://pydantic-docs.helpmanual.io" class="external-link" target="_blank"><strong>Pydantic</strong></a>. Das bedeutet, auch jeder zusätzliche Pydantic Quellcode funktioniert.
+
+Verfügbar sind ebenso externe auf Pydantic basierende Bibliotheken, wie <abbr title="Object-Relational Mapper (Abbildung von Objekten auf relationale Strukturen)">ORM</abbr>s, <abbr title="Object-Document Mapper (Abbildung von Objekten auf nicht-relationale Strukturen)">ODM</abbr>s für Datenbanken.
+
+Daher können Sie in vielen Fällen das Objekt einer Anfrage **direkt zur Datenbank** schicken, weil alles automatisch validiert wird.
+
+Das selbe gilt auch für die andere Richtung: Sie können jedes Objekt aus der Datenbank  **direkt zum Klienten** schicken.
+
+Mit **FastAPI** bekommen Sie alle Funktionen von **Pydantic** (da FastAPI für die gesamte Datenverarbeitung Pydantic nutzt):
+
+* **Kein Kopfzerbrechen**:
+    * Sie müssen keine neue Schemadefinitionssprache lernen.
+    * Wenn Sie mit Python's Typisierung arbeiten können, können Sie auch mit Pydantic arbeiten.
+* 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.
+* 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.
+    * 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..
+* 100% Testabdeckung.

docs/de/docs/index.md

@@ -0,0 +1,465 @@
+
+{!../../../docs/missing-translation.md!}
+
+
+<p align="center">
+  <a href="https://fastapi.tiangolo.com"><img src="https://fastapi.tiangolo.com/img/logo-margin/logo-teal.png" alt="FastAPI"></a>
+</p>
+<p align="center">
+    <em>FastAPI framework, high performance, easy to learn, fast to code, ready for production</em>
+</p>
+<p align="center">
+<a href="https://github.com/tiangolo/fastapi/actions?query=workflow%3ATest" target="_blank">
+    <img src="https://github.com/tiangolo/fastapi/workflows/Test/badge.svg" alt="Test">
+</a>
+<a href="https://codecov.io/gh/tiangolo/fastapi" target="_blank">
+    <img src="https://img.shields.io/codecov/c/github/tiangolo/fastapi?color=%2334D058" alt="Coverage">
+</a>
+<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>
+</p>
+
+---
+
+**Documentation**: <a href="https://fastapi.tiangolo.com" target="_blank">https://fastapi.tiangolo.com</a>
+
+**Source Code**: <a href="https://github.com/tiangolo/fastapi" target="_blank">https://github.com/tiangolo/fastapi</a>
+
+---
+
+FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3.6+ based on standard Python type hints.
+
+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.
+* **Easy**: Designed to be easy to use and learn. Less time reading docs.
+* **Short**: Minimize code duplication. Multiple features from each parameter declaration. Fewer bugs.
+* **Robust**: Get production-ready code. With automatic interactive documentation.
+* **Standards-based**: Based on (and fully compatible with) the open standards for APIs: <a href="https://github.com/OAI/OpenAPI-Specification" class="external-link" target="_blank">OpenAPI</a> (previously known as Swagger) and <a href="https://json-schema.org/" class="external-link" target="_blank">JSON Schema</a>.
+
+<small>* estimation based on tests on an internal development team, building production applications.</small>
+
+## Sponsors
+
+<!-- sponsors -->
+
+{% if sponsors %}
+{% for sponsor in sponsors.gold -%}
+<a href="{{ sponsor.url }}" target="_blank" title="{{ sponsor.title }}"><img src="{{ sponsor.img }}" style="border-radius:15px"></a>
+{% endfor -%}
+{%- for sponsor in sponsors.silver -%}
+<a href="{{ sponsor.url }}" target="_blank" title="{{ sponsor.title }}"><img src="{{ sponsor.img }}" style="border-radius:15px"></a>
+{% endfor %}
+{% endif %}
+
+<!-- /sponsors -->
+
+<a href="https://fastapi.tiangolo.com/fastapi-people/#sponsors" class="external-link" target="_blank">Other sponsors</a>
+
+## Opinions
+
+"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"
+
+<div style="text-align: right; margin-right: 10%;">Kabir Khan - <strong>Microsoft</strong> <a href="https://github.com/tiangolo/fastapi/pull/26" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_We adopted the **FastAPI** library to spawn a **REST** server that can be queried to obtain **predictions**. [for Ludwig]_"
+
+<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_**Netflix** is pleased to announce the open-source release of our **crisis management** orchestration framework: **Dispatch**! [built with **FastAPI**]_"
+
+<div style="text-align: right; margin-right: 10%;">Kevin Glisson, Marc Vilanova, Forest Monsen - <strong>Netflix</strong> <a href="https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_I’m over the moon excited about **FastAPI**. It’s so fun!_"
+
+<div style="text-align: right; margin-right: 10%;">Brian Okken - <strong><a href="https://pythonbytes.fm/episodes/show/123/time-to-right-the-py-wrongs?time_in_sec=855" target="_blank">Python Bytes</a> podcast host</strong> <a href="https://twitter.com/brianokken/status/1112220079972728832" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_Honestly, what you've built looks super solid and polished. In many ways, it's what I wanted **Hug** to be - it's really inspiring to see someone build that._"
+
+<div style="text-align: right; margin-right: 10%;">Timothy Crosley - <strong><a href="https://www.hug.rest/" target="_blank">Hug</a> creator</strong> <a href="https://news.ycombinator.com/item?id=19455465" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+"_If you're looking to learn one **modern framework** for building REST APIs, check out **FastAPI** [...] It's fast, easy to use and easy to learn [...]_"
+
+"_We've switched over to **FastAPI** for our **APIs** [...] I think you'll like it [...]_"
+
+<div style="text-align: right; margin-right: 10%;">Ines Montani - Matthew Honnibal - <strong><a href="https://explosion.ai" target="_blank">Explosion AI</a> founders - <a href="https://spacy.io" target="_blank">spaCy</a> creators</strong> <a href="https://twitter.com/_inesmontani/status/1144173225322143744" target="_blank"><small>(ref)</small></a> - <a href="https://twitter.com/honnibal/status/1144031421859655680" target="_blank"><small>(ref)</small></a></div>
+
+---
+
+## **Typer**, the FastAPI of CLIs
+
+<a href="https://typer.tiangolo.com" target="_blank"><img src="https://typer.tiangolo.com/img/logo-margin/logo-margin-vector.svg" style="width: 20%;"></a>
+
+If you are building a <abbr title="Command Line Interface">CLI</abbr> app to be used in the terminal instead of a web API, check out <a href="https://typer.tiangolo.com/" class="external-link" target="_blank">**Typer**</a>.
+
+**Typer** is FastAPI's little sibling. And it's intended to be the **FastAPI of CLIs**. ⌨️ 🚀
+
+## Requirements
+
+Python 3.6+
+
+FastAPI stands on the shoulders of giants:
+
+* <a href="https://www.starlette.io/" class="external-link" target="_blank">Starlette</a> for the web parts.
+* <a href="https://pydantic-docs.helpmanual.io/" class="external-link" target="_blank">Pydantic</a> for the data parts.
+
+## Installation
+
+<div class="termy">
+
+```console
+$ pip install fastapi
+
+---> 100%
+```
+
+</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>.
+
+<div class="termy">
+
+```console
+$ pip install uvicorn[standard]
+
+---> 100%
+```
+
+</div>
+
+## Example
+
+### Create it
+
+* Create a file `main.py` with:
+
+```Python
+from typing import Optional
+
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/")
+def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+def read_item(item_id: int, q: Optional[str] = None):
+    return {"item_id": item_id, "q": q}
+```
+
+<details markdown="1">
+<summary>Or use <code>async def</code>...</summary>
+
+If your code uses `async` / `await`, use `async def`:
+
+```Python hl_lines="9  14"
+from typing import Optional
+
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/")
+async def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+async def read_item(item_id: int, q: Optional[str] = None):
+    return {"item_id": item_id, "q": q}
+```
+
+**Note**:
+
+If you don't know, check the _"In a hurry?"_ section about <a href="https://fastapi.tiangolo.com/async/#in-a-hurry" target="_blank">`async` and `await` in the docs</a>.
+
+</details>
+
+### Run it
+
+Run the server with:
+
+<div class="termy">
+
+```console
+$ uvicorn main:app --reload
+
+INFO:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+INFO:     Started reloader process [28720]
+INFO:     Started server process [28722]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
+```
+
+</div>
+
+<details markdown="1">
+<summary>About the command <code>uvicorn main:app --reload</code>...</summary>
+
+The command `uvicorn main:app` refers to:
+
+* `main`: the file `main.py` (the Python "module").
+* `app`: the object created inside of `main.py` with the line `app = FastAPI()`.
+* `--reload`: make the server restart after code changes. Only do this for development.
+
+</details>
+
+### Check it
+
+Open your browser at <a href="http://127.0.0.1:8000/items/5?q=somequery" class="external-link" target="_blank">http://127.0.0.1:8000/items/5?q=somequery</a>.
+
+You will see the JSON response as:
+
+```JSON
+{"item_id": 5, "q": "somequery"}
+```
+
+You already created an API that:
+
+* Receives HTTP requests in the _paths_ `/` and `/items/{item_id}`.
+* Both _paths_ take `GET` <em>operations</em> (also known as HTTP _methods_).
+* The _path_ `/items/{item_id}` has a _path parameter_ `item_id` that should be an `int`.
+* The _path_ `/items/{item_id}` has an optional `str` _query parameter_ `q`.
+
+### Interactive API docs
+
+Now go to <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>.
+
+You will see the automatic interactive API documentation (provided by <a href="https://github.com/swagger-api/swagger-ui" class="external-link" target="_blank">Swagger UI</a>):
+
+![Swagger UI](https://fastapi.tiangolo.com/img/index/index-01-swagger-ui-simple.png)
+
+### Alternative API docs
+
+And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" target="_blank">http://127.0.0.1:8000/redoc</a>.
+
+You will see the alternative automatic documentation (provided by <a href="https://github.com/Rebilly/ReDoc" class="external-link" target="_blank">ReDoc</a>):
+
+![ReDoc](https://fastapi.tiangolo.com/img/index/index-02-redoc-simple.png)
+
+## Example upgrade
+
+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 fastapi import FastAPI
+from pydantic import BaseModel
+
+app = FastAPI()
+
+
+class Item(BaseModel):
+    name: str
+    price: float
+    is_offer: Optional[bool] = None
+
+
+@app.get("/")
+def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+def read_item(item_id: int, q: Optional[str] = None):
+    return {"item_id": item_id, "q": q}
+
+
+@app.put("/items/{item_id}")
+def update_item(item_id: int, item: Item):
+    return {"item_name": item.name, "item_id": item_id}
+```
+
+The server should reload automatically (because you added `--reload` to the `uvicorn` command above).
+
+### Interactive API docs upgrade
+
+Now go to <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>.
+
+* The interactive API documentation will be automatically updated, including the new body:
+
+![Swagger UI](https://fastapi.tiangolo.com/img/index/index-03-swagger-02.png)
+
+* Click on the button "Try it out", it allows you to fill the parameters and directly interact with the API:
+
+![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-04-swagger-03.png)
+
+* Then click on the "Execute" button, the user interface will communicate with your API, send the parameters, get the results and show them on the screen:
+
+![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-05-swagger-04.png)
+
+### Alternative API docs upgrade
+
+And now, go to <a href="http://127.0.0.1:8000/redoc" class="external-link" target="_blank">http://127.0.0.1:8000/redoc</a>.
+
+* The alternative documentation will also reflect the new query parameter and body:
+
+![ReDoc](https://fastapi.tiangolo.com/img/index/index-06-redoc-02.png)
+
+### Recap
+
+In summary, you declare **once** the types of parameters, body, etc. as function parameters. 
+
+You do that with standard modern Python types.
+
+You don't have to learn a new syntax, the methods or classes of a specific library, etc.
+
+Just standard **Python 3.6+**.
+
+For example, for an `int`:
+
+```Python
+item_id: int
+```
+
+or for a more complex `Item` model:
+
+```Python
+item: Item
+```
+
+...and with that single declaration you get:
+
+* Editor support, including:
+    * Completion.
+    * Type checks.
+* Validation of data:
+    * Automatic and clear errors when the data is invalid.
+    * Validation even for deeply nested JSON objects.
+* <abbr title="also known as: serialization, parsing, marshalling">Conversion</abbr> of input data: coming from the network to Python data and types. Reading from:
+    * JSON.
+    * Path parameters.
+    * Query parameters.
+    * Cookies.
+    * Headers.
+    * Forms.
+    * Files.
+* <abbr title="also known as: serialization, parsing, marshalling">Conversion</abbr> of output data: converting from Python data and types to network data (as JSON):
+    * Convert Python types (`str`, `int`, `float`, `bool`, `list`, etc).
+    * `datetime` objects.
+    * `UUID` objects.
+    * Database models.
+    * ...and many more.
+* Automatic interactive API documentation, including 2 alternative user interfaces:
+    * Swagger UI.
+    * ReDoc.
+
+---
+
+Coming back to the previous code example, **FastAPI** will:
+
+* Validate that there is an `item_id` in the path for `GET` and `PUT` requests.
+* Validate that the `item_id` is of type `int` for `GET` and `PUT` requests.
+    * If it is not, the client will see a useful, clear error.
+* Check if there is an optional query parameter named `q` (as in `http://127.0.0.1:8000/items/foo?q=somequery`) for `GET` requests.
+    * 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 `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.
+* Convert from and to JSON automatically.
+* Document everything with OpenAPI, that can be used by:
+    * Interactive documentation systems.
+    * Automatic client code generation systems, for many languages.
+* Provide 2 interactive documentation web interfaces directly.
+
+---
+
+We just scratched the surface, but you already get the idea of how it all works.
+
+Try changing the line with:
+
+```Python
+    return {"item_name": item.name, "item_id": item_id}
+```
+
+...from:
+
+```Python
+        ... "item_name": item.name ...
+```
+
+...to:
+
+```Python
+        ... "item_price": item.price ...
+```
+
+...and see how your editor will auto-complete the attributes and know their types:
+
+![editor support](https://fastapi.tiangolo.com/img/vscode-completion.png)
+
+For a more complete example including more features, see the <a href="https://fastapi.tiangolo.com/tutorial/">Tutorial - User Guide</a>.
+
+**Spoiler alert**: the tutorial - user guide includes:
+
+* Declaration of **parameters** from other different places as: **headers**, **cookies**, **form fields** and **files**.
+* How to set **validation constraints** as `maximum_length` or `regex`.
+* A very powerful and easy to use **<abbr title="also known as components, resources, providers, services, injectables">Dependency Injection</abbr>** system.
+* Security and authentication, including support for **OAuth2** with **JWT tokens** and **HTTP Basic** auth.
+* More advanced (but equally easy) techniques for declaring **deeply nested JSON models** (thanks to Pydantic).
+* Many extra features (thanks to Starlette) as:
+    * **WebSockets**
+    * extremely easy tests based on `requests` and `pytest`
+    * **CORS**
+    * **Cookie Sessions**
+    * ...and more.
+
+## Performance
+
+Independent TechEmpower benchmarks show **FastAPI** applications running under Uvicorn as <a href="https://www.techempower.com/benchmarks/#section=test&runid=7464e520-0dc2-473d-bd34-dbdfd7e85911&hw=ph&test=query&l=zijzen-7" class="external-link" target="_blank">one of the fastest Python frameworks available</a>, only below Starlette and Uvicorn themselves (used internally by FastAPI). (*)
+
+To understand more about it, see the section <a href="https://fastapi.tiangolo.com/benchmarks/" class="internal-link" target="_blank">Benchmarks</a>.
+
+## Optional Dependencies
+
+Used by Pydantic:
+
+* <a href="https://github.com/esnme/ultrajson" target="_blank"><code>ujson</code></a> - for faster JSON <abbr title="converting the string that comes from an HTTP request into Python data">"parsing"</abbr>.
+* <a href="https://github.com/JoshData/python-email-validator" target="_blank"><code>email_validator</code></a> - for email validation.
+
+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.
+* <a href="https://pyyaml.org/wiki/PyYAMLDocumentation" target="_blank"><code>pyyaml</code></a> - Required for Starlette's `SchemaGenerator` support (you probably don't need it with FastAPI).
+* <a href="https://github.com/esnme/ultrajson" target="_blank"><code>ujson</code></a> - Required if you want to use `UJSONResponse`.
+
+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]`.
+
+## License
+
+This project is licensed under the terms of the MIT license.

docs/de/mkdocs.yml

@@ -0,0 +1,136 @@
+site_name: FastAPI
+site_description: FastAPI framework, high performance, easy to learn, fast to code, ready for production
+site_url: https://fastapi.tiangolo.com/de/
+theme:
+  name: material
+  custom_dir: overrides
+  palette:
+  - scheme: default
+    primary: teal
+    accent: amber
+    toggle:
+      icon: material/lightbulb
+      name: Switch to light mode
+  - 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: de
+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/
+  - id: /id/
+  - it: /it/
+  - ja: /ja/
+  - ko: /ko/
+  - nl: /nl/
+  - pl: /pl/
+  - pt: /pt/
+  - ru: /ru/
+  - sq: /sq/
+  - tr: /tr/
+  - uk: /uk/
+  - zh: /zh/
+- features.md
+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
+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: /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: /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/deployment.md

@@ -1,262 +0,0 @@
-You can use <a href="https://www.docker.com/" class="external-link" target="_blank">**Docker**</a> for deployment. It has several advantages like security, replicability, development simplicity, etc.
-
-In this section you'll see instructions and links to guides to know how to:
-
-* Make your **FastAPI** application a Docker image/container with maximum performance. In about **5 min**.
-* (Optionally) understand what you, as a developer, need to know about HTTPS.
-* Set up a Docker Swarm mode cluster with automatic HTTPS, even on a simple $5 USD/month server. In about **20 min**.
-* Generate and deploy a full **FastAPI** application, using your Docker Swarm cluster, with HTTPS, etc. In about **10 min**.
-
----
-
-You can also easily use **FastAPI** in a standard server directly too (without Docker).
-
-## Docker
-
-If you are using Docker, you can use the official Docker image:
-
-### <a href="https://github.com/tiangolo/uvicorn-gunicorn-fastapi-docker" class="external-link" target="_blank">tiangolo/uvicorn-gunicorn-fastapi</a>
-
-This image has an "auto-tuning" mechanism included, so that you can just add your code and get very high performance automatically. And without making sacrifices.
-
-But you can still change and update all the configurations with environment variables or configuration files.
-
-!!! tip
-    To see all the configurations and options, go to the Docker image page: <a href="https://github.com/tiangolo/uvicorn-gunicorn-fastapi-docker" class="external-link" target="_blank">tiangolo/uvicorn-gunicorn-fastapi</a>.
-
-### Create a `Dockerfile`
-
-* Go to your project directory.
-* Create a `Dockerfile` with:
-
-```Dockerfile
-FROM tiangolo/uvicorn-gunicorn-fastapi:python3.7
-
-COPY ./app /app
-```
-
-#### Bigger Applications
-
-If you followed the section about creating [Bigger Applications with Multiple Files](tutorial/bigger-applications.md){.internal-link target=_blank}, your `Dockerfile` might instead look like:
-
-```Dockerfile
-FROM tiangolo/uvicorn-gunicorn-fastapi:python3.7
-
-COPY ./app /app/app
-```
-
-#### Raspberry Pi and other architectures
-
-If you are running Docker in a Raspberry Pi (that has an ARM processor) or any other architecture, you can create a `Dockerfile` from scratch, based on a Python base image (that is multi-architecture) and use Uvicorn alone.
-
-In this case, your `Dockerfile` could look like:
-
-```Dockerfile
-FROM python:3.7
-
-RUN pip install fastapi uvicorn
-
-EXPOSE 80
-
-COPY ./app /app
-
-CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "80"]
-```
-
-### Create the **FastAPI** Code
-
-* Create an `app` directory and enter in it.
-* Create a `main.py` file with:
-
-```Python
-from fastapi import FastAPI
-
-app = FastAPI()
-
-
-@app.get("/")
-def read_root():
-    return {"Hello": "World"}
-
-
-@app.get("/items/{item_id}")
-def read_item(item_id: int, q: str = None):
-    return {"item_id": item_id, "q": q}
-```
-
-* You should now have a directory structure like:
-
-```
-.
-├── app
-│   └── main.py
-└── Dockerfile
-```
-
-### Build the Docker image
-
-* Go to the project directory (in where your `Dockerfile` is, containing your `app` directory).
-* Build your FastAPI image:
-
-```bash
-docker build -t myimage .
-```
-
-### Start the Docker container
-
-* Run a container based on your image:
-
-```bash
-docker run -d --name mycontainer -p 80:80 myimage
-```
-
-Now you have an optimized FastAPI server in a Docker container. Auto-tuned for your current server (and number of CPU cores).
-
-### Check it
-
-You should be able to check it in your Docker container's URL, for example: <a href="http://192.168.99.100/items/5?q=somequery" class="external-link" target="_blank">http://192.168.99.100/items/5?q=somequery</a> or <a href="http://127.0.0.1/items/5?q=somequery" class="external-link" target="_blank">http://127.0.0.1/items/5?q=somequery</a> (or equivalent, using your Docker host).
-
-You will see something like:
-
-```JSON
-{"item_id": 5, "q": "somequery"}
-```
-
-### Interactive API docs
-
-Now you can go to <a href="http://192.168.99.100/docs" class="external-link" target="_blank">http://192.168.99.100/docs</a> or <a href="http://127.0.0.1/docs" class="external-link" target="_blank">http://127.0.0.1/docs</a> (or equivalent, using your Docker host).
-
-You will see the automatic interactive API documentation (provided by <a href="https://github.com/swagger-api/swagger-ui" class="external-link" target="_blank">Swagger UI</a>):
-
-![Swagger UI](https://fastapi.tiangolo.com/img/index/index-01-swagger-ui-simple.png)
-
-### Alternative API docs
-
-And you can also go to <a href="http://192.168.99.100/redoc" class="external-link" target="_blank">http://192.168.99.100/redoc</a> or <a href="http://127.0.0.1/redoc" class="external-link" target="_blank">http://127.0.0.1/redoc</a> (or equivalent, using your Docker host).
-
-You will see the alternative automatic documentation (provided by <a href="https://github.com/Rebilly/ReDoc" class="external-link" target="_blank">ReDoc</a>):
-
-![ReDoc](https://fastapi.tiangolo.com/img/index/index-02-redoc-simple.png)
-
-## HTTPS
-
-### About HTTPS
-
-It is easy to assume that HTTPS is something that is just "enabled" or not.
-
-But it is way more complex than that.
-
-!!! tip
-    If you are in a hurry or don't care, continue with the next section for step by step instructions to set everything up.
-
-To learn the basics of HTTPS, from a consumer perspective, check <a href="https://howhttps.works/" class="external-link" target="_blank">https://howhttps.works/</a>.
-
-Now, from a developer's perspective, here are several things to have in mind while thinking about HTTPS:
-
-* For HTTPS, the server needs to have "certificates" generated by a third party.
-    * Those certificates are actually acquired from the third-party, not "generated".
-* Certificates have a lifetime.
-    * They expire.
-    * And then they need to be renewed, acquired again from the third party.
-* The encryption of the connection happens at the TCP level.
-    * That's one layer below HTTP.
-    * So, the certificate and encryption handling is done before HTTP.
-* TCP doesn't know about "domains". Only about IP addresses.
-    * The information about the specific domain requested goes in the HTTP data.
-* The HTTPS certificates "certify" a certain domain, but the protocol and encryption happen at the TCP level, before knowing which domain is being dealt with.
-* By default, that would mean that you can only have one HTTPS certificate per IP address.
-    * No matter how big your server is or how small each application you have on it might be.
-    * There is a solution to this, however.
-* There's an extension to the TLS protocol (the one handling the encryption at the TCP level, before HTTP) called <a href="https://en.wikipedia.org/wiki/Server_Name_Indication" class="external-link" target="_blank"><abbr title="Server Name Indication">SNI</abbr></a>.
-    * This SNI extension allows one single server (with a single IP address) to have several HTTPS certificates and serve multiple HTTPS domains/applications.
-    * For this to work, a single component (program) running on the server, listening on the public IP address, must have all the HTTPS certificates in the server.
-* After obtaining a secure connection, the communication protocol is still HTTP.
-    * The contents are encrypted, even though they are being sent with the HTTP protocol.
-
-It is a common practice to have one program/HTTP server running on the server (the machine, host, etc.) and managing all the HTTPS parts : sending the decrypted HTTP requests to the actual HTTP application running in the same server (the **FastAPI** application, in this case), take the HTTP response from the application, encrypt it using the appropriate certificate and sending it back to the client using HTTPS. This server is often called a <a href="https://en.wikipedia.org/wiki/TLS_termination_proxy" class="external-link" target="_blank">TLS Termination Proxy</a>.
-
-### Let's Encrypt
-
-Before Let's Encrypt, these HTTPS certificates were sold by trusted third-parties.
-
-The process to acquire one of these certificates used to be cumbersome, require quite some paperwork and the certificates were quite expensive.
-
-But then <a href="https://letsencrypt.org/" class="external-link" target="_blank">Let's Encrypt</a> was created.
-
-It is a project from the Linux Foundation. It provides HTTPS certificates for free. In an automated way. These certificates use all the standard cryptographic security, and are short lived (about 3 months), so the security is actually better because of their reduced lifespan.
-
-The domains are securely verified and the certificates are generated automatically. This also allows automating the renewal of these certificates.
-
-The idea is to automate the acquisition and renewal of these certificates, so that you can have secure HTTPS, for free, forever.
-
-### Traefik
-
-<a href="https://traefik.io/" class="external-link" target="_blank">Traefik</a> is a high performance reverse proxy / load balancer. It can do the "TLS Termination Proxy" job (apart from other features).
-
-It has integration with Let's Encrypt. So, it can handle all the HTTPS parts, including certificate acquisition and renewal.
-
-It also has integrations with Docker. So, you can declare your domains in each application configurations and have it read those configurations, generate the HTTPS certificates and serve HTTPS to your application automatically, without requiring any change in its configuration.
-
----
-
-With this information and tools, continue with the next section to combine everything.
-
-## Docker Swarm mode cluster with Traefik and HTTPS
-
-You can have a Docker Swarm mode cluster set up in minutes (about 20 min) with a main Traefik handling HTTPS (including certificate acquisition and renewal).
-
-By using Docker Swarm mode, you can start with a "cluster" of a single machine (it can even be a $5 USD / month server) and then you can grow as much as you need adding more servers.
-
-To set up a Docker Swarm Mode cluster with Traefik and HTTPS handling, follow this guide:
-
-### <a href="https://medium.com/@tiangolo/docker-swarm-mode-and-traefik-for-a-https-cluster-20328dba6232" class="external-link" target="_blank">Docker Swarm Mode and Traefik for an HTTPS cluster</a>
-
-### Deploy a FastAPI application
-
-The easiest way to set everything up, would be using the [**FastAPI** Project Generators](project-generation.md){.internal-link target=_blank}.
-
-It is designed to be integrated with this Docker Swarm cluster with Traefik and HTTPS described above.
-
-You can generate a project in about 2 min.
-
-The generated project has instructions to deploy it, doing it takes another 2 min.
-
-## Alternatively, deploy **FastAPI** without Docker
-
-You can deploy **FastAPI** directly without Docker too.
-
-You just need to install an ASGI compatible server like:
-
-* <a href="https://www.uvicorn.org/" class="external-link" target="_blank">Uvicorn</a>, a lightning-fast ASGI server, built on uvloop and httptools.
-
-```bash
-pip install uvicorn
-```
-
-* <a href="https://gitlab.com/pgjones/hypercorn" class="external-link" target="_blank">Hypercorn</a>, an ASGI server also compatible with HTTP/2.
-
-```bash
-pip install hypercorn
-```
-
-...or any other ASGI server.
-
-And run your application the same way you have done in the tutorials, but without the `--reload` option, e.g.:
-
-```bash
-uvicorn main:app --host 0.0.0.0 --port 80
-```
-
-or with Hypercorn:
-
-```bash
-hypercorn main:app --bind 0.0.0.0:80
-```
-
-You might want to set up some tooling to make sure it is restarted automatically if it stops.
-
-You might also want to install <a href="https://gunicorn.org/" class="external-link" target="_blank">Gunicorn</a> and <a href="https://www.uvicorn.org/#running-with-gunicorn" class="external-link" target="_blank">use it as a manager for Uvicorn</a>, or use Hypercorn with multiple workers.
-
-Making sure to fine-tune the number of workers, etc.
-
-But if you are doing all that, you might just use the Docker image that does it automatically.

docs/en/data/external_links.yml

@@ -0,0 +1,286 @@
+articles:
+  english:
+  - 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: 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
+    title: Building simple E-Commerce with NuxtJS and FastAPI
+  - author: Rodrigo Arenas
+    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: Navule Pavan Kumar Rao
+    author_link: https://www.linkedin.com/in/navule/
+    link: https://www.tutlinks.com/deploy-fastapi-on-ubuntu-gunicorn-caddy-2/
+    title: Deploy FastAPI on Ubuntu and Serve using Caddy 2 Web Server
+  - 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  
+  - author: Dom Patmore
+    author_link: https://twitter.com/dompatmore
+    link: https://dompatmore.com/blog/authenticate-your-fastapi-app-with-auth0
+    title: Authenticate Your FastAPI App with auth0
+  - author: Valon Januzaj
+    author_link: https://www.linkedin.com/in/valon-januzaj-b02692187/
+    link: https://valonjanuzaj.medium.com/deploy-a-dockerized-fastapi-application-to-aws-cc757830ba1b
+    title: Deploy a dockerized FastAPI application to AWS
+  - author: Amit Chaudhary
+    author_link: https://twitter.com/amitness
+    link: https://amitness.com/2020/06/fastapi-vs-flask/
+    title: FastAPI for Flask Users
+  - author: Louis Guitton
+    author_link: https://twitter.com/louis_guitton
+    link: https://guitton.co/posts/fastapi-monitoring/
+    title: How to monitor your FastAPI service
+  - author: Julien Harbulot
+    author_link: https://julienharbulot.com/
+    link: https://julienharbulot.com/notification-server.html
+    title: HTTP server to display desktop notifications
+  - author: Precious Ndubueze
+    author_link: https://medium.com/@gabbyprecious2000
+    link: https://medium.com/@gabbyprecious2000/creating-a-crud-app-with-fastapi-part-one-7c049292ad37
+    title: Creating a CRUD App with FastAPI (Part one)
+  - author: Farhad Malik
+    author_link: https://medium.com/@farhadmalik
+    link: https://towardsdatascience.com/build-and-host-fast-data-science-applications-using-fastapi-823be8a1d6a0
+    title: Build And Host Fast Data Science Applications Using FastAPI
+  - author: Navule Pavan Kumar Rao
+    author_link: https://www.linkedin.com/in/navule/
+    link: https://www.tutlinks.com/deploy-fastapi-on-azure/
+    title: Deploy FastAPI on Azure App Service
+  - author: Davide Fiocco
+    author_link: https://github.com/davidefiocco
+    link: https://davidefiocco.github.io/streamlit-fastapi-ml-serving/
+    title: Machine learning model serving in Python using FastAPI and streamlit
+  - author: Netflix
+    author_link: https://netflixtechblog.com/
+    link: https://netflixtechblog.com/introducing-dispatch-da4b8a2a8072
+    title: Introducing Dispatch
+  - author: Stavros Korokithakis
+    author_link: https://twitter.com/Stavros
+    link: https://www.stavros.io/posts/fastapi-with-django/
+    title: Using FastAPI with Django
+  - author: Twilio
+    author_link: https://www.twilio.com
+    link: https://www.twilio.com/blog/build-secure-twilio-webhook-python-fastapi
+    title: Build a Secure Twilio Webhook with Python and FastAPI
+  - author: Sebastián Ramírez (tiangolo)
+    author_link: https://twitter.com/tiangolo
+    link: https://dev.to/tiangolo/build-a-web-api-from-scratch-with-fastapi-the-workshop-2ehe
+    title: Build a web API from scratch with FastAPI - the workshop
+  - author: Paul Sec
+    author_link: https://twitter.com/PaulWebSec
+    link: https://paulsec.github.io/posts/fastapi_plus_zeit_serverless_fu/
+    title: FastAPI + Zeit.co = 🚀
+  - author: cuongld2
+    author_link: https://dev.to/cuongld2
+    link: https://dev.to/cuongld2/build-simple-api-service-with-python-fastapi-part-1-581o
+    title: Build simple API service with Python FastAPI — Part 1
+  - author: Paurakh Sharma Humagain
+    author_link: https://twitter.com/PaurakhSharma
+    link: https://dev.to/paurakhsharma/microservice-in-python-using-fastapi-24cc
+    title: Microservice in Python using FastAPI
+  - author: Guillermo Cruz
+    author_link: https://wuilly.com/
+    link: https://wuilly.com/2019/10/real-time-notifications-with-python-and-postgres/
+    title: Real-time Notifications with Python and Postgres
+  - author: Benjamin Ramser
+    author_link: https://iwpnd.pw
+    link: https://iwpnd.pw/articles/2020-03/apache-kafka-fastapi-geostream
+    title: Apache Kafka producer and consumer with FastAPI and aiokafka
+  - author: Navule Pavan Kumar Rao
+    author_link: https://www.linkedin.com/in/navule/
+    link: https://www.tutlinks.com/create-and-deploy-fastapi-app-to-heroku/
+    title: Create and Deploy FastAPI app to Heroku without using Docker
+  - author: Benjamin Ramser
+    author_link: https://iwpnd.pw
+    link: https://iwpnd.pw/articles/2020-01/deploy-fastapi-to-aws-lambda
+    title: How to continuously deploy a FastAPI to AWS Lambda with AWS SAM
+  - author: Arthur Henrique
+    author_link: https://twitter.com/arthurheinrique
+    link: https://medium.com/@arthur393/another-boilerplate-to-fastapi-azure-pipeline-ci-pytest-3c8d9a4be0bb
+    title: 'Another Boilerplate to FastAPI: Azure Pipeline CI + Pytest'
+  - author: Shane Soh
+    author_link: https://medium.com/@shane.soh
+    link: https://medium.com/analytics-vidhya/deploy-machine-learning-models-with-keras-fastapi-redis-and-docker-4940df614ece
+    title: Deploy Machine Learning Models with Keras, FastAPI, Redis and Docker
+  - author: Mandy Gu
+    author_link: https://towardsdatascience.com/@mandygu
+    link: https://towardsdatascience.com/deploying-iris-classifications-with-fastapi-and-docker-7c9b83fdec3a
+    title: 'Towards Data Science: Deploying Iris Classifications with FastAPI and Docker'
+  - author: Michael Herman
+    author_link: https://testdriven.io/authors/herman
+    link: https://testdriven.io/blog/fastapi-crud/
+    title: 'TestDriven.io: Developing and Testing an Asynchronous API with FastAPI and Pytest'
+  - author: Bernard Brenyah
+    author_link: https://medium.com/@bbrenyah
+    link: https://medium.com/python-data/how-to-deploy-tensorflow-2-0-models-as-an-api-service-with-fastapi-docker-128b177e81f3
+    title: How To Deploy Tensorflow 2.0 Models As An API Service With FastAPI & Docker
+  - author: Dylan Anthony
+    author_link: https://dev.to/dbanty
+    link: https://dev.to/dbanty/why-i-m-leaving-flask-3ki6
+    title: Why I'm Leaving Flask
+  - author: Rob Wagner
+    author_link: https://robwagner.dev/
+    link: https://robwagner.dev/tortoise-fastapi-setup/
+    title: Setting up Tortoise ORM with FastAPI
+  - author: Mike Moritz
+    author_link: https://medium.com/@mike.p.moritz
+    link: https://medium.com/@mike.p.moritz/using-docker-compose-to-deploy-a-lightweight-python-rest-api-with-a-job-queue-37e6072a209b
+    title: Using Docker Compose to deploy a lightweight Python REST API with a job queue
+  - author: '@euri10'
+    author_link: https://gitlab.com/euri10
+    link: https://gitlab.com/euri10/fastapi_cheatsheet
+    title: A FastAPI and Swagger UI visual cheatsheet
+  - author: Uber Engineering
+    author_link: https://eng.uber.com
+    link: https://eng.uber.com/ludwig-v0-2/
+    title: 'Uber: Ludwig v0.2 Adds New Features and Other Improvements to its Deep Learning Toolbox [including a FastAPI server]'
+  - author: Maarten Grootendorst
+    author_link: https://www.linkedin.com/in/mgrootendorst/
+    link: https://towardsdatascience.com/how-to-deploy-a-machine-learning-model-dc51200fe8cf
+    title: How to Deploy a Machine Learning Model
+  - author: Johannes Gontrum
+    author_link: https://twitter.com/gntrm
+    link: https://medium.com/@gntrm/jwt-authentication-with-fastapi-and-aws-cognito-1333f7f2729e
+    title: JWT Authentication with FastAPI and AWS Cognito
+  - author: Ankush Thakur
+    author_link: https://geekflare.com/author/ankush/
+    link: https://geekflare.com/python-asynchronous-web-frameworks/
+    title: Top 5 Asynchronous Web Frameworks for Python
+  - author: Nico Axtmann
+    author_link: https://www.linkedin.com/in/nico-axtmann
+    link: https://medium.com/@nico.axtmann95/deploying-a-scikit-learn-model-with-onnx-und-fastapi-1af398268915
+    title: Deploying a scikit-learn model with ONNX and FastAPI
+  - author: Nils de Bruin
+    author_link: https://medium.com/@nilsdebruin
+    link: https://medium.com/data-rebels/fastapi-authentication-revisited-enabling-api-key-authentication-122dc5975680
+    title: 'FastAPI authentication revisited: Enabling API key authentication'
+  - author: Nick Cortale
+    author_link: https://nickc1.github.io/
+    link: https://nickc1.github.io/api,/scikit-learn/2019/01/10/scikit-fastapi.html
+    title: 'FastAPI and Scikit-Learn: Easily Deploy Models'
+  - author: Errieta Kostala
+    author_link: https://dev.to/errietta
+    link: https://dev.to/errietta/introduction-to-the-fastapi-python-framework-2n10
+    title: Introduction to the fastapi python framework
+  - author: Nils de Bruin
+    author_link: https://medium.com/@nilsdebruin
+    link: https://medium.com/data-rebels/fastapi-how-to-add-basic-and-cookie-authentication-a45c85ef47d3
+    title: FastAPI — How to add basic and cookie authentication
+  - author: Nils de Bruin
+    author_link: https://medium.com/@nilsdebruin
+    link: https://medium.com/data-rebels/fastapi-google-as-an-external-authentication-provider-3a527672cf33
+    title: FastAPI — Google as an external authentication provider
+  - author: William Hayes
+    author_link: https://medium.com/@williamhayes
+    link: https://medium.com/@williamhayes/fastapi-starlette-debug-vs-prod-5f7561db3a59
+    title: FastAPI/Starlette debug vs prod
+  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
+  japanese:
+  - author: '@bee2'
+    author_link: https://qiita.com/bee2
+    link: https://qiita.com/bee2/items/75d9c0d7ba20e7a4a0e9
+    title: '[FastAPI] Python製のASGI Web フレームワーク FastAPIに入門する'
+  - author: '@bee2'
+    author_link: https://qiita.com/bee2
+    link: https://qiita.com/bee2/items/0ad260ab9835a2087dae
+    title: PythonのWeb frameworkのパフォーマンス比較 (Django, Flask, responder, FastAPI, japronto)
+  - author: ライトコードメディア編集部
+    author_link: https://rightcode.co.jp/author/jun
+    link: https://rightcode.co.jp/blog/information-technology/fastapi-tutorial-todo-apps-admin-page-improvement
+    title: '【第4回】FastAPIチュートリアル: toDoアプリを作ってみよう【管理者ページ改良編】'
+  - author: ライトコードメディア編集部
+    author_link: https://rightcode.co.jp/author/jun
+    link: https://rightcode.co.jp/blog/information-technology/fastapi-tutorial-todo-apps-authentication-user-registration
+    title: '【第3回】FastAPIチュートリアル: toDoアプリを作ってみよう【認証・ユーザ登録編】'
+  - author: ライトコードメディア編集部
+    author_link: https://rightcode.co.jp/author/jun
+    link: https://rightcode.co.jp/blog/information-technology/fastapi-tutorial-todo-apps-model-building
+    title: '【第2回】FastAPIチュートリアル: ToDoアプリを作ってみよう【モデル構築編】'
+  - author: ライトコードメディア編集部
+    author_link: https://rightcode.co.jp/author/jun
+    link: https://rightcode.co.jp/blog/information-technology/fastapi-tutorial-todo-apps-environment
+    title: '【第1回】FastAPIチュートリアル: ToDoアプリを作ってみよう【環境構築編】'
+  - author: Hikaru Takahashi
+    author_link: https://qiita.com/hikarut
+    link: https://qiita.com/hikarut/items/b178af2e2440c67c6ac4
+    title: フロントエンド開発者向けのDockerによるPython開発環境構築
+  - author: '@angel_katayoku'
+    author_link: https://qiita.com/angel_katayoku
+    link: https://qiita.com/angel_katayoku/items/8a458a8952f50b73f420
+    title: FastAPIでPOSTされたJSONのレスポンスbodyを受け取る
+  - author: '@angel_katayoku'
+    author_link: https://qiita.com/angel_katayoku
+    link: https://qiita.com/angel_katayoku/items/4fbc1a4e2b33fa2237d2
+    title: FastAPIをMySQLと接続してDockerで管理してみる
+  - author: '@angel_katayoku'
+    author_link: https://qiita.com/angel_katayoku
+    link: https://qiita.com/angel_katayoku/items/0e1f5dbbe62efc612a78
+    title: FastAPIでCORSを回避
+  - author: '@ryoryomaru'
+    author_link: https://qiita.com/ryoryomaru
+    link: https://qiita.com/ryoryomaru/items/59958ed385b3571d50de
+    title: python製の最新APIフレームワーク FastAPI を触ってみた
+  - author: '@mtitg'
+    author_link: https://qiita.com/mtitg
+    link: https://qiita.com/mtitg/items/47770e9a562dd150631d
+    title: FastAPI｜DB接続してCRUDするPython製APIサーバーを構築
+  russian:
+  - author: Troy Köhler
+    author_link: https://www.linkedin.com/in/trkohler/
+    link: https://trkohler.com/fast-api-introduction-to-framework
+    title: 'FastAPI: знакомимся с фреймворком'
+  - author: prostomarkeloff
+    author_link: https://github.com/prostomarkeloff
+    link: https://habr.com/ru/post/478620/
+    title: Почему Вы должны попробовать FastAPI?
+  - author: Andrey Korchak
+    author_link: https://habr.com/ru/users/57uff3r/
+    link: https://habr.com/ru/post/454440/
+    title: 'Мелкая питонячая радость #2: Starlette - Солидная примочка – FastAPI'
+  vietnamese:
+  - author: Nguyễn Nhân
+    author_link: https://fullstackstation.com/author/figonking/
+    link: https://fullstackstation.com/fastapi-trien-khai-bang-docker/
+    title: 'FASTAPI: TRIỂN KHAI BẰNG DOCKER'
+podcasts:
+  english:
+  - author: Podcast.`__init__`
+    author_link: https://www.pythonpodcast.com/
+    link: https://www.pythonpodcast.com/fastapi-web-application-framework-episode-259/
+    title: Build The Next Generation Of Python Web Applications With FastAPI - Episode 259 - interview to Sebastían Ramírez (tiangolo)
+  - author: Python Bytes FM
+    author_link: https://pythonbytes.fm/
+    link: https://pythonbytes.fm/episodes/show/123/time-to-right-the-py-wrongs?time_in_sec=855
+    title: FastAPI on PythonBytes
+talks:
+  english:
+  - author: Sebastián Ramírez (tiangolo)
+    author_link: https://twitter.com/tiangolo
+    link: https://www.youtube.com/watch?v=PnpTY1f4k2U
+    title: '[VIRTUAL] Py.Amsterdam''s flying Software Circus: Intro to FastAPI'
+  - author: Sebastián Ramírez (tiangolo)
+    author_link: https://twitter.com/tiangolo
+    link: https://www.youtube.com/watch?v=z9K5pwb0rt8
+    title: 'PyConBY 2020: Serve ML models easily with FastAPI'
+  - author: Chris Withers
+    author_link: https://twitter.com/chriswithers13
+    link: https://www.youtube.com/watch?v=3DLwPcrE5mA
+    title: 'PyCon UK 2019: FastAPI from the ground up'

docs/en/data/github_sponsors.yml

@@ -0,0 +1,508 @@
+sponsors:
+- - login: cryptapi
+    avatarUrl: https://avatars.githubusercontent.com/u/44925437?u=61369138589bc7fee6c417f3fbd50fbd38286cc4&v=4
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+    url: https://github.com/jina-ai
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docs/en/data/sponsors.yml

@@ -0,0 +1,36 @@
+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://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://classiq.link/n4s
+    title: Join the team building a new SaaS platform that will change the computing world
+    img: https://fastapi.tiangolo.com/img/sponsors/classiq.png
+silver:
+  - url: https://www.deta.sh/?ref=fastapi
+    title: The launchpad for all your (team's) ideas
+    img: https://fastapi.tiangolo.com/img/sponsors/deta.svg
+  - url: https://www.investsuite.com/jobs
+    title: Wealthtech jobs with FastAPI
+    img: https://fastapi.tiangolo.com/img/sponsors/investsuite.svg
+  - url: https://talkpython.fm/fastapi-sponsor
+    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/
+    title: Learn to build high-quality web apps with best practices
+    img: https://fastapi.tiangolo.com/img/sponsors/testdriven.svg
+  - 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
+bronze:
+  - 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://striveworks.us/careers?utm_source=fastapi&utm_medium=sponsor_banner&utm_campaign=feb_march#openings
+    title: https://striveworks.us/careers
+    img: https://fastapi.tiangolo.com/img/sponsors/striveworks.png

docs/en/data/sponsors_badge.yml

@@ -0,0 +1,10 @@
+logins:
+  - jina-ai
+  - deta
+  - investsuite
+  - mikeckennedy
+  - deepset-ai
+  - cryptapi
+  - Striveworks
+  - xoflare
+  - InesIvanova

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

@@ -1,3 +1,5 @@
+# Additional Responses in OpenAPI
+
 !!! warning
     This is a rather advanced topic.
 
@@ -21,8 +23,8 @@ 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"
-{!./src/additional_responses/tutorial001.py!}
+```Python hl_lines="18  23"
+{!../../../docs_src/additional_responses/tutorial001.py!}
 ```
 
 !!! note
@@ -42,7 +44,7 @@ For example, to declare another response with a status code `404` and a Pydantic
 
 The generated responses in the OpenAPI for this *path operation* will be:
 
-```JSON hl_lines="3 4 5 6 7 8 9 10 11 12"
+```JSON hl_lines="3-12"
 {
     "responses": {
         "404": {
@@ -81,7 +83,7 @@ The generated responses in the OpenAPI for this *path operation* will be:
 
 The schemas are referenced to another place inside the OpenAPI schema:
 
-```JSON hl_lines="4 5 6 7 8 9 10 11 12 13 14 15 16"
+```JSON hl_lines="4-16"
 {
     "components": {
         "schemas": {
@@ -166,8 +168,8 @@ You can use this same `responses` parameter to add different media types for the
 
 For example, you can add an additional media type of `image/png`, declaring that your *path operation* can return a JSON object (with media type `application/json`) or a PNG image:
 
-```Python hl_lines="17 18 19 20 21 22 23 24 28"
-{!./src/additional_responses/tutorial002.py!}
+```Python hl_lines="19-24  28"
+{!../../../docs_src/additional_responses/tutorial002.py!}
 ```
 
 !!! note
@@ -190,8 +192,8 @@ For example, you can declare a response with a status code `404` that uses a Pyd
 
 And a response with a status code `200` that uses your `response_model`, but includes a custom `example`:
 
-```Python hl_lines="20 21 22 23 24 25 26 27 28 29 30 31"
-{!./src/additional_responses/tutorial003.py!}
+```Python hl_lines="20-31"
+{!../../../docs_src/additional_responses/tutorial003.py!}
 ```
 
 It will all be combined and included in your OpenAPI, and shown in the API docs:
@@ -226,8 +228,8 @@ You can use that technique to re-use some predefined responses in your *path ope
 
 For example:
 
-```Python hl_lines="11 12 13 14 15 24"
-{!./src/additional_responses/tutorial004.py!}
+```Python hl_lines="13-17  26"
+{!../../../docs_src/additional_responses/tutorial004.py!}
 ```
 
 ## More information about OpenAPI responses

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

@@ -1,4 +1,6 @@
-By default, **FastAPI** will return the responses using Starlette's `JSONResponse`, putting the content you return from your *path operation* inside of that `JSONResponse`.
+# Additional Status Codes
+
+By default, **FastAPI** will return the responses using a `JSONResponse`, putting the content you return from your *path operation* inside of that `JSONResponse`.
 
 It will use the default status code or the one you set in your *path operation*.
 
@@ -12,8 +14,8 @@ 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="2 20"
-{!./src/additional_status_codes/tutorial001.py!}
+```Python hl_lines="4  23"
+{!../../../docs_src/additional_status_codes/tutorial001.py!}
 ```
 
 !!! warning
@@ -23,8 +25,13 @@ To achieve that, import `JSONResponse`, and return your content there directly,
     
     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"
+    You could also use `from starlette.responses import JSONResponse`.
+
+    **FastAPI** provides the same `starlette.responses` as `fastapi.responses` just as a convenience for you, the developer. But most of the available responses come directly from Starlette. The same with `status`.
+
 ## OpenAPI and API docs
 
-If you return additional status codes and responses directly, they won't be included in the OpenAPI schema (the API docs), because FastAPI doesn't have a way to know before hand what you are going to return.
+If you return additional status codes and responses directly, they won't be included in the OpenAPI schema (the API docs), because FastAPI doesn't have a way to know beforehand what you are going to return.
 
 But you can document that in your code, using: [Additional Responses](additional-responses.md){.internal-link target=_blank}.

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

@@ -1,7 +1,4 @@
-!!! warning
-    This is, more or less, an "advanced" chapter.
-    
-    If you are just starting with **FastAPI** you might want to skip this chapter and come back to it later.
+# Advanced Dependencies
 
 ## Parameterized dependencies
 
@@ -22,7 +19,7 @@ Not the class itself (which is already a callable), but an instance of that clas
 To do that, we declare a method `__call__`:
 
 ```Python hl_lines="10"
-{!./src/dependencies/tutorial011.py!}
+{!../../../docs_src/dependencies/tutorial011.py!}
 ```
 
 In this case, this `__call__` is what **FastAPI** will use to check for additional parameters and sub-dependencies, and this is what will be called to pass a value to the parameter in your *path operation function* later.
@@ -32,7 +29,7 @@ In this case, this `__call__` is what **FastAPI** will use to check for addition
 And now, we can use `__init__` to declare the parameters of the instance that we can use to "parameterize" the dependency:
 
 ```Python hl_lines="7"
-{!./src/dependencies/tutorial011.py!}
+{!../../../docs_src/dependencies/tutorial011.py!}
 ```
 
 In this case, **FastAPI** won't ever touch or care about `__init__`, we will use it directly in our code.
@@ -42,7 +39,7 @@ In this case, **FastAPI** won't ever touch or care about `__init__`, we will use
 We could create an instance of this class with:
 
 ```Python hl_lines="16"
-{!./src/dependencies/tutorial011.py!}
+{!../../../docs_src/dependencies/tutorial011.py!}
 ```
 
 And that way we are able to "parameterize" our dependency, that now has `"bar"` inside of it, as the attribute `checker.fixed_content`.
@@ -60,7 +57,7 @@ checker(q="somequery")
 ...and pass whatever that returns as the value of the dependency in our *path operation function* as the parameter `fixed_content_included`:
 
 ```Python hl_lines="20"
-{!./src/dependencies/tutorial011.py!}
+{!../../../docs_src/dependencies/tutorial011.py!}
 ```
 
 !!! tip

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

@@ -1,3 +1,5 @@
+# Async SQL (Relational) Databases
+
 You can also use <a href="https://github.com/encode/databases" class="external-link" target="_blank">`encode/databases`</a> with **FastAPI** to connect to databases using `async` and `await`.
 
 It is compatible with:
@@ -21,8 +23,8 @@ Later, for your production application, you might want to use a database server
 * Create a `metadata` object.
 * Create a table `notes` using the `metadata` object.
 
-```Python hl_lines="4 14 16 17 18 19 20 21 22"
-{!./src/async_sql_databases/tutorial001.py!}
+```Python hl_lines="4  14  16-22"
+{!../../../docs_src/async_sql_databases/tutorial001.py!}
 ```
 
 !!! tip
@@ -36,8 +38,8 @@ Later, for your production application, you might want to use a database server
 * Create a `DATABASE_URL`.
 * Create a `database` object.
 
-```Python hl_lines="3 9 12"
-{!./src/async_sql_databases/tutorial001.py!}
+```Python hl_lines="3  9  12"
+{!../../../docs_src/async_sql_databases/tutorial001.py!}
 ```
 
 !!! tip
@@ -52,8 +54,8 @@ Here, this section would run directly, right before starting your **FastAPI** ap
 * Create an `engine`.
 * Create all the tables from the `metadata` object.
 
-```Python hl_lines="25 26 27 28"
-{!./src/async_sql_databases/tutorial001.py!}
+```Python hl_lines="25-28"
+{!../../../docs_src/async_sql_databases/tutorial001.py!}
 ```
 
 ## Create models
@@ -63,8 +65,8 @@ Create Pydantic models for:
 * Notes to be created (`NoteIn`).
 * Notes to be returned (`Note`).
 
-```Python hl_lines="31 32 33 36 37 38 39"
-{!./src/async_sql_databases/tutorial001.py!}
+```Python hl_lines="31-33  36-39"
+{!../../../docs_src/async_sql_databases/tutorial001.py!}
 ```
 
 By creating these Pydantic models, the input data will be validated, serialized (converted), and annotated (documented).
@@ -76,16 +78,16 @@ So, you will be able to see it all in the interactive API docs.
 * Create your `FastAPI` application.
 * Create event handlers to connect and disconnect from the database.
 
-```Python hl_lines="42 45 46 47 50 51 52"
-{!./src/async_sql_databases/tutorial001.py!}
+```Python hl_lines="42  45-47  50-52"
+{!../../../docs_src/async_sql_databases/tutorial001.py!}
 ```
 
 ## Read notes
 
 Create the *path operation function* to read notes:
 
-```Python hl_lines="55 56 57 58"
-{!./src/async_sql_databases/tutorial001.py!}
+```Python hl_lines="55-58"
+{!../../../docs_src/async_sql_databases/tutorial001.py!}
 ```
 
 !!! Note
@@ -101,8 +103,8 @@ That documents (and validates, serializes, filters) the output data, as a `list`
 
 Create the *path operation function* to create notes:
 
-```Python hl_lines="61 62 63 64 65"
-{!./src/async_sql_databases/tutorial001.py!}
+```Python hl_lines="61-65"
+{!../../../docs_src/async_sql_databases/tutorial001.py!}
 ```
 
 !!! Note

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

@@ -0,0 +1,88 @@
+# Async Tests
+
+You have already seen how to test your **FastAPI** applications using the provided `TestClient`, but with it, you can't test or run any other `async` function in your (synchronous) pytest functions.
+
+Being able to use asynchronous functions in your tests could be useful, for example, when you're querying your database asynchronously. Imagine you want to test sending requests to your FastAPI application and then verify that your backend successfully wrote the correct data in the database, while using an async database library.
+
+Let's look at how we can make that work.
+
+## pytest.mark.anyio
+
+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
+
+Even if your **FastAPI** application uses normal `def` functions instead of `async def`, it is still an `async` application underneath.
+
+The `TestClient` does some magic inside to call the asynchronous FastAPI application in your normal `def` test functions, using standard pytest. But that magic doesn't work anymore when we're using it inside asynchronous functions. By running our tests asynchronously, we can no longer use the `TestClient` inside our test functions.
+
+Luckily there's a nice alternative, called <a href="https://www.python-httpx.org/" class="external-link" target="_blank">HTTPX</a>.
+
+HTTPX is an HTTP client for Python 3 that allows us to query our FastAPI application similarly to how we did it with the `TestClient`.
+
+If you're familiar with the <a href="https://requests.readthedocs.io/en/master/" class="external-link" target="_blank">Requests</a> library, you'll find that the API of HTTPX is almost identical.
+
+The important difference for us is that with HTTPX we are not limited to synchronous, but can also make asynchronous requests.
+
+## Example
+
+For a simple example, let's consider the following `main.py` module:
+
+```Python
+{!../../../docs_src/async_tests/main.py!}
+```
+
+The `test_main.py` module that contains the tests for `main.py` could look like this now:
+
+```Python
+{!../../../docs_src/async_tests/test_main.py!}
+```
+
+## Run it
+
+You can run your tests as usual via:
+
+<div class="termy">
+
+```console
+$ pytest
+
+---> 100%
+```
+
+</div>
+
+## In Detail
+
+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!}
+```
+
+!!! tip
+    Note that the test function is now `async def` instead of just `def` as before when using the `TestClient`.
+
+Then we can create an `AsyncClient` with the app, and send async requests to it, using `await`.
+
+```Python hl_lines="9-10"
+{!../../../docs_src/async_tests/test_main.py!}
+```
+
+This is the equivalent to:
+
+```Python
+response = client.get('/')
+```
+
+that we used to make our requests with the `TestClient`.
+
+!!! tip
+    Note that we're using async/await with the new `AsyncClient` - the request is asynchronous.
+
+## Other Asynchronous Function Calls
+
+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>) 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/behind-a-proxy.md

@@ -0,0 +1,346 @@
+# Behind a Proxy
+
+In some situations, you might need to use a **proxy** server like Traefik or Nginx with a configuration that adds an extra path prefix that is not seen by your application.
+
+In these cases you can use `root_path` to configure your application.
+
+The `root_path` is a mechanism provided by the ASGI specification (that FastAPI is built on, through Starlette).
+
+The `root_path` is used to handle these specific cases.
+
+And it's also used internally when mounting sub-applications.
+
+## Proxy with a stripped path prefix
+
+Having a proxy with a stripped path prefix, in this case, means that you could declare a path at `/app` in your code, but then, you add a layer on top (the proxy) that would put your **FastAPI** application under a path like `/api/v1`.
+
+In this case, the original path `/app` would actually be served at `/api/v1/app`.
+
+Even though all your code is written assuming there's just `/app`.
+
+And the proxy would be **"stripping"** the **path prefix** on the fly before transmitting the request to Uvicorn, keep your application convinced that it is serving at `/app`, so that you don't have to update all your code to include the prefix `/api/v1`.
+
+Up to here, everything would work as normally.
+
+But then, when you open the integrated docs UI (the frontend), it would expect to get the OpenAPI schema at `/openapi.json`, instead of `/api/v1/openapi.json`.
+
+So, the frontend (that runs in the browser) would try to reach `/openapi.json` and wouldn't be able to get the OpenAPI schema.
+
+Because we have a proxy with a path prefix of `/api/v1` for our app, the frontend needs to fetch the OpenAPI schema at `/api/v1/openapi.json`.
+
+```mermaid
+graph LR
+
+browser("Browser")
+proxy["Proxy on http://0.0.0.0:9999/api/v1/app"]
+server["Server on http://127.0.0.1:8000/app"]
+
+browser --> proxy
+proxy --> server
+```
+
+!!! tip
+    The IP `0.0.0.0` is commonly used to mean that the program listens on all the IPs available in that machine/server.
+
+The docs UI would also need the OpenAPI schema to declare that this API `server` is located at `/api/v1` (behind the proxy). For example:
+
+```JSON hl_lines="4-8"
+{
+    "openapi": "3.0.2",
+    // More stuff here
+    "servers": [
+        {
+            "url": "/api/v1"
+        }
+    ],
+    "paths": {
+            // More stuff here
+    }
+}
+```
+
+In this example, the "Proxy" could be something like **Traefik**. And the server would be something like **Uvicorn**, running your FastAPI application.
+
+### Providing the `root_path`
+
+To achieve this, you can use the command line option `--root-path` like:
+
+<div class="termy">
+
+```console
+$ uvicorn main:app --root-path /api/v1
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+```
+
+</div>
+
+If you use Hypercorn, it also has the option `--root-path`.
+
+!!! note "Technical Details"
+    The ASGI specification defines a `root_path` for this use case.
+
+    And the `--root-path` command line option provides that `root_path`.
+
+### Checking the current `root_path`
+
+You can get the current `root_path` used by your application for each request, it is part of the `scope` dictionary (that's part of the ASGI spec).
+
+Here we are including it in the message just for demonstration purposes.
+
+```Python hl_lines="8"
+{!../../../docs_src/behind_a_proxy/tutorial001.py!}
+```
+
+Then, if you start Uvicorn with:
+
+<div class="termy">
+
+```console
+$ uvicorn main:app --root-path /api/v1
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+```
+
+</div>
+
+The response would be something like:
+
+```JSON
+{
+    "message": "Hello World",
+    "root_path": "/api/v1"
+}
+```
+
+### Setting the `root_path` in the FastAPI app
+
+Alternatively, if you don't have a way to provide a command line option like `--root-path` or equivalent, you can set the `root_path` parameter when creating your FastAPI app:
+
+```Python hl_lines="3"
+{!../../../docs_src/behind_a_proxy/tutorial002.py!}
+```
+
+Passing the `root_path` to `FastAPI` would be the equivalent of passing the `--root-path` command line option to Uvicorn or Hypercorn.
+
+### About `root_path`
+
+Have in mind that the server (Uvicorn) won't use that `root_path` for anything else than passing it to the app.
+
+But if you go with your browser to <a href="http://127.0.0.1:8000" class="external-link" target="_blank">http://127.0.0.1:8000/app</a> you will see the normal response:
+
+```JSON
+{
+    "message": "Hello World",
+    "root_path": "/api/v1"
+}
+```
+
+So, it won't expect to be accessed at `http://127.0.0.1:8000/api/v1/app`.
+
+Uvicorn will expect the proxy to access Uvicorn at `http://127.0.0.1:8000/app`, and then it would be the proxy's responsibility to add the extra `/api/v1` prefix on top.
+
+## About proxies with a stripped path prefix
+
+Have in mind that a proxy with stripped path prefix is only one of the ways to configure it.
+
+Probably in many cases the default will be that the proxy doesn't have a stripped path prefix.
+
+In a case like that (without a stripped path prefix), the proxy would listen on something like `https://myawesomeapp.com`, and then if the browser goes to `https://myawesomeapp.com/api/v1/app` and your server (e.g. Uvicorn) listens on `http://127.0.0.1:8000` the proxy (without a stripped path prefix) would access Uvicorn at the same path: `http://127.0.0.1:8000/api/v1/app`.
+
+## Testing locally with Traefik
+
+You can easily run the experiment locally with a stripped path prefix using <a href="https://docs.traefik.io/" class="external-link" target="_blank">Traefik</a>.
+
+<a href="https://github.com/containous/traefik/releases" class="external-link" target="_blank">Download Traefik</a>, it's a single binary, you can extract the compressed file and run it directly from the terminal.
+
+Then create a file `traefik.toml` with:
+
+```TOML hl_lines="3"
+[entryPoints]
+  [entryPoints.http]
+    address = ":9999"
+
+[providers]
+  [providers.file]
+    filename = "routes.toml"
+```
+
+This tells Traefik to listen on port 9999 and to use another file `routes.toml`.
+
+!!! tip
+    We are using port 9999 instead of the standard HTTP port 80 so that you don't have to run it with admin (`sudo`) privileges.
+
+Now create that other file `routes.toml`:
+
+```TOML hl_lines="5  12  20"
+[http]
+  [http.middlewares]
+
+    [http.middlewares.api-stripprefix.stripPrefix]
+      prefixes = ["/api/v1"]
+
+  [http.routers]
+
+    [http.routers.app-http]
+      entryPoints = ["http"]
+      service = "app"
+      rule = "PathPrefix(`/api/v1`)"
+      middlewares = ["api-stripprefix"]
+
+  [http.services]
+
+    [http.services.app]
+      [http.services.app.loadBalancer]
+        [[http.services.app.loadBalancer.servers]]
+          url = "http://127.0.0.1:8000"
+```
+
+This file configures Traefik to use the path prefix `/api/v1`.
+
+And then it will redirect its requests to your Uvicorn running on `http://127.0.0.1:8000`.
+
+Now start Traefik:
+
+<div class="termy">
+
+```console
+$ ./traefik --configFile=traefik.toml
+
+INFO[0000] Configuration loaded from file: /home/user/awesomeapi/traefik.toml
+```
+
+</div>
+
+And now start your app with Uvicorn, using the `--root-path` option:
+
+<div class="termy">
+
+```console
+$ uvicorn main:app --root-path /api/v1
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+```
+
+</div>
+
+### Check the responses
+
+Now, if you go to the URL with the port for Uvicorn: <a href="http://127.0.0.1:8000/app" class="external-link" target="_blank">http://127.0.0.1:8000/app</a>, you will see the normal response:
+
+```JSON
+{
+    "message": "Hello World",
+    "root_path": "/api/v1"
+}
+```
+
+!!! tip
+    Notice that even though you are accessing it at `http://127.0.0.1:8000/app` it shows the `root_path` of `/api/v1`, taken from the option `--root-path`.
+
+And now open the URL with the port for Traefik, including the path prefix: <a href="http://127.0.0.1:9999/api/v1/app" class="external-link" target="_blank">http://127.0.0.1:9999/api/v1/app</a>.
+
+We get the same response:
+
+```JSON
+{
+    "message": "Hello World",
+    "root_path": "/api/v1"
+}
+```
+
+but this time at the URL with the prefix path provided by the proxy: `/api/v1`.
+
+Of course, the idea here is that everyone would access the app through the proxy, so the version with the path prefix `/app/v1` is the "correct" one.
+
+And the version without the path prefix (`http://127.0.0.1:8000/app`), provided by Uvicorn directly, would be exclusively for the _proxy_ (Traefik) to access it.
+
+That demonstrates how the Proxy (Traefik) uses the path prefix and how the server (Uvicorn) uses the `root_path` from the option `--root-path`.
+
+### Check the docs UI
+
+But here's the fun part. ✨
+
+The "official" way to access the app would be through the proxy with the path prefix that we defined. So, as we would expect, if you try the docs UI served by Uvicorn directly, without the path prefix in the URL, it won't work, because it expects to be accessed through the proxy.
+
+You can check it at <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>:
+
+<img src="/img/tutorial/behind-a-proxy/image01.png">
+
+But if we access the docs UI at the "official" URL using the proxy with port `9999`, at `/api/v1/docs`, it works correctly! 🎉
+
+You can check it at <a href="http://127.0.0.1:9999/api/v1/docs" class="external-link" target="_blank">http://127.0.0.1:9999/api/v1/docs</a>:
+
+<img src="/img/tutorial/behind-a-proxy/image02.png">
+
+Right as we wanted it. ✔️
+
+This is because FastAPI uses this `root_path` to create the default `server` in OpenAPI with the URL provided by `root_path`.
+
+## Additional servers
+
+!!! warning
+    This is a more advanced use case. Feel free to skip it.
+
+By default, **FastAPI** will create a `server` in the OpenAPI schema with the URL for the `root_path`.
+
+But you can also provide other alternative `servers`, for example if you want *the same* docs UI to interact with a staging and production environments.
+
+If you pass a custom list of `servers` and there's a `root_path` (because your API lives behind a proxy), **FastAPI** will insert a "server" with this `root_path` at the beginning of the list.
+
+For example:
+
+```Python hl_lines="4-7"
+{!../../../docs_src/behind_a_proxy/tutorial003.py!}
+```
+
+Will generate an OpenAPI schema like:
+
+```JSON hl_lines="5-7"
+{
+    "openapi": "3.0.2",
+    // More stuff here
+    "servers": [
+        {
+            "url": "/api/v1"
+        },
+        {
+            "url": "https://stag.example.com",
+            "description": "Staging environment"
+        },
+        {
+            "url": "https://prod.example.com",
+            "description": "Production environment"
+        }
+    ],
+    "paths": {
+            // More stuff here
+    }
+}
+```
+
+!!! tip
+    Notice the auto-generated server with a `url` value of `/api/v1`, taken from the `root_path`.
+
+In the docs UI at <a href="http://127.0.0.1:9999/api/v1/docs" class="external-link" target="_blank">http://127.0.0.1:9999/api/v1/docs</a> it would look like:
+
+<img src="/img/tutorial/behind-a-proxy/image03.png">
+
+!!! tip
+    The docs UI will interact with the server that you select.
+
+### Disable automatic server from `root_path`
+
+If you don't want **FastAPI** to include an automatic server using the `root_path`, you can use the parameter `root_path_in_servers=False`:
+
+```Python hl_lines="9"
+{!../../../docs_src/behind_a_proxy/tutorial004.py!}
+```
+
+and then it won't include it in the OpenAPI schema.
+
+## Mounting a sub-application
+
+If you need to mount a sub-application (as described in [Sub Applications - Mounts](./sub-applications.md){.internal-link target=_blank}) while also using a proxy with `root_path`, you can do it normally, as you would expect.
+
+FastAPI will internally use the `root_path` smartly, so it will just work. ✨

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

@@ -0,0 +1,58 @@
+# Conditional OpenAPI
+
+If you needed to, you could use settings and environment variables to configure OpenAPI conditionally depending on the environment, and even disable it entirely.
+
+## About security, APIs, and docs
+
+Hiding your documentation user interfaces in production *shouldn't* be the way to protect your API.
+
+That doesn't add any extra security to your API, the *path operations* will still be available where they are.
+
+If there's a security flaw in your code, it will still exist.
+
+Hiding the documentation just makes it more difficult to understand how to interact with your API, and could make it more difficult for you to debug it in production. It could be considered simply a form of <a href="https://en.wikipedia.org/wiki/Security_through_obscurity" class="external-link" target="_blank">Security through obscurity</a>.
+
+If you want to secure your API, there are several better things you can do, for example:
+
+* Make sure you have well defined Pydantic models for your request bodies and responses.
+* Configure any required permissions and roles using dependencies.
+* Never store plaintext passwords, only password hashes.
+* Implement and use well-known cryptographic tools, like Passlib and JWT tokens, etc.
+* Add more granular permission controls with OAuth2 scopes where needed.
+* ...etc.
+
+Nevertheless, you might have a very specific use case where you really need to disable the API docs for some environment (e.g. for production) or depending on configurations from environment variables.
+
+## Conditional OpenAPI from settings and env vars
+
+You can easily use the same Pydantic settings to configure your generated OpenAPI and the docs UIs.
+
+For example:
+
+```Python hl_lines="6  11"
+{!../../../docs_src/conditional_openapi/tutorial001.py!}
+```
+
+Here we declare the setting `openapi_url` with the same default of `"/openapi.json"`.
+
+And then we use it when creating the `FastAPI` app.
+
+Then you could disable OpenAPI (including the UI docs) by setting the environment variable `OPENAPI_URL` to the empty string, like:
+
+<div class="termy">
+
+```console
+$ OPENAPI_URL= uvicorn main:app
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+```
+
+</div>
+
+Then if you go to the URLs at `/openapi.json`, `/docs`, or `/redoc` you will just get a `404 Not Found` error like:
+
+```JSON
+{
+    "detail": "Not Found"
+}
+```

docs/en/docs/advanced/custom-request-and-route.md

@@ -1,3 +1,5 @@
+# Custom Request and APIRoute class
+
 In some cases, you may want to override the logic used by the `Request` and `APIRoute` classes.
 
 In particular, this may be a good alternative to logic in a middleware.
@@ -25,14 +27,17 @@ And an `APIRoute` subclass to use that custom request class.
 
 ### Create a custom `GzipRequest` class
 
+!!! tip
+    This is a toy example to demonstrate how it works, if you need Gzip support, you can use the provided [`GzipMiddleware`](./middleware.md#gzipmiddleware){.internal-link target=_blank}.
+
 First, we create a `GzipRequest` class, which will overwrite the `Request.body()` method to decompress the body in the presence of an appropriate header.
 
 If there's no `gzip` in the header, it will not try to decompress the body.
 
 That way, the same route class can handle gzip compressed or uncompressed requests.
 
-```Python hl_lines="10 11 12 13 14 15 16 17"
-{!./src/custom_request_and_route/tutorial001.py!}
+```Python hl_lines="8-15"
+{!../../../docs_src/custom_request_and_route/tutorial001.py!}
 ```
 
 ### Create a custom `GzipRoute` class
@@ -45,8 +50,8 @@ This method returns a function. And that function is what will receive a request
 
 Here we use it to create a `GzipRequest` from the original request.
 
-```Python hl_lines="20 21 22 23 24 25 26 27 28"
-{!./src/custom_request_and_route/tutorial001.py!}
+```Python hl_lines="18-26"
+{!../../../docs_src/custom_request_and_route/tutorial001.py!}
 ```
 
 !!! note "Technical Details"
@@ -79,26 +84,26 @@ We can also use this same approach to access the request body in an exception ha
 
 All we need to do is handle the request inside a `try`/`except` block:
 
-```Python hl_lines="15 17"
-{!./src/custom_request_and_route/tutorial002.py!}
+```Python hl_lines="13  15"
+{!../../../docs_src/custom_request_and_route/tutorial002.py!}
 ```
 
 If an exception occurs, the`Request` instance will still be in scope, so we can read and make use of the request body when handling the error:
 
-```Python hl_lines="18 19 20"
-{!./src/custom_request_and_route/tutorial002.py!}
+```Python hl_lines="16-18"
+{!../../../docs_src/custom_request_and_route/tutorial002.py!}
 ```
 
 ## Custom `APIRoute` class in a router
 
 You can also set the `route_class` parameter of an `APIRouter`:
 
-```Python hl_lines="28"
-{!./src/custom_request_and_route/tutorial003.py!}
+```Python hl_lines="26"
+{!../../../docs_src/custom_request_and_route/tutorial003.py!}
 ```
 
 In this example, the *path operations* under the `router` will use the custom `TimedRoute` class, and will have an extra `X-Response-Time` header in the response with the time it took to generate the response:
 
-```Python hl_lines="15 16 17 18 19 20 21 22"
-{!./src/custom_request_and_route/tutorial003.py!}
+```Python hl_lines="13-20"
+{!../../../docs_src/custom_request_and_route/tutorial003.py!}
 ```

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

@@ -0,0 +1,264 @@
+# Custom Response - HTML, Stream, File, others
+
+By default, **FastAPI** will return the responses using `JSONResponse`.
+
+You can override it by returning a `Response` directly as seen in [Return a Response directly](response-directly.md){.internal-link target=_blank}.
+
+But if you return a `Response` directly, the data won't be automatically converted, and the documentation won't be automatically generated (for example, including the specific "media type", in the HTTP header `Content-Type` as part of the generated OpenAPI).
+
+But you can also declare the `Response` that you want to be used, in the *path operation decorator*.
+
+The contents that you return from your *path operation function* will be put inside of that `Response`.
+
+And if that `Response` has a JSON media type (`application/json`), like is the case with the `JSONResponse` and `UJSONResponse`, the data you return will be automatically converted (and filtered) with any Pydantic `response_model` that you declared in the *path operation decorator*.
+
+!!! note
+    If you use a response class with no media type, FastAPI will expect your response to have no content, so it will not document the response format in its generated OpenAPI docs.
+
+## Use `ORJSONResponse`
+
+For example, if you are squeezing performance, you can install and use <a href="https://github.com/ijl/orjson" class="external-link" target="_blank">`orjson`</a> and set the response to be `ORJSONResponse`.
+
+Import the `Response` class (sub-class) you want to use and declare it in the *path operation decorator*.
+
+```Python hl_lines="2  7"
+{!../../../docs_src/custom_response/tutorial001b.py!}
+```
+
+!!! info
+    The parameter `response_class` will also be used to define the "media type" of the response.
+
+    In this case, the HTTP header `Content-Type` will be set to `application/json`.
+
+    And it will be documented as such in OpenAPI.
+
+!!! tip
+    The `ORJSONResponse` is currently only available in FastAPI, not in Starlette.
+
+## HTML Response
+
+To return a response with HTML directly from **FastAPI**, use `HTMLResponse`.
+
+* Import `HTMLResponse`.
+* Pass `HTMLResponse` as the parameter `response_class` of your *path operation decorator*.
+
+```Python hl_lines="2  7"
+{!../../../docs_src/custom_response/tutorial002.py!}
+```
+
+!!! info
+    The parameter `response_class` will also be used to define the "media type" of the response.
+
+    In this case, the HTTP header `Content-Type` will be set to `text/html`.
+
+    And it will be documented as such in OpenAPI.
+
+### Return a `Response`
+
+As seen in [Return a Response directly](response-directly.md){.internal-link target=_blank}, you can also override the response directly in your *path operation*, by returning it.
+
+The same example from above, returning an `HTMLResponse`, could look like:
+
+```Python hl_lines="2  7  19"
+{!../../../docs_src/custom_response/tutorial003.py!}
+```
+
+!!! warning
+    A `Response` returned directly by your *path operation function* won't be documented in OpenAPI (for example, the `Content-Type` won't be documented) and won't be visible in the automatic interactive docs.
+
+!!! info
+    Of course, the actual `Content-Type` header, status code, etc, will come from the `Response` object your returned.
+
+### Document in OpenAPI and override `Response`
+
+If you want to override the response from inside of the function but at the same time document the "media type" in OpenAPI, you can use the `response_class` parameter AND return a `Response` object.
+
+The `response_class` will then be used only to document the OpenAPI *path operation*, but your `Response` will be used as is.
+
+#### Return an `HTMLResponse` directly
+
+For example, it could be something like:
+
+```Python hl_lines="7  21  23"
+{!../../../docs_src/custom_response/tutorial004.py!}
+```
+
+In this example, the function `generate_html_response()` already generates and returns a `Response` instead of returning the HTML in a `str`.
+
+By returning the result of calling `generate_html_response()`, you are already returning a `Response` that will override the default **FastAPI** behavior.
+
+But as you passed the `HTMLResponse` in the `response_class` too, **FastAPI** will know how to document it in OpenAPI and the interactive docs as HTML with `text/html`:
+
+<img src="/img/tutorial/custom-response/image01.png">
+
+## Available responses
+
+Here are some of the available responses.
+
+Have in mind that you can use `Response` to return anything else, or even create a custom sub-class.
+
+!!! note "Technical Details"
+    You could also use `from starlette.responses import HTMLResponse`.
+
+    **FastAPI** provides the same `starlette.responses` as `fastapi.responses` just as a convenience for you, the developer. But most of the available responses come directly from Starlette.
+
+### `Response`
+
+The main `Response` class, all the other responses inherit from it.
+
+You can return it directly.
+
+It accepts the following parameters:
+
+* `content` - A `str` or `bytes`.
+* `status_code` - An `int` HTTP status code.
+* `headers` - A `dict` of strings.
+* `media_type` - A `str` giving the media type. E.g. `"text/html"`.
+
+FastAPI (actually Starlette) will automatically include a Content-Length header. It will also include a Content-Type header, based on the media_type and appending a charset for text types.
+
+```Python hl_lines="1  18"
+{!../../../docs_src/response_directly/tutorial002.py!}
+```
+
+### `HTMLResponse`
+
+Takes some text or bytes and returns an HTML response, as you read above.
+
+### `PlainTextResponse`
+
+Takes some text or bytes and returns an plain text response.
+
+```Python hl_lines="2  7  9"
+{!../../../docs_src/custom_response/tutorial005.py!}
+```
+
+### `JSONResponse`
+
+Takes some data and returns an `application/json` encoded response.
+
+This is the default response used in **FastAPI**, as you read above.
+
+### `ORJSONResponse`
+
+A fast alternative JSON response using <a href="https://github.com/ijl/orjson" class="external-link" target="_blank">`orjson`</a>, as you read above.
+
+### `UJSONResponse`
+
+An alternative JSON response using <a href="https://github.com/ultrajson/ultrajson" class="external-link" target="_blank">`ujson`</a>.
+
+!!! warning
+    `ujson` is less careful than Python's built-in implementation in how it handles some edge-cases.
+
+```Python hl_lines="2  7"
+{!../../../docs_src/custom_response/tutorial001.py!}
+```
+
+!!! tip
+    It's possible that `ORJSONResponse` might be a faster alternative.
+
+### `RedirectResponse`
+
+Returns an HTTP redirect. Uses a 307 status code (Temporary Redirect) by default.
+
+You can return a `RedirectResponse` directly:
+
+```Python hl_lines="2  9"
+{!../../../docs_src/custom_response/tutorial006.py!}
+```
+
+---
+
+Or you can use it in the `response_class` parameter:
+
+
+```Python hl_lines="2  7  9"
+{!../../../docs_src/custom_response/tutorial006b.py!}
+```
+
+If you do that, then you can return the URL directly from your *path operation* function.
+
+In this case, the `status_code` used will be the default one for the `RedirectResponse`, which is `307`.
+
+---
+
+You can also use the `status_code` parameter combined with the `response_class` parameter:
+
+```Python hl_lines="2  7  9"
+{!../../../docs_src/custom_response/tutorial006c.py!}
+```
+
+### `StreamingResponse`
+
+Takes an async generator or a normal generator/iterator and streams the response body.
+
+```Python hl_lines="2  14"
+{!../../../docs_src/custom_response/tutorial007.py!}
+```
+
+#### Using `StreamingResponse` with file-like objects
+
+If you have a file-like object (e.g. the object returned by `open()`), you can create a generator function to iterate over that file-like object.
+
+That way, you don't have to read it all first in memory, and you can pass that generator function to the `StreamingResponse`, and return it.
+
+This includes many libraries to interact with cloud storage, video processing, and others.
+
+```{ .python .annotate hl_lines="2  10-12  14" }
+{!../../../docs_src/custom_response/tutorial008.py!}
+```
+
+1. This is the generator function. It's a "generator function" because it contains `yield` statements inside.
+2. By using a `with` block, we make sure that the file-like object is closed after the generator function is done. So, after it finishes sending the response.
+3. This `yield from` tells the function to iterate over that thing named `file_like`. And then, for each part iterated, yield that part as coming from this generator function.
+
+    So, it is a generator function that transfers the "generating" work to something else internally.
+
+    By doing it this way, we can put it in a `with` block, and that way, ensure that it is closed after finishing.
+
+!!! tip
+    Notice that here as we are using standard `open()` that doesn't support `async` and `await`, we declare the path operation with normal `def`.
+
+### `FileResponse`
+
+Asynchronously streams a file as the response.
+
+Takes a different set of arguments to instantiate than the other response types:
+
+* `path` - The filepath to the file to stream.
+* `headers` - Any custom headers to include, as a dictionary.
+* `media_type` - A string giving the media type. If unset, the filename or path will be used to infer a media type.
+* `filename` - If set, this will be included in the response `Content-Disposition`.
+
+File responses will include appropriate `Content-Length`, `Last-Modified` and `ETag` headers.
+
+```Python hl_lines="2  10"
+{!../../../docs_src/custom_response/tutorial009.py!}
+```
+
+You can also use the `response_class` parameter:
+
+```Python hl_lines="2  8  10"
+{!../../../docs_src/custom_response/tutorial009b.py!}
+```
+
+In this case, you can return the file path directly from your *path operation* function.
+
+## Default response class
+
+When creating a **FastAPI** class instance or an `APIRouter` you can specify which response class to use by default.
+
+The parameter that defines this is `default_response_class`.
+
+In the example below, **FastAPI** will use `ORJSONResponse` by default, in all *path operations*, instead of `JSONResponse`.
+
+```Python hl_lines="2  4"
+{!../../../docs_src/custom_response/tutorial010.py!}
+```
+
+!!! tip
+    You can still override `response_class` in *path operations* as before.
+
+## Additional documentation
+
+You can also declare the media type and many other details in OpenAPI using `responses`: [Additional Responses in OpenAPI](additional-responses.md){.internal-link target=_blank}.

docs/en/docs/advanced/dataclasses.md

@@ -0,0 +1,98 @@
+# Using Dataclasses
+
+FastAPI is built on top of **Pydantic**, and I have been showing you how to use Pydantic models to declare requests and responses.
+
+But FastAPI also supports using <a href="https://docs.python.org/3/library/dataclasses.html" class="external-link" target="_blank">`dataclasses`</a> the same way:
+
+```Python hl_lines="1  7-12  19-20"
+{!../../../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>.
+
+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.
+
+And of course, it supports the same:
+
+* data validation
+* data serialization
+* data documentation, etc.
+
+This works the same way as with Pydantic models. And it is actually achieved in the same way underneath, using Pydantic.
+
+!!! info
+    Have in mind that dataclasses can't do everything Pydantic models can do.
+
+    So, you might still need to use Pydantic models.
+
+    But if you have a bunch of dataclasses laying around, this is a nice trick to use them to power a web API using FastAPI. 🤓
+
+## Dataclasses in `response_model`
+
+You can also use `dataclasses` in the `response_model` parameter:
+
+```Python hl_lines="1  7-13  19"
+{!../../../docs_src/dataclasses/tutorial002.py!}
+```
+
+The dataclass will be automatically converted to a Pydantic dataclass.
+
+This way, its schema will show up in the API docs user interface:
+
+<img src="/img/tutorial/dataclasses/image01.png">
+
+## Dataclasses in Nested Data Structures
+
+You can also combine `dataclasses` with other type annotations to make nested data structures.
+
+In some cases, you might still have to use Pydantic's version of `dataclasses`. For example, if you have errors with the automatically generated API documentation.
+
+In that case, you can simply swap the standard `dataclasses` with `pydantic.dataclasses`, which is a drop-in replacement:
+
+```{ .python .annotate hl_lines="1  5  8-11  14-17  23-25  28" }
+{!../../../docs_src/dataclasses/tutorial003.py!}
+```
+
+1. We still import `field` from standard `dataclasses`.
+
+2. `pydantic.dataclasses` is a drop-in replacement for `dataclasses`.
+
+3. The `Author` dataclass includes a list of `Item` dataclasses.
+
+4. The `Author` dataclass is used as the `response_model` parameter.
+
+5. You can use other standard type annotations with dataclasses as the request body.
+
+    In this case, it's a list of `Item` dataclasses.
+
+6. Here we are returning a dictionary that contains `items` which is a list of dataclasses.
+
+    FastAPI is still capable of <abbr title="converting the data to a format that can be transmitted">serializing</abbr> the data to JSON.
+
+7. Here the `response_model` is using a type annotation of a list of `Author` dataclasses.
+
+    Again, you can combine `dataclasses` with standard type annotations.
+
+8. Notice that this *path operation function* uses regular `def` instead of `async def`.
+
+    As always, in FastAPI you can combine `def` and `async def` as needed.
+
+    If you need a refresher about when to use which, check out the section _"In a hurry?"_ in the docs about <a href="https://fastapi.tiangolo.com/async/#in-a-hurry" target="_blank" class="internal-link">`async` and `await`</a>.
+
+9. This *path operation function* is not returning dataclasses (although it could), but a list of dictionaries with internal data.
+
+    FastAPI will use the `response_model` parameter (that includes dataclasses) to convert the response.
+
+You can combine `dataclasses` with other type annotations in many different combinations to form complex data structures.
+
+Check the in-code annotation tips above to see more specific details.
+
+## Learn More
+
+You can also combine `dataclasses` with other Pydantic models, inherit from them, include them in your own models, etc.
+
+To learn more, check the <a href="https://pydantic-docs.helpmanual.io/usage/dataclasses/" class="external-link" target="_blank">Pydantic docs about dataclasses</a>.
+
+## Version
+
+This is available since FastAPI version `0.67.0`. 🔖

docs/en/docs/advanced/events.md

@@ -1,14 +1,18 @@
+# Events: startup - shutdown
 
 You can define event handlers (functions) that need to be executed before the application starts up, or when the application is shutting down.
 
 These functions can be declared with `async def` or normal `def`.
 
+!!! warning
+    Only event handlers for the main application will be executed, not for [Sub Applications - Mounts](./sub-applications.md){.internal-link target=_blank}.
+
 ## `startup` event
 
 To add a function that should be run before the application starts, declare it with the event `"startup"`:
 
 ```Python hl_lines="8"
-{!./src/events/tutorial001.py!}
+{!../../../docs_src/events/tutorial001.py!}
 ```
 
 In this case, the `startup` event handler function will initialize the items "database" (just a `dict`) with some values.
@@ -22,7 +26,7 @@ And your application won't start receiving requests until all the `startup` even
 To add a function that should be run when the application is shutting down, declare it with the event `"shutdown"`:
 
 ```Python hl_lines="6"
-{!./src/events/tutorial002.py!}
+{!../../../docs_src/events/tutorial002.py!}
 ```
 
 Here, the `shutdown` event handler function will write a text line `"Application shutdown"` to a file `log.txt`.
@@ -40,4 +44,4 @@ Here, the `shutdown` event handler function will write a text line `"Application
     So, we declare the event handler function with standard `def` instead of `async def`.
 
 !!! info
-    You can read more about these event handlers in <a href="https://www.starlette.io/events/" class="external-link" target="_blank">Starlette's  Events' docs</a>.
+    You can read more about these event handlers in <a href="https://www.starlette.io/events/" class="external-link" target="_blank">Starlette's  Events' docs</a>.

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

@@ -1,3 +1,5 @@
+# Extending OpenAPI
+
 !!! warning
     This is a rather advanced feature. You probably can skip it.
 
@@ -30,7 +32,6 @@ And that function `get_openapi()` receives as parameters:
 * `openapi_version`: The version of the OpenAPI specification used. By default, the latest: `3.0.2`.
 * `description`: The description of your API.
 * `routes`: A list of routes, these are each of the registered *path operations*. They are taken from `app.routes`.
-* `openapi_prefix`: The URL prefix to be used in your OpenAPI.
 
 ## Overriding the defaults
 
@@ -42,24 +43,24 @@ For example, let's add <a href="https://github.com/Rebilly/ReDoc/blob/master/doc
 
 First, write all your **FastAPI** application as normally:
 
-```Python hl_lines="1 4 7 8 9"
-{!./src/extending_openapi/tutorial001.py!}
+```Python hl_lines="1  4  7-9"
+{!../../../docs_src/extending_openapi/tutorial001.py!}
 ```
 
 ### Generate the OpenAPI schema
 
 Then, use the same utility function to generate the OpenAPI schema, inside a `custom_openapi()` function:
 
-```Python hl_lines="2 15 16 17 18 19 20"
-{!./src/extending_openapi/tutorial001.py!}
+```Python hl_lines="2  15-20"
+{!../../../docs_src/extending_openapi/tutorial001.py!}
 ```
 
 ### Modify the OpenAPI schema
 
 Now you can add the ReDoc extension, adding a custom `x-logo` to the `info` "object" in the OpenAPI schema:
 
-```Python hl_lines="21 22 23"
-{!./src/extending_openapi/tutorial001.py!}
+```Python hl_lines="21-23"
+{!../../../docs_src/extending_openapi/tutorial001.py!}
 ```
 
 ### Cache the OpenAPI schema
@@ -70,8 +71,8 @@ That way, your application won't have to generate the schema every time a user o
 
 It will be generated only once, and then the same cached schema will be used for the next requests.
 
-```Python hl_lines="13 14 24 25"
-{!./src/extending_openapi/tutorial001.py!}
+```Python hl_lines="13-14  24-25"
+{!../../../docs_src/extending_openapi/tutorial001.py!}
 ```
 
 ### Override the method
@@ -79,7 +80,7 @@ It will be generated only once, and then the same cached schema will be used for
 Now you can replace the `.openapi()` method with your new function.
 
 ```Python hl_lines="28"
-{!./src/extending_openapi/tutorial001.py!}
+{!../../../docs_src/extending_openapi/tutorial001.py!}
 ```
 
 ### Check it
@@ -151,21 +152,13 @@ After that, your file structure could look like:
     └── swagger-ui.css
 ```
 
-### Install `aiofiles`
-
-Now you need to install `aiofiles`:
-
-```bash
-pip install aiofiles
-```
-
 ### Serve the static files
 
-* Import `StaticFiles` from Starlette.
+* Import `StaticFiles`.
 * "Mount" a `StaticFiles()` instance in a specific path.
 
-```Python hl_lines="7 11"
-{!./src/extending_openapi/tutorial002.py!}
+```Python hl_lines="7  11"
+{!../../../docs_src/extending_openapi/tutorial002.py!}
 ```
 
 ### Test the static files
@@ -199,7 +192,7 @@ The first step is to disable the automatic docs, as those use the CDN by default
 To disable them, set their URLs to `None` when creating your `FastAPI` app:
 
 ```Python hl_lines="9"
-{!./src/extending_openapi/tutorial002.py!}
+{!../../../docs_src/extending_openapi/tutorial002.py!}
 ```
 
 ### Include the custom docs
@@ -216,8 +209,8 @@ You can re-use FastAPI's internal functions to create the HTML pages for the doc
 
 And similarly for ReDoc...
 
-```Python hl_lines="2 3 4 5 6   14 15 16 17 18 19 20 21 22    25 26 27   30 31 32 33 34 35 36"
-{!./src/extending_openapi/tutorial002.py!}
+```Python hl_lines="2-6  14-22  25-27  30-36"
+{!../../../docs_src/extending_openapi/tutorial002.py!}
 ```
 
 !!! tip
@@ -231,8 +224,8 @@ And similarly for ReDoc...
 
 Now, to be able to test that everything works, create a *path operation*:
 
-```Python hl_lines="39 40 41"
-{!./src/extending_openapi/tutorial002.py!}
+```Python hl_lines="39-41"
+{!../../../docs_src/extending_openapi/tutorial002.py!}
 ```
 
 ### Test it
@@ -240,3 +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/graphql.md

@@ -0,0 +1,56 @@
+# GraphQL
+
+As **FastAPI** is based on the **ASGI** standard, it's very easy to integrate any **GraphQL** library also compatible with ASGI.
+
+You can combine normal FastAPI *path operations* with GraphQL on the same application.
+
+!!! tip
+    **GraphQL** solves some very specific use cases.
+
+    It has **advantages** and **disadvantages** when compared to common **web APIs**.
+
+    Make sure you evaluate if the **benefits** for your use case compensate the **drawbacks**. 🤓
+
+## GraphQL Libraries
+
+Here are some of the **GraphQL** libraries that have **ASGI** support. You could use them with **FastAPI**:
+
+* <a href="https://strawberry.rocks/" class="external-link" target="_blank">Strawberry</a> 🍓
+    * With <a href="https://strawberry.rocks/docs/integrations/fastapi" class="external-link" target="_blank">docs for FastAPI</a>
+* <a href="https://ariadnegraphql.org/" class="external-link" target="_blank">Ariadne</a>
+    * With <a href="https://ariadnegraphql.org/docs/starlette-integration" class="external-link" target="_blank">docs for Starlette</a> (that also apply to FastAPI)
+* <a href="https://tartiflette.io/" class="external-link" target="_blank">Tartiflette</a>
+    * With <a href="https://tartiflette.github.io/tartiflette-asgi/" class="external-link" target="_blank">Tartiflette ASGI</a> to provide ASGI integration
+* <a href="https://graphene-python.org/" class="external-link" target="_blank">Graphene</a>
+    * With <a href="https://github.com/ciscorn/starlette-graphene3" class="external-link" target="_blank">starlette-graphene3</a>
+
+## GraphQL with Strawberry
+
+If you need or want to work with **GraphQL**, <a href="https://strawberry.rocks/" class="external-link" target="_blank">**Strawberry**</a> is the **recommended** library as it has the design closest to **FastAPI's** design, it's all based on **type annotations**.
+
+Depending on your use case, you might prefer to use a different library, but if you asked me, I would probably suggest you try **Strawberry**.
+
+Here's a small preview of how you could integrate Strawberry with FastAPI:
+
+```Python hl_lines="3  22  25-26"
+{!../../../docs_src/graphql/tutorial001.py!}
+```
+
+You can learn more about Strawberry in the <a href="https://strawberry.rocks/" class="external-link" target="_blank">Strawberry documentation</a>.
+
+And also the docs about <a href="https://strawberry.rocks/docs/integrations/fastapi" class="external-link" target="_blank">Strawberry with FastAPI</a>.
+
+## Older `GraphQLApp` from Starlette
+
+Previous versions of Starlette included a `GraphQLApp` class to integrate with <a href="https://graphene-python.org/" class="external-link" target="_blank">Graphene</a>.
+
+It was deprecated from Starlette, but if you have code that used it, you can easily **migrate** to <a href="https://github.com/ciscorn/starlette-graphene3" class="external-link" target="_blank">starlette-graphene3</a>, that covers the same use case and has an **almost identical interface**.
+
+!!! tip
+    If you need GraphQL, I still would recommend you check out <a href="https://strawberry.rocks/" class="external-link" target="_blank">Strawberry</a>, as it's based on type annotations instead of custom classes and types.
+
+## Learn More
+
+You can learn more about **GraphQL** in the <a href="https://graphql.org/" class="external-link" target="_blank">official GraphQL documentation</a>.
+
+You can also read more about each those libraries described above in their links.

docs/en/docs/advanced/index.md

@@ -1,3 +1,5 @@
+# Advanced User Guide - Intro
+
 ## Additional Features
 
 The main [Tutorial - User Guide](../tutorial/){.internal-link target=_blank} should be enough to give you a tour through all the main features of **FastAPI**.
@@ -14,3 +16,9 @@ In the next sections you will see other options, configurations, and additional
 You could still use most of the features in **FastAPI** with the knowledge from the main [Tutorial - User Guide](../tutorial/){.internal-link target=_blank}.
 
 And the next sections assume you already read it, and assume that you know those main ideas.
+
+## TestDriven.io course
+
+If you would like to take an advanced-beginner course to complement this section of the docs, you might want to check: <a href="https://testdriven.io/courses/tdd-fastapi/" class="external-link" target="_blank">Test-Driven Development with FastAPI and Docker</a> by **TestDriven.io**.
+
+They are currently donating 10% of all profits to the development of **FastAPI**. 🎉 😄

docs/en/docs/advanced/middleware.md

@@ -0,0 +1,99 @@
+# Advanced Middleware
+
+In the main tutorial you read how to add [Custom Middleware](../tutorial/middleware.md){.internal-link target=_blank} to your application.
+
+And then you also read how to handle [CORS with the `CORSMiddleware`](../tutorial/cors.md){.internal-link target=_blank}.
+
+In this section we'll see how to use other middlewares.
+
+## Adding ASGI middlewares
+
+As **FastAPI** is based on Starlette and implements the <abbr title="Asynchronous Server Gateway Interface">ASGI</abbr> specification, you can use any ASGI middleware.
+
+A middleware doesn't have to be made for FastAPI or Starlette to work, as long as it follows the ASGI spec.
+
+In general, ASGI middlewares are classes that expect to receive an ASGI app as the first argument.
+
+So, in the documentation for third-party ASGI middlewares they will probably tell you to do something like:
+
+```Python
+from unicorn import UnicornMiddleware
+
+app = SomeASGIApp()
+
+new_app = UnicornMiddleware(app, some_config="rainbow")
+```
+
+But FastAPI (actually Starlette) provides a simpler way to do it that makes sure that the internal middlewares to handle server errors and custom exception handlers work properly.
+
+For that, you use `app.add_middleware()` (as in the example for CORS).
+
+```Python
+from fastapi import FastAPI
+from unicorn import UnicornMiddleware
+
+app = FastAPI()
+
+app.add_middleware(UnicornMiddleware, some_config="rainbow")
+```
+
+`app.add_middleware()` receives a middleware class as the first argument and any additional arguments to be passed to the middleware.
+
+## Integrated middlewares
+
+**FastAPI** includes several middlewares for common use cases, we'll see next how to use them.
+
+!!! note "Technical Details"
+    For the next examples, you could also use `from starlette.middleware.something import SomethingMiddleware`.
+
+    **FastAPI** provides several middlewares in `fastapi.middleware` just as a convenience for you, the developer. But most of the available middlewares come directly from Starlette.
+
+## `HTTPSRedirectMiddleware`
+
+Enforces that all incoming requests must either be `https` or `wss`.
+
+Any incoming requests to `http` or `ws` will be redirected to the secure scheme instead.
+
+```Python hl_lines="2  6"
+{!../../../docs_src/advanced_middleware/tutorial001.py!}
+```
+
+## `TrustedHostMiddleware`
+
+Enforces that all incoming requests have a correctly set `Host` header, in order to guard against HTTP Host Header attacks.
+
+```Python hl_lines="2  6-8"
+{!../../../docs_src/advanced_middleware/tutorial002.py!}
+```
+
+The following arguments are supported:
+
+* `allowed_hosts` - A list of domain names that should be allowed as hostnames. Wildcard domains such as `*.example.com` are supported for matching subdomains to allow any hostname either use `allowed_hosts=["*"]` or omit the middleware.
+
+If an incoming request does not validate correctly then a `400` response will be sent.
+
+## `GZipMiddleware`
+
+Handles GZip responses for any request that includes `"gzip"` in the `Accept-Encoding` header.
+
+The middleware will handle both standard and streaming responses.
+
+```Python hl_lines="2  6"
+{!../../../docs_src/advanced_middleware/tutorial003.py!}
+```
+
+The following arguments are supported:
+
+* `minimum_size` - Do not GZip responses that are smaller than this minimum size in bytes. Defaults to `500`.
+
+## Other middlewares
+
+There are many other ASGI middlewares.
+
+For example:
+
+* <a href="https://docs.sentry.io/platforms/python/asgi/" class="external-link" target="_blank">Sentry</a>
+* <a href="https://github.com/encode/uvicorn/blob/master/uvicorn/middleware/proxy_headers.py" class="external-link" target="_blank">Uvicorn's `ProxyHeadersMiddleware`</a>
+* <a href="https://github.com/florimondmanca/msgpack-asgi" class="external-link" target="_blank">MessagePack</a>
+
+To see other available middlewares check <a href="https://www.starlette.io/middleware/" class="external-link" target="_blank">Starlette's Middleware docs</a> and the <a href="https://github.com/florimondmanca/awesome-asgi" class="external-link" target="_blank">ASGI Awesome List</a>.

docs/en/docs/advanced/nosql-databases.md

@@ -1,3 +1,5 @@
+# NoSQL (Distributed / Big Data) Databases
+
 **FastAPI** can also be integrated with any <abbr title="Distributed database (Big Data), also 'Not Only SQL'">NoSQL</abbr>.
 
 Here we'll see an example using **<a href="https://www.couchbase.com/" class="external-link" target="_blank">Couchbase</a>**, a <abbr title="Document here refers to a JSON object (a dict), with keys and values, and those values can also be other JSON objects, arrays (lists), numbers, strings, booleans, etc.">document</abbr> based NoSQL database.
@@ -17,8 +19,8 @@ You can adapt it to any other NoSQL database like:
 
 For now, don't pay attention to the rest, only the imports:
 
-```Python hl_lines="6 7 8"
-{!./src/nosql_databases/tutorial001.py!}
+```Python hl_lines="3-5"
+{!../../../docs_src/nosql_databases/tutorial001.py!}
 ```
 
 ## Define a constant to use as a "document type"
@@ -27,8 +29,8 @@ We will use it later as a fixed field `type` in our documents.
 
 This is not required by Couchbase, but is a good practice that will help you afterwards.
 
-```Python hl_lines="10"
-{!./src/nosql_databases/tutorial001.py!}
+```Python hl_lines="9"
+{!../../../docs_src/nosql_databases/tutorial001.py!}
 ```
 
 ## Add a function to get a `Bucket`
@@ -52,8 +54,8 @@ This utility function will:
     * Set defaults for timeouts.
 * Return it.
 
-```Python hl_lines="13 14 15 16 17 18 19 20 21 22"
-{!./src/nosql_databases/tutorial001.py!}
+```Python hl_lines="12-21"
+{!../../../docs_src/nosql_databases/tutorial001.py!}
 ```
 
 ## Create Pydantic models
@@ -64,8 +66,8 @@ As **Couchbase** "documents" are actually just "JSON objects", we can model them
 
 First, let's create a `User` model:
 
-```Python hl_lines="25 26 27 28 29"
-{!./src/nosql_databases/tutorial001.py!}
+```Python hl_lines="24-28"
+{!../../../docs_src/nosql_databases/tutorial001.py!}
 ```
 
 We will use this model in our *path operation function*, so, we don't include in it the `hashed_password`.
@@ -78,8 +80,8 @@ This will have the data that is actually stored in the database.
 
 We don't create it as a subclass of Pydantic's `BaseModel` but as a subclass of our own `User`, because it will have all the attributes in `User` plus a couple more:
 
-```Python hl_lines="32 33 34"
-{!./src/nosql_databases/tutorial001.py!}
+```Python hl_lines="31-33"
+{!../../../docs_src/nosql_databases/tutorial001.py!}
 ```
 
 !!! note
@@ -98,8 +100,8 @@ Now create a function that will:
 
 By creating a function that is only dedicated to getting your user from a `username` (or any other parameter) independent of your *path operation function*, you can more easily re-use it in multiple parts and also add <abbr title="Automated test, written in code, that checks if another piece of code is working correctly.">unit tests</abbr> for it:
 
-```Python hl_lines="37 38 39 40 41 42 43"
-{!./src/nosql_databases/tutorial001.py!}
+```Python hl_lines="36-42"
+{!../../../docs_src/nosql_databases/tutorial001.py!}
 ```
 
 ### f-strings
@@ -133,18 +135,18 @@ UserInDB(username="johndoe", hashed_password="some_hash")
 
 ### Create the `FastAPI` app
 
-```Python hl_lines="47"
-{!./src/nosql_databases/tutorial001.py!}
+```Python hl_lines="46"
+{!../../../docs_src/nosql_databases/tutorial001.py!}
 ```
 
 ### Create the *path operation function*
 
 As our code is calling Couchbase and we are not using the <a href="https://docs.couchbase.com/python-sdk/2.5/async-programming.html#asyncio-python-3-5" class="external-link" target="_blank">experimental Python <code>await</code> support</a>, we should declare our function with normal `def` instead of `async def`.
 
-Also, Couchbase recommends not using a single `Bucket` object in multiple "<abbr title="A sequence of code being executed by the program, while at the same time, or at intervals, there can be others being executed too.">thread</abbr>s", so, we can get just get the bucket directly and pass it to our utility functions:
+Also, Couchbase recommends not using a single `Bucket` object in multiple "<abbr title="A sequence of code being executed by the program, while at the same time, or at intervals, there can be others being executed too.">thread</abbr>s", so, we can just get the bucket directly and pass it to our utility functions:
 
-```Python hl_lines="50 51 52 53 54"
-{!./src/nosql_databases/tutorial001.py!}
+```Python hl_lines="49-53"
+{!../../../docs_src/nosql_databases/tutorial001.py!}
 ```
 
 ## Recap

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

@@ -1,3 +1,5 @@
+# OpenAPI Callbacks
+
 You could create an API with a *path operation* that could trigger a request to an *external API* created by someone else (probably the same developer that would be *using* your API).
 
 The process that happens when your API app calls the *external API* is named a "callback". Because the software that the external developer wrote sends a request to your API and then your API *calls back*, sending a request to an *external API* (that was probably created by the same developer).
@@ -29,8 +31,8 @@ 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="8 9 10 11 12  34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53"
-{!./src/openapi_callbacks/tutorial001.py!}
+```Python hl_lines="10-14  37-54"
+{!../../../docs_src/openapi_callbacks/tutorial001.py!}
 ```
 
 !!! tip
@@ -81,17 +83,8 @@ 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.
 
-This router will never be added to an actual `FastAPI` app (i.e. it will never be passed to `app.include_router(...)`).
-
-Because of that, you need to declare what will be the `default_response_class`, and set it to `JSONResponse`.
-
-!!! Note "Technical Details"
-    The `response_class` is normally set by the `FastAPI` app during the call to `app.include_router(some_router)`.
-
-    But as we are never calling `app.include_router(some_router)`, we need to set the `default_response_class` during creation of the `APIRouter`.
-
-```Python hl_lines="3 24"
-{!./src/openapi_callbacks/tutorial001.py!}
+```Python hl_lines="5  26"
+{!../../../docs_src/openapi_callbacks/tutorial001.py!}
 ```
 
 ### Create the callback *path operation*
@@ -103,8 +96,8 @@ 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="15 16 17  20 21  27 28 29 30 31"
-{!./src/openapi_callbacks/tutorial001.py!}
+```Python hl_lines="17-19  22-23  29-33"
+{!../../../docs_src/openapi_callbacks/tutorial001.py!}
 ```
 
 There are 2 main differences from a normal *path operation*:
@@ -170,8 +163,8 @@ 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="34"
-{!./src/openapi_callbacks/tutorial001.py!}
+```Python hl_lines="36"
+{!../../../docs_src/openapi_callbacks/tutorial001.py!}
 ```
 
 !!! tip

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

@@ -0,0 +1,170 @@
+# Path Operation Advanced Configuration
+
+## OpenAPI operationId
+
+!!! warning
+    If you are not an "expert" in OpenAPI, you probably don't need this.
+
+You can set the OpenAPI `operationId` to be used in your *path operation* with the parameter `operation_id`.
+
+You would have to make sure that it is unique for each operation.
+
+```Python hl_lines="6"
+{!../../../docs_src/path_operation_advanced_configuration/tutorial001.py!}
+```
+
+### Using the *path operation function* name as the operationId
+
+If you want to use your APIs' function names as `operationId`s, you can iterate over all of them and override each *path operation's* `operation_id` using their `APIRoute.name`.
+
+You should do it after adding all your *path operations*.
+
+```Python hl_lines="2  12-21  24"
+{!../../../docs_src/path_operation_advanced_configuration/tutorial002.py!}
+```
+
+!!! tip
+    If you manually call `app.openapi()`, you should update the `operationId`s before that.
+
+!!! warning
+    If you do this, you have to make sure each one of your *path operation functions* has a unique name.
+
+    Even if they are in different modules (Python files).
+
+## Exclude from OpenAPI
+
+To exclude a *path operation* from the generated OpenAPI schema (and thus, from the automatic documentation systems), use the parameter `include_in_schema` and set it to `False`:
+
+```Python hl_lines="6"
+{!../../../docs_src/path_operation_advanced_configuration/tutorial003.py!}
+```
+
+## Advanced description from docstring
+
+You can limit the lines used from the docstring of a *path operation function* for OpenAPI.
+
+Adding an `\f` (an escaped "form feed" character) causes **FastAPI** to truncate the output used for OpenAPI at this point.
+
+It won't show up in the documentation, but other tools (such as Sphinx) will be able to use the rest.
+
+```Python hl_lines="19-29"
+{!../../../docs_src/path_operation_advanced_configuration/tutorial004.py!}
+```
+
+## Additional Responses
+
+You probably have seen how to declare the `response_model` and `status_code` for a *path operation*.
+
+That defines the metadata about the main response of a *path operation*.
+
+You can also declare additional responses with their models, status codes, etc.
+
+There's a whole chapter here in the documentation about it, you can read it at [Additional Responses in OpenAPI](./additional-responses.md){.internal-link target=_blank}.
+
+## OpenAPI Extra
+
+When you declare a *path operation* in your application, **FastAPI** automatically generates the relevant metadata about that *path operation* to be included in the OpenAPI schema.
+
+!!! note "Technical details"
+    In the OpenAPI specification it is called the <a href="https://github.com/OAI/OpenAPI-Specification/blob/main/versions/3.0.3.md#operation-object" class="external-link" target="_blank">Operation Object</a>.
+
+It has all the information about the *path operation* and is used to generate the automatic documentation.
+
+It includes the `tags`, `parameters`, `requestBody`, `responses`, etc.
+
+This *path operation*-specific OpenAPI schema is normally generated automatically by **FastAPI**, but you can also extend it.
+
+!!! tip
+    This is a low level extension point.
+
+    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`.
+
+### OpenAPI Extensions
+
+This `openapi_extra` can be helpful, for example, to declare [OpenAPI Extensions](https://github.com/OAI/OpenAPI-Specification/blob/main/versions/3.0.3.md#specificationExtensions):
+
+```Python hl_lines="6"
+{!../../../docs_src/path_operation_advanced_configuration/tutorial005.py!}
+```
+
+If you open the automatic API docs, your extension will show up at the bottom of the specific *path operation*.
+
+<img src="/img/tutorial/path-operation-advanced-configuration/image01.png">
+
+And if you see the resulting OpenAPI (at `/openapi.json` in your API), you will see your extension as part of the specific *path operation* too:
+
+```JSON hl_lines="22"
+{
+    "openapi": "3.0.2",
+    "info": {
+        "title": "FastAPI",
+        "version": "0.1.0"
+    },
+    "paths": {
+        "/items/": {
+            "get": {
+                "summary": "Read Items",
+                "operationId": "read_items_items__get",
+                "responses": {
+                    "200": {
+                        "description": "Successful Response",
+                        "content": {
+                            "application/json": {
+                                "schema": {}
+                            }
+                        }
+                    }
+                },
+                "x-aperture-labs-portal": "blue"
+            }
+        }
+    }
+}
+```
+
+### Custom OpenAPI *path operation* schema
+
+The dictionary in `openapi_extra` will be deeply merged with the automatically generated OpenAPI schema for the *path operation*.
+
+So, you could add additional data to the automatically generated schema.
+
+For example, you could decide to read and validate the request with your own code, without using the automatic features of FastAPI with Pydantic, but you could still want to define the request in the OpenAPI schema.
+
+You could do that with `openapi_extra`:
+
+```Python hl_lines="20-37  39-40"
+{!../../../docs_src/path_operation_advanced_configuration/tutorial006.py!}
+```
+
+In this example, we didn't declare any Pydantic model. In fact, the request body is not even <abbr title="converted from some plain format, like bytes, into Python objects">parsed</abbr> as JSON, it is read directly as `bytes`, and the function `magic_data_reader()` would be in charge of parsing it in some way.
+
+Nevertheless, we can declare the expected schema for the request body.
+
+### Custom OpenAPI content type
+
+Using this same trick, you could use a Pydantic model to define the JSON Schema that is then included in the custom OpenAPI schema section for the *path operation*.
+
+And you could do this even if the data type in the request is not JSON.
+
+For example, in this application we don't use FastAPI's integrated functionality to extract the JSON Schema from Pydantic models nor the automatic validation for JSON. In fact, we are declaring the request content type as YAML, not JSON:
+
+```Python hl_lines="17-22  24"
+{!../../../docs_src/path_operation_advanced_configuration/tutorial007.py!}
+```
+
+Nevertheless, although we are not using the default integrated functionality, we are still using a Pydantic model to manually generate the JSON Schema for the data that we want to receive in YAML.
+
+Then we use the request directly, and extract the body as `bytes`. This means that FastAPI won't even try to parse the request payload as JSON.
+
+And then in our code, we parse that YAML content directly, and then we are again using the same Pydantic model to validate the YAML content:
+
+```Python hl_lines="26-33"
+{!../../../docs_src/path_operation_advanced_configuration/tutorial007.py!}
+```
+
+!!! tip
+    Here we re-use the same Pydantic model.
+
+    But the same way, we could have validated it in some other way.

docs/en/docs/advanced/response-change-status-code.md

@@ -1,3 +1,5 @@
+# Response - Change Status Code
+
 You probably read before that you can set a default [Response Status Code](../tutorial/response-status-code.md){.internal-link target=_blank}.
 
 But in some cases you need to return a different status code than the default.
@@ -18,8 +20,8 @@ You can declare a parameter of type `Response` in your *path operation function*
 
 And then you can set the `status_code` in that *temporal* response object.
 
-```Python hl_lines="2 11 14"
-{!./src/response_change_status_code/tutorial001.py!}
+```Python hl_lines="1  9  12"
+{!../../../docs_src/response_change_status_code/tutorial001.py!}
 ```
 
 And then you can return any object you need, as you normally would (a `dict`, a database model, etc).

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

@@ -1,11 +1,13 @@
+# Response Cookies
+
 ## Use a `Response` parameter
 
 You can declare a parameter of type `Response` in your *path operation function*.
 
-And then you can set headers in that *temporal* response object.
+And then you can set cookies in that *temporal* response object.
 
-```Python hl_lines="2 8 9"
-{!./src/response_cookies/tutorial002.py!}
+```Python hl_lines="1  8-9"
+{!../../../docs_src/response_cookies/tutorial002.py!}
 ```
 
 And then you can return any object you need, as you normally would (a `dict`, a database model, etc).
@@ -24,8 +26,8 @@ To do that, you can create a response as described in [Return a Response Directl
 
 Then set Cookies in it, and then return it:
 
-```Python hl_lines="10 11 12"
-{!./src/response_cookies/tutorial001.py!}
+```Python hl_lines="10-12"
+{!../../../docs_src/response_cookies/tutorial001.py!}
 ```
 
 !!! tip
@@ -37,4 +39,11 @@ Then set Cookies in it, and then return it:
 
 ### More info
 
+!!! note "Technical Details"
+    You could also use `from starlette.responses import Response` or `from starlette.responses import JSONResponse`.
+
+    **FastAPI** provides the same `starlette.responses` as `fastapi.responses` just as a convenience for you, the developer. But most of the available responses come directly from Starlette.
+
+    And as the `Response` can be used frequently to set headers and cookies, **FastAPI** also provides it at `fastapi.Response`.
+
 To see all the available parameters and options, check the <a href="https://www.starlette.io/responses/#set-cookie" class="external-link" target="_blank">documentation in Starlette</a>.

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

@@ -1,21 +1,23 @@
+# Return a Response Directly
+
 When you create a **FastAPI** *path operation* you can normally return any data from it: a `dict`, a `list`, a Pydantic model, a database model, etc.
 
 By default, **FastAPI** would automatically convert that return value to JSON using the `jsonable_encoder` explained in [JSON Compatible Encoder](../tutorial/encoder.md){.internal-link target=_blank}.
 
-Then, behind the scenes, it would put that JSON-compatible data (e.g. a `dict`) inside of a Starlette `JSONResponse` that would be used to send the response to the client.
+Then, behind the scenes, it would put that JSON-compatible data (e.g. a `dict`) inside of a `JSONResponse` that would be used to send the response to the client.
 
 But you can return a `JSONResponse` directly from your *path operations*.
 
 It might be useful, for example, to return custom headers or cookies.
 
-## Starlette `Response`
+## Return a `Response`
 
-In fact, you can return any <a href="https://www.starlette.io/responses/" class="external-link" target="_blank">Starlette `Response`</a> or any sub-class of it.
+In fact, you can return any `Response` or any sub-class of it.
 
 !!! tip
     `JSONResponse` itself is a sub-class of `Response`.
 
-And when you return a Starlette `Response`, **FastAPI** will pass it directly.
+And when you return a `Response`, **FastAPI** will pass it directly.
 
 It won't do any data conversion with Pydantic models, it won't convert the contents to any type, etc.
 
@@ -29,12 +31,14 @@ For example, you cannot put a Pydantic model in a `JSONResponse` without first c
 
 For those cases, you can use the `jsonable_encoder` to convert your data before passing it to a response:
 
-```Python hl_lines="4 6 20 21"
-{!./src/response_directly/tutorial001.py!}
+```Python hl_lines="6-7  21-22"
+{!../../../docs_src/response_directly/tutorial001.py!}
 ```
 
-!!! note
-    Notice that you import it directly from `starlette.responses`, not from `fastapi`.
+!!! note "Technical Details"
+    You could also use `from starlette.responses import JSONResponse`.
+
+    **FastAPI** provides the same `starlette.responses` as `fastapi.responses` just as a convenience for you, the developer. But most of the available responses come directly from Starlette.
 
 ## Returning a custom `Response`
 
@@ -42,14 +46,12 @@ The example above shows all the parts you need, but it's not very useful yet, as
 
 Now, let's see how you could use that to return a custom response.
 
-Let's say you want to return a response that is not available in the default <a href="https://www.starlette.io/responses/" class="external-link" target="_blank">Starlette `Response`s</a>.
+Let's say that you want to return an <a href="https://en.wikipedia.org/wiki/XML" class="external-link" target="_blank">XML</a> response.
 
-Let's say that you want to return <a href="https://en.wikipedia.org/wiki/XML" class="external-link" target="_blank">XML</a>.
+You could put your XML content in a string, put it in a `Response`, and return it:
 
-You could put your XML content in a string, put it in a Starlette Response, and return it:
-
-```Python hl_lines="2 20"
-{!./src/response_directly/tutorial002.py!}
+```Python hl_lines="1  18"
+{!../../../docs_src/response_directly/tutorial002.py!}
 ```
 
 ## Notes

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

@@ -1,11 +1,13 @@
+# Response Headers
+
 ## Use a `Response` parameter
 
 You can declare a parameter of type `Response` in your *path operation function* (as you can do for cookies).
 
 And then you can set headers in that *temporal* response object.
 
-```Python hl_lines="2 8 9"
-{!./src/response_headers/tutorial002.py!}
+```Python hl_lines="1  7-8"
+{!../../../docs_src/response_headers/tutorial002.py!}
 ```
 
 And then you can return any object you need, as you normally would (a `dict`, a database model, etc).
@@ -22,10 +24,17 @@ You can also add headers when you return a `Response` directly.
 
 Create a response as described in [Return a Response Directly](response-directly.md){.internal-link target=_blank} and pass the headers as an additional parameter:
 
-```Python hl_lines="10 11 12"
-{!./src/response_headers/tutorial001.py!}
+```Python hl_lines="10-12"
+{!../../../docs_src/response_headers/tutorial001.py!}
 ```
 
+!!! note "Technical Details"
+    You could also use `from starlette.responses import Response` or `from starlette.responses import JSONResponse`.
+
+    **FastAPI** provides the same `starlette.responses` as `fastapi.responses` just as a convenience for you, the developer. But most of the available responses come directly from Starlette.
+
+    And as the `Response` can be used frequently to set headers and cookies, **FastAPI** also provides it at `fastapi.Response`.
+
 ## Custom Headers
 
 Have in mind that custom proprietary headers can be added <a href="https://developer.mozilla.org/en-US/docs/Web/HTTP/Headers" class="external-link" target="_blank">using the 'X-' prefix</a>.

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

@@ -1,3 +1,5 @@
+# HTTP Basic Auth
+
 For the simplest cases, you can use HTTP Basic Auth.
 
 In HTTP Basic Auth, the application expects a header that contains a username and a password.
@@ -18,8 +20,8 @@ Then, when you type that username and password, the browser sends them in the he
 * It returns an object of type `HTTPBasicCredentials`:
     * It contains the `username` and `password` sent.
 
-```Python hl_lines="2 6 10"
-{!./src/security/tutorial006.py!}
+```Python hl_lines="2  6  10"
+{!../../../docs_src/security/tutorial006.py!}
 ```
 
 When you try to open the URL for the first time (or click the "Execute" button in the docs) the browser will ask you for your username and password:
@@ -34,8 +36,8 @@ 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:
 
-```Python hl_lines="1  13 14 15"
-{!./src/security/tutorial007.py!}
+```Python hl_lines="1  11-13"
+{!../../../docs_src/security/tutorial007.py!}
 ```
 
 This will ensure that `credentials.username` is `"stanleyjobson"`, and that `credentials.password` is `"swordfish"`. This would be similar to:
@@ -52,9 +54,9 @@ But by using the `secrets.compare_digest()` it will be secure against a type of
 
 But what's a "timing attack"?
 
-Let's imagine an attacker is trying to guess the username and password.
+Let's imagine some attackers are trying to guess the username and password.
 
-And that attacker sends a request with a username `johndoe` and a password `love123`.
+And they send a request with a username `johndoe` and a password `love123`.
 
 Then the Python code in your application would be equivalent to something like:
 
@@ -65,7 +67,7 @@ if "johndoe" == "stanleyjobson" and "love123" == "swordfish":
 
 But right at the moment Python compares the first `j` in `johndoe` to the first `s` in `stanleyjobson`, it will return `False`, because it already knows that those two strings are not the same, thinking that "there's no need to waste more computation comparing the rest of the letters". And your application will say "incorrect user or password".
 
-But then the attacker tries with username `stanleyjobsox` and password `love123`.
+But then the attackers try with username `stanleyjobsox` and password `love123`.
 
 And your application code does something like:
 
@@ -76,17 +78,17 @@ if "stanleyjobsox" == "stanleyjobson" and "love123" == "swordfish":
 
 Python will have to compare the whole `stanleyjobso` in both `stanleyjobsox` and `stanleyjobson` before realizing that both strings are not the same. So it will take some extra microseconds to reply back "incorrect user or password".
 
-#### The time to answer helps the attacker
+#### The time to answer helps the attackers
 
-At that point, by noticing that the server took some microseconds longer to send the "incorrect user or password" response, the attacker will know that she/he got _something_ right, some of the initial letters were right.
+At that point, by noticing that the server took some microseconds longer to send the "incorrect user or password" response, the attackers will know that they got _something_ right, some of the initial letters were right.
 
-And then she/he can try again knowing that it's probably something more similar to `stanleyjobsox` than to `johndoe`.
+And then they can try again knowing that it's probably something more similar to `stanleyjobsox` than to `johndoe`.
 
 #### A "professional" attack
 
-Of course, the attacker would not try all this by hand, she/he would write a program to do it, possibly with thousands or millions of tests per second. And would get just one extra correct letter at a time.
+Of course, the attackers would not try all this by hand, they would write a program to do it, possibly with thousands or millions of tests per second. And would get just one extra correct letter at a time.
 
-But doing that, in some minutes or hours the attacker would have guessed the correct username and password, with the "help" of our application, just using the time taken to answer.
+But doing that, in some minutes or hours the attackers would have guessed the correct username and password, with the "help" of our application, just using the time taken to answer.
 
 #### Fix it with `secrets.compare_digest()`
 
@@ -100,6 +102,6 @@ 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="16 17 18 19 20"
-{!./src/security/tutorial007.py!}
+```Python hl_lines="15-19"
+{!../../../docs_src/security/tutorial007.py!}
 ```

docs/en/docs/advanced/security/index.md

@@ -1,3 +1,5 @@
+# Advanced Security - Intro
+
 ## Additional Features
 
 There are some extra features to handle security apart from the ones covered in the [Tutorial - User Guide: Security](../../tutorial/security/){.internal-link target=_blank}.

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

@@ -1,3 +1,5 @@
+# OAuth2 scopes
+
 You can use OAuth2 scopes directly with **FastAPI**, they are integrated to work seamlessly.
 
 This would allow you to have a more fine-grained permission system, following the OAuth2 standard, integrated into your OpenAPI application (and the API docs).
@@ -54,8 +56,8 @@ They are normally used to declare specific security permissions, for example:
 
 First, let's quickly see the parts that change from the examples in the main **Tutorial - User Guide** for [OAuth2 with Password (and hashing), Bearer with JWT tokens](../../tutorial/security/oauth2-jwt.md){.internal-link target=_blank}. Now using OAuth2 scopes:
 
-```Python hl_lines="2 5 9 13 48 66 107 109 110 111 112 113 114 115 116 117 123 124 125 126 130 131 132 133 134 135 136 141 155"
-{!./src/security/tutorial005.py!}
+```Python hl_lines="2  4  8  12  46  64  105  107-115  121-124  128-134  139  153"
+{!../../../docs_src/security/tutorial005.py!}
 ```
 
 Now let's review those changes step by step.
@@ -66,8 +68,8 @@ The first change is that now we are declaring the OAuth2 security scheme with tw
 
 The `scopes` parameter receives a `dict` with each scope as a key and the description as the value:
 
-```Python hl_lines="64 65 66 67"
-{!./src/security/tutorial005.py!}
+```Python hl_lines="62-65"
+{!../../../docs_src/security/tutorial005.py!}
 ```
 
 Because we are now declaring those scopes, they will show up in the API docs when you log-in/authorize.
@@ -91,8 +93,8 @@ And we return the scopes as part of the JWT token.
 
     But in your application, for security, you should make sure you only add the scopes that the user is actually able to have, or the ones you have predefined.
 
-```Python hl_lines="156"
-{!./src/security/tutorial005.py!}
+```Python hl_lines="153"
+{!../../../docs_src/security/tutorial005.py!}
 ```
 
 ## Declare scopes in *path operations* and dependencies
@@ -116,8 +118,8 @@ In this case, it requires the scope `me` (it could require more than one scope).
     
     We are doing it here to demonstrate how **FastAPI** handles scopes declared at different levels.
 
-```Python hl_lines="5 141 168"
-{!./src/security/tutorial005.py!}
+```Python hl_lines="4  139  166"
+{!../../../docs_src/security/tutorial005.py!}
 ```
 
 !!! info "Technical Details"
@@ -141,8 +143,8 @@ We also declare a special parameter of type `SecurityScopes`, imported from `fas
 
 This `SecurityScopes` class is similar to `Request` (`Request` was used to get the request object directly).
 
-```Python hl_lines="9 107"
-{!./src/security/tutorial005.py!}
+```Python hl_lines="8  105"
+{!../../../docs_src/security/tutorial005.py!}
 ```
 
 ## Use the `scopes`
@@ -155,10 +157,10 @@ The `security_scopes` object (of class `SecurityScopes`) also provides a `scope_
 
 We create an `HTTPException` that we can re-use (`raise`) later at several points.
 
-In this exception, we include the scopes required (if any) as a string separated by spaces (using `scope_str`). We put that string containing the scopes in in the `WWW-Authenticate` header (this is part of the spec).
+In this exception, we include the scopes required (if any) as a string separated by spaces (using `scope_str`). We put that string containing the scopes in the `WWW-Authenticate` header (this is part of the spec).
 
-```Python hl_lines="107 109 110 111 112 113 114 115 116 117"
-{!./src/security/tutorial005.py!}
+```Python hl_lines="105  107-115"
+{!../../../docs_src/security/tutorial005.py!}
 ```
 
 ## Verify the `username` and data shape
@@ -175,8 +177,8 @@ Instead of, for example, a `dict`, or something else, as it could break the appl
 
 We also verify that we have a user with that username, and if not, we raise that same exception we created before.
 
-```Python hl_lines="48 118 119 120 121 122 123 124 125 126 127 128 129"
-{!./src/security/tutorial005.py!}
+```Python hl_lines="46  116-127"
+{!../../../docs_src/security/tutorial005.py!}
 ```
 
 ## Verify the `scopes`
@@ -185,8 +187,8 @@ We now verify that all the scopes required, by this dependency and all the depen
 
 For this, we use `security_scopes.scopes`, that contains a `list` with all these scopes as `str`.
 
-```Python hl_lines="130 131 132 133 134 135 136"
-{!./src/security/tutorial005.py!}
+```Python hl_lines="128-134"
+{!../../../docs_src/security/tutorial005.py!}
 ```
 
 ## Dependency tree and scopes

docs/en/docs/advanced/settings.md

@@ -0,0 +1,382 @@
+# Settings and Environment Variables
+
+In many cases your application could need some external settings or configurations, for example secret keys, database credentials, credentials for email services, etc.
+
+Most of these settings are variable (can change), like database URLs. And many could be sensitive, like secrets.
+
+For this reason it's common to provide them in environment variables that are read by the application.
+
+## Environment Variables
+
+!!! tip
+    If you already know what "environment variables" are and how to use them, feel free to skip to the next section below.
+
+An <a href="https://en.wikipedia.org/wiki/Environment_variable" class="external-link" target="_blank">environment variable</a> (also known as "env var") is a variable that lives outside of the Python code, in the operating system, and could be read by your Python code (or by other programs as well).
+
+You can create and use environment variables in the shell, without needing Python:
+
+=== "Linux, macOS, Windows Bash"
+
+    <div class="termy">
+
+    ```console
+    // You could create an env var MY_NAME with
+    $ export MY_NAME="Wade Wilson"
+
+    // Then you could use it with other programs, like
+    $ echo "Hello $MY_NAME"
+
+    Hello Wade Wilson
+    ```
+
+    </div>
+
+=== "Windows PowerShell"
+
+    <div class="termy">
+
+    ```console
+    // Create an env var MY_NAME
+    $ $Env:MY_NAME = "Wade Wilson"
+
+    // Use it with other programs, like
+    $ echo "Hello $Env:MY_NAME"
+
+    Hello Wade Wilson
+    ```
+
+    </div>
+
+### Read env vars in Python
+
+You could also create environment variables outside of Python, in the terminal (or with any other method), and then read them in Python.
+
+For example you could have a file `main.py` with:
+
+```Python hl_lines="3"
+import os
+
+name = os.getenv("MY_NAME", "World")
+print(f"Hello {name} from Python")
+```
+
+!!! tip
+    The second argument to <a href="https://docs.python.org/3.8/library/os.html#os.getenv" class="external-link" target="_blank">`os.getenv()`</a> is the default value to return.
+
+    If not provided, it's `None` by default, here we provide `"World"` as the default value to use.
+
+Then you could call that Python program:
+
+<div class="termy">
+
+```console
+// Here we don't set the env var yet
+$ python main.py
+
+// As we didn't set the env var, we get the default value
+
+Hello World from Python
+
+// But if we create an environment variable first
+$ export MY_NAME="Wade Wilson"
+
+// And then call the program again
+$ python main.py
+
+// Now it can read the environment variable
+
+Hello Wade Wilson from Python
+```
+
+</div>
+
+As environment variables can be set outside of the code, but can be read by the code, and don't have to be stored (committed to `git`) with the rest of the files, it's common to use them for configurations or settings.
+
+You can also create an environment variable only for a specific program invocation, that is only available to that program, and only for its duration.
+
+To do that, create it right before the program itself, on the same line:
+
+<div class="termy">
+
+```console
+// Create an env var MY_NAME in line for this program call
+$ MY_NAME="Wade Wilson" python main.py
+
+// Now it can read the environment variable
+
+Hello Wade Wilson from Python
+
+// The env var no longer exists afterwards
+$ python main.py
+
+Hello World from Python
+```
+
+</div>
+
+!!! tip
+    You can read more about it at <a href="https://12factor.net/config" class="external-link" target="_blank">The Twelve-Factor App: Config</a>.
+
+### Types and validation
+
+These environment variables can only handle text strings, as they are external to Python and have to be compatible with other programs and the rest of the system (and even with different operating systems, as Linux, Windows, macOS).
+
+That means that any value read in Python from an environment variable will be a `str`, and any conversion to a different type or validation has to be done in code.
+
+## Pydantic `Settings`
+
+Fortunately, Pydantic provides a great utility to handle these settings coming from environment variables with <a href="https://pydantic-docs.helpmanual.io/usage/settings/" class="external-link" target="_blank">Pydantic: Settings management</a>.
+
+### Create the `Settings` object
+
+Import `BaseSettings` from Pydantic and create a sub-class, very much like with a Pydantic model.
+
+The same way as with Pydantic models, you declare class attributes with type annotations, and possibly default values.
+
+You can use all the same validation features and tools you use for Pydantic models, like different data types and additional validations with `Field()`.
+
+```Python hl_lines="2  5-8  11"
+{!../../../docs_src/settings/tutorial001.py!}
+```
+
+!!! tip
+    If you want something quick to copy and paste, don't use this example, use the last one below.
+
+Then, when you create an instance of that `Settings` class (in this case, in the `settings` object), Pydantic will read the environment variables in a case-insensitive way, so, an upper-case variable `APP_NAME` will still be read for the attribute `app_name`.
+
+Next it will convert and validate the data. So, when you use that `settings` object, you will have data of the types you declared (e.g. `items_per_user` will be an `int`).
+
+### Use the `settings`
+
+Then you can use the new `settings` object in your application:
+
+```Python hl_lines="18-20"
+{!../../../docs_src/settings/tutorial001.py!}
+```
+
+### Run the server
+
+Next, you would run the server passing the configurations as environment variables, for example you could set an `ADMIN_EMAIL` and `APP_NAME` with:
+
+<div class="termy">
+
+```console
+$ ADMIN_EMAIL="deadpool@example.com" APP_NAME="ChimichangApp" uvicorn main:app
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+```
+
+</div>
+
+!!! tip
+    To set multiple env vars for a single command just separate them with a space, and put them all before the command.
+
+And then the `admin_email` setting would be set to `"deadpool@example.com"`.
+
+The `app_name` would be `"ChimichangApp"`.
+
+And the `items_per_user` would keep its default value of `50`.
+
+## Settings in another module
+
+You could put those settings in another module file as you saw in [Bigger Applications - Multiple Files](../tutorial/bigger-applications.md){.internal-link target=_blank}.
+
+For example, you could have a file `config.py` with:
+
+```Python
+{!../../../docs_src/settings/app01/config.py!}
+```
+
+And then use it in a file `main.py`:
+
+```Python hl_lines="3  11-13"
+{!../../../docs_src/settings/app01/main.py!}
+```
+
+!!! tip
+    You would also need a file `__init__.py` as you saw on [Bigger Applications - Multiple Files](../tutorial/bigger-applications.md){.internal-link target=_blank}.
+
+## Settings in a dependency
+
+In some occasions it might be useful to provide the settings from a dependency, instead of having a global object with `settings` that is used everywhere.
+
+This could be especially useful during testing, as it's very easy to override a dependency with your own custom settings.
+
+### The config file
+
+Coming from the previous example, your `config.py` file could look like:
+
+```Python hl_lines="10"
+{!../../../docs_src/settings/app02/config.py!}
+```
+
+Notice that now we don't create a default instance `settings = Settings()`.
+
+### The main app file
+
+Now we create a dependency that returns a new `config.Settings()`.
+
+```Python hl_lines="5  11-12"
+{!../../../docs_src/settings/app02/main.py!}
+```
+
+!!! tip
+    We'll discuss the `@lru_cache()` in a bit.
+
+    For now you can assume `get_settings()` is a normal function.
+
+And then we can require it from the *path operation function* as a dependency and use it anywhere we need it.
+
+```Python hl_lines="16  18-20"
+{!../../../docs_src/settings/app02/main.py!}
+```
+
+### Settings and testing
+
+Then it would be very easy to provide a different settings object during testing by creating a dependency override for `get_settings`:
+
+```Python hl_lines="9-10  13  21"
+{!../../../docs_src/settings/app02/test_main.py!}
+```
+
+In the dependency override we set a new value for the `admin_email` when creating the new `Settings` object, and then we return that new object.
+
+Then we can test that it is used.
+
+## Reading a `.env` file
+
+If you have many settings that possibly change a lot, maybe in different environments, it might be useful to put them on a file and then read them from it as if they were environment variables.
+
+This practice is common enough that it has a name, these environment variables are commonly placed in a file `.env`, and the file is called a "dotenv".
+
+!!! tip
+    A file starting with a dot (`.`) is a hidden file in Unix-like systems, like Linux and macOS.
+
+    But a dotenv file doesn't really have to have that exact filename.
+
+Pydantic has support for reading from these types of files using an external library. You can read more at <a href="https://pydantic-docs.helpmanual.io/usage/settings/#dotenv-env-support" class="external-link" target="_blank">Pydantic Settings: Dotenv (.env) support</a>.
+
+!!! tip
+    For this to work, you need to `pip install python-dotenv`.
+
+### The `.env` file
+
+You could have a `.env` file with:
+
+```bash
+ADMIN_EMAIL="deadpool@example.com"
+APP_NAME="ChimichangApp"
+```
+
+### Read settings from `.env`
+
+And then update your `config.py` with:
+
+```Python hl_lines="9-10"
+{!../../../docs_src/settings/app03/config.py!}
+```
+
+Here we create a class `Config` inside of your Pydantic `Settings` class, and set the `env_file` to the filename with the dotenv file we want to use.
+
+!!! tip
+    The `Config` class is used just for Pydantic configuration. You can read more at <a href="https://pydantic-docs.helpmanual.io/usage/model_config/" class="external-link" target="_blank">Pydantic Model Config</a>
+
+### Creating the `Settings` only once with `lru_cache`
+
+Reading a file from disk is normally a costly (slow) operation, so you probably want to do it only once and then re-use the same settings object, instead of reading it for each request.
+
+But every time we do:
+
+```Python
+Settings()
+```
+
+a new `Settings` object would be created, and at creation it would read the `.env` file again.
+
+If the dependency function was just like:
+
+```Python
+def get_settings():
+    return Settings()
+```
+
+we would create that object for each request, and we would be reading the `.env` file for each request. ⚠️
+
+But as we are using the `@lru_cache()` decorator on top, the `Settings` object will be created only once, the first time it's called. ✔️
+
+```Python hl_lines="1  10"
+{!../../../docs_src/settings/app03/main.py!}
+```
+
+Then for any subsequent calls of `get_settings()` in the dependencies for the next requests, instead of executing the internal code of `get_settings()` and creating a new `Settings` object, it will return the same object that was returned on the first call, again and again.
+
+#### `lru_cache` Technical Details
+
+`@lru_cache()` modifies the function it decorates to return the same value that was returned the first time, instead of computing it again, executing the code of the function every time.
+
+So, the function below it will be executed once for each combination of arguments. And then the values returned by each of those combinations of arguments will be used again and again whenever the function is called with exactly the same combination of arguments.
+
+For example, if you have a function:
+
+```Python
+@lru_cache()
+def say_hi(name: str, salutation: str = "Ms."):
+    return f"Hello {salutation} {name}"
+```
+
+your program could execute like this:
+
+```mermaid
+sequenceDiagram
+
+participant code as Code
+participant function as say_hi()
+participant execute as Execute function
+
+    rect rgba(0, 255, 0, .1)
+        code ->> function: say_hi(name="Camila")
+        function ->> execute: execute function code
+        execute ->> code: return the result
+    end
+
+    rect rgba(0, 255, 255, .1)
+        code ->> function: say_hi(name="Camila")
+        function ->> code: return stored result
+    end
+
+    rect rgba(0, 255, 0, .1)
+        code ->> function: say_hi(name="Rick")
+        function ->> execute: execute function code
+        execute ->> code: return the result
+    end
+
+    rect rgba(0, 255, 0, .1)
+        code ->> function: say_hi(name="Rick", salutation="Mr.")
+        function ->> execute: execute function code
+        execute ->> code: return the result
+    end
+
+    rect rgba(0, 255, 255, .1)
+        code ->> function: say_hi(name="Rick")
+        function ->> code: return stored result
+    end
+
+    rect rgba(0, 255, 255, .1)
+        code ->> function: say_hi(name="Camila")
+        function ->> code: return stored result
+    end
+```
+
+In the case of our dependency `get_settings()`, the function doesn't even take any arguments, so it always returns the same value.
+
+That way, it behaves almost as if it was just a global variable. But as it uses a dependency function, then we can override it easily for testing.
+
+`@lru_cache()` is part of `functools` which is part of Python's standard library, you can read more about it in the <a href="https://docs.python.org/3/library/functools.html#functools.lru_cache" class="external-link" target="_blank">Python docs for `@lru_cache()`</a>.
+
+## Recap
+
+You can use Pydantic Settings to handle the settings or configurations for your application, with all the power of Pydantic models.
+
+* By using a dependency you can simplify testing.
+* You can use `.env` files with it.
+* Using `@lru_cache()` lets you avoid reading the dotenv file again and again for each request, while allowing you to override it during testing.

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

@@ -1,3 +1,5 @@
+# SQL (Relational) Databases with Peewee
+
 !!! warning
     If you are just starting, the tutorial [SQL (Relational) Databases](../tutorial/sql-databases.md){.internal-link target=_blank} that uses SQLAlchemy should be enough.
 
@@ -5,7 +7,7 @@
 
 If you are starting a project from scratch, you are probably better off with SQLAlchemy ORM ([SQL (Relational) Databases](../tutorial/sql-databases.md){.internal-link target=_blank}), or any other async ORM.
 
-If you already have a code base that uses <a href="http://docs.peewee-orm.com/en/latest/" class="external-link" target="_blank">Peewee ORM</a>, you can check here how to use it with **FastAPI**.
+If you already have a code base that uses <a href="https://docs.peewee-orm.com/en/latest/" class="external-link" target="_blank">Peewee ORM</a>, you can check here how to use it with **FastAPI**.
 
 !!! warning "Python 3.7+ required"
     You will need Python 3.7 or above to safely use Peewee with FastAPI.
@@ -23,7 +25,7 @@ But if you need to change some of the defaults, support more than one predefined
 Nevertheless, it's possible to do it, and here you'll see exactly what code you have to add to be able to use Peewee with FastAPI.
 
 !!! note "Technical Details"
-    You can read more about Peewee's stand about async in Python <a href="http://docs.peewee-orm.com/en/latest/peewee/database.html#async-with-gevent" class="external-link" target="_blank">in the docs</a>, <a href="https://github.com/coleifer/peewee/issues/263#issuecomment-517347032" class="external-link" target="_blank">an issue</a>, <a href="https://github.com/coleifer/peewee/pull/2072#issuecomment-563215132" class="external-link" target="_blank">a PR</a>.
+    You can read more about Peewee's stand about async in Python <a href="https://docs.peewee-orm.com/en/latest/peewee/database.html#async-with-gevent" class="external-link" target="_blank">in the docs</a>, <a href="https://github.com/coleifer/peewee/issues/263#issuecomment-517347032" class="external-link" target="_blank">an issue</a>, <a href="https://github.com/coleifer/peewee/pull/2072#issuecomment-563215132" class="external-link" target="_blank">a PR</a>.
 
 ## The same app
 
@@ -60,7 +62,7 @@ Let's refer to the file `sql_app/database.py`.
 Let's first check all the normal Peewee code, create a Peewee database:
 
 ```Python hl_lines="3  5  22"
-{!./src/sql_databases_peewee/sql_app/database.py!}
+{!../../../docs_src/sql_databases_peewee/sql_app/database.py!}
 ```
 
 !!! tip
@@ -111,8 +113,8 @@ This might seem a bit complex (and it actually is), you don't really need to com
 
 We will create a `PeeweeConnectionState`:
 
-```Python hl_lines="10 11 12 13 14 15 16 17 18 19"
-{!./src/sql_databases_peewee/sql_app/database.py!}
+```Python hl_lines="10-19"
+{!../../../docs_src/sql_databases_peewee/sql_app/database.py!}
 ```
 
 This class inherits from a special internal class used by Peewee.
@@ -133,7 +135,7 @@ So, we need to do some extra tricks to make it work as if it was just using `thr
 Now, overwrite the `._state` internal attribute in the Peewee database `db` object using the new `PeeweeConnectionState`:
 
 ```Python hl_lines="24"
-{!./src/sql_databases_peewee/sql_app/database.py!}
+{!../../../docs_src/sql_databases_peewee/sql_app/database.py!}
 ```
 
 !!! tip
@@ -159,8 +161,8 @@ This is the same you would do if you followed the Peewee tutorial and updated th
 
 Import `db` from `database` (the file `database.py` from above) and use it here.
 
-```Python hl_lines="3  6 7 8 9 10 11 12  15 16 17 18 19 20 21"
-{!./src/sql_databases_peewee/sql_app/models.py!}
+```Python hl_lines="3  6-12  15-21"
+{!../../../docs_src/sql_databases_peewee/sql_app/models.py!}
 ```
 
 !!! tip
@@ -187,8 +189,8 @@ Now let's check the file `sql_app/schemas.py`.
 
 Create all the same Pydantic models as in the SQLAlchemy tutorial:
 
-```Python hl_lines="16 17 18  21 22  25 26 27 28 29 30  34 35  38 39  42 43 44 45 46 47 48"
-{!./src/sql_databases_peewee/sql_app/schemas.py!}
+```Python hl_lines="16-18  21-22  25-30  34-35  38-39  42-48"
+{!../../../docs_src/sql_databases_peewee/sql_app/schemas.py!}
 ```
 
 !!! tip
@@ -212,8 +214,8 @@ But recent versions of Pydantic allow providing a custom class that inherits fro
 
 We are going to create a custom `PeeweeGetterDict` class and use it in all the same Pydantic *models* / schemas that use `orm_mode`:
 
-```Python hl_lines="3 8 9 10 11 12 13  31  49"
-{!./src/sql_databases_peewee/sql_app/schemas.py!}
+```Python hl_lines="3  8-13  31  49"
+{!../../../docs_src/sql_databases_peewee/sql_app/schemas.py!}
 ```
 
 Here we are checking if the attribute that is being accessed (e.g. `.items` in `some_user.items`) is an instance of `peewee.ModelSelect`.
@@ -233,8 +235,8 @@ Now let's see the file `sql_app/crud.py`.
 
 Create all the same CRUD utils as in the SQLAlchemy tutorial, all the code is very similar:
 
-```Python hl_lines="1  4 5  8 9  12 13  16 17 18 19 20  23 24  27 28 29 30"
-{!./src/sql_databases_peewee/sql_app/crud.py!}
+```Python hl_lines="1  4-5  8-9  12-13  16-20  23-24  27-30"
+{!../../../docs_src/sql_databases_peewee/sql_app/crud.py!}
 ```
 
 There are some differences with the code for the SQLAlchemy tutorial.
@@ -257,16 +259,16 @@ And now in the file `sql_app/main.py` let's integrate and use all the other part
 
 In a very simplistic way create the database tables:
 
-```Python hl_lines="9 10 11"
-{!./src/sql_databases_peewee/sql_app/main.py!}
+```Python hl_lines="9-11"
+{!../../../docs_src/sql_databases_peewee/sql_app/main.py!}
 ```
 
 ### Create a dependency
 
 Create a dependency that will connect the database right at the beginning of a request and disconnect it at the end:
 
-```Python hl_lines="23 24 25 26 27 28 29"
-{!./src/sql_databases_peewee/sql_app/main.py!}
+```Python hl_lines="23-29"
+{!../../../docs_src/sql_databases_peewee/sql_app/main.py!}
 ```
 
 Here we have an empty `yield` because we are actually not using the database object directly.
@@ -280,7 +282,7 @@ And then, in each *path operation function* that needs to access the database we
 But we are not using the value given by this dependency (it actually doesn't give any value, as it has an empty `yield`). So, we don't add it to the *path operation function* but to the *path operation decorator* in the `dependencies` parameter:
 
 ```Python hl_lines="32  40  47  59  65  72"
-{!./src/sql_databases_peewee/sql_app/main.py!}
+{!../../../docs_src/sql_databases_peewee/sql_app/main.py!}
 ```
 
 ### Context variable sub-dependency
@@ -289,8 +291,8 @@ For all the `contextvars` parts to work, we need to make sure we have an indepen
 
 For that, we need to create another `async` dependency `reset_db_state()` that is used as a sub-dependency in `get_db()`. It will set the value for the context variable (with just a default `dict`) that will be used as the database state for the whole request. And then the dependency `get_db()` will store in it the database state (connection, transactions, etc).
 
-```Python hl_lines="18 19 20"
-{!./src/sql_databases_peewee/sql_app/main.py!}
+```Python hl_lines="18-20"
+{!../../../docs_src/sql_databases_peewee/sql_app/main.py!}
 ```
 
 For the **next request**, as we will reset that context variable again in the `async` dependency `reset_db_state()` and then create a new connection in the `get_db()` dependency, that new request will have its own database state (connection, transactions, etc).
@@ -304,11 +306,11 @@ For the **next request**, as we will reset that context variable again in the `a
 
 #### Peewee Proxy
 
-If you are using a <a href="http://docs.peewee-orm.com/en/latest/peewee/database.html#dynamically-defining-a-database" class="external-link" target="_blank">Peewee Proxy</a>, the actual database is at `db.obj`.
+If you are using a <a href="https://docs.peewee-orm.com/en/latest/peewee/database.html#dynamically-defining-a-database" class="external-link" target="_blank">Peewee Proxy</a>, the actual database is at `db.obj`.
 
 So, you would reset it with:
 
-```Python hl_lines="3 4"
+```Python hl_lines="3-4"
 async def reset_db_state():
     database.db.obj._state._state.set(db_state_default.copy())
     database.db.obj._state.reset()
@@ -318,8 +320,8 @@ async def reset_db_state():
 
 Now, finally, here's the standard **FastAPI** *path operations* code.
 
-```Python hl_lines="32 33 34 35 36 37  40 41 42 43  46 47 48 49 50 51 52 53  56 57 58 59 60 61 62  65 66 67 68  71 72 73 74 75 76 77 78 79"
-{!./src/sql_databases_peewee/sql_app/main.py!}
+```Python hl_lines="32-37  40-43  46-53  56-62  65-68  71-79"
+{!../../../docs_src/sql_databases_peewee/sql_app/main.py!}
 ```
 
 ### About `def` vs `async def`
@@ -369,10 +371,16 @@ async def reset_db_state():
 
 Then run your app with Uvicorn:
 
-```bash
-uvicorn sql_app.main:app --reload
+<div class="termy">
+
+```console
+$ uvicorn sql_app.main:app --reload
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
 ```
 
+</div>
+
 Open your browser at <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>  and create a couple of users.
 
 Then open 10 tabs at <a href="http://127.0.0.1:8000/docs#/default/read_slow_users_slowusers__get" class="external-link" target="_blank">http://127.0.0.1:8000/docs#/default/read_slow_users_slowusers__get</a> at the same time.
@@ -430,31 +438,31 @@ Repeat the same process with the 10 tabs. This time all of them will wait and yo
 * `sql_app/database.py`:
 
 ```Python
-{!./src/sql_databases_peewee/sql_app/database.py!}
+{!../../../docs_src/sql_databases_peewee/sql_app/database.py!}
 ```
 
 * `sql_app/models.py`:
 
 ```Python
-{!./src/sql_databases_peewee/sql_app/models.py!}
+{!../../../docs_src/sql_databases_peewee/sql_app/models.py!}
 ```
 
 * `sql_app/schemas.py`:
 
 ```Python
-{!./src/sql_databases_peewee/sql_app/schemas.py!}
+{!../../../docs_src/sql_databases_peewee/sql_app/schemas.py!}
 ```
 
 * `sql_app/crud.py`:
 
 ```Python
-{!./src/sql_databases_peewee/sql_app/crud.py!}
+{!../../../docs_src/sql_databases_peewee/sql_app/crud.py!}
 ```
 
 * `sql_app/main.py`:
 
 ```Python
-{!./src/sql_databases_peewee/sql_app/main.py!}
+{!../../../docs_src/sql_databases_peewee/sql_app/main.py!}
 ```
 
 ## Technical Details

docs/en/docs/advanced/sub-applications.md

@@ -0,0 +1,73 @@
+# Sub Applications - Mounts
+
+If you need to have two independent FastAPI applications, with their own independent OpenAPI and their own docs UIs, you can have a main app and "mount" one (or more) sub-application(s).
+
+## Mounting a **FastAPI** application
+
+"Mounting" means adding a completely "independent" application in a specific path, that then takes care of handling everything under that path, with the _path operations_ declared in that sub-application.
+
+### Top-level application
+
+First, create the main, top-level, **FastAPI** application, and its *path operations*:
+
+```Python hl_lines="3  6-8"
+{!../../../docs_src/sub_applications/tutorial001.py!}
+```
+
+### Sub-application
+
+Then, create your sub-application, and its *path operations*.
+
+This sub-application is just another standard FastAPI application, but this is the one that will be "mounted":
+
+```Python hl_lines="11  14-16"
+{!../../../docs_src/sub_applications/tutorial001.py!}
+```
+
+### Mount the sub-application
+
+In your top-level application, `app`, mount the sub-application, `subapi`.
+
+In this case, it will be mounted at the path `/subapi`:
+
+```Python hl_lines="11  19"
+{!../../../docs_src/sub_applications/tutorial001.py!}
+```
+
+### Check the automatic API docs
+
+Now, run `uvicorn` with the main app, if your file is `main.py`, it would be:
+
+<div class="termy">
+
+```console
+$ uvicorn main:app --reload
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+```
+
+</div>
+
+And open the docs at <a href="http://127.0.0.1:8000/docs" class="external-link" target="_blank">http://127.0.0.1:8000/docs</a>.
+
+You will see the automatic API docs for the main app, including only its own _path operations_:
+
+<img src="/img/tutorial/sub-applications/image01.png">
+
+And then, open the docs for the sub-application, at <a href="http://127.0.0.1:8000/subapi/docs" class="external-link" target="_blank">http://127.0.0.1:8000/subapi/docs</a>.
+
+You will see the automatic API docs for the sub-application, including only its own _path operations_, all under the correct sub-path prefix `/subapi`:
+
+<img src="/img/tutorial/sub-applications/image02.png">
+
+If you try interacting with any of the two user interfaces, they will work correctly, because the browser will be able to talk to each specific app or sub-app.
+
+### Technical Details: `root_path`
+
+When you mount a sub-application as described above, FastAPI will take care of communicating the mount path for the sub-application using a mechanism from the ASGI specification called a `root_path`.
+
+That way, the sub-application will know to use that path prefix for the docs UI.
+
+And the sub-application could also have its own mounted sub-applications and everything would work correctly, because FastAPI handles all these `root_path`s automatically.
+
+You will learn more about the `root_path` and how to use it explicitly in the section about [Behind a Proxy](./behind-a-proxy.md){.internal-link target=_blank}.

docs/en/docs/advanced/templates.md

@@ -1,43 +1,53 @@
+# Templates
+
 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.
 
-Starlette has utilities to configure it easily that you can use directly in your **FastAPI** application.
+There are utilities to configure it easily that you can use directly in your **FastAPI** application (provided by Starlette).
 
 ## Install dependencies
 
 Install `jinja2`:
 
-```bash
-pip install jinja2
+<div class="termy">
+
+```console
+$ pip install jinja2
+
+---> 100%
 ```
 
-If you need to also serve static files (as in this example), install `aiofiles`:
-
-```bash
-pip install aiofiles
-```
+</div>
 
 ## Using `Jinja2Templates`
 
-* Import `Jinja2Templates` form Starlette.
+* Import `Jinja2Templates`.
 * Create a `templates` object that you can re-use later.
 * Declare a `Request` parameter in the *path operation* that will return a template.
 * Use the `templates` you created to render and return a `TemplateResponse`, passing the `request` as one of the key-value pairs in the Jinja2 "context".
 
-```Python hl_lines="4 11 15 16"
-{!./src/templates/tutorial001.py!}
+```Python hl_lines="4  11  15-16"
+{!../../../docs_src/templates/tutorial001.py!}
 ```
 
 !!! note
     Notice that you have to pass the `request` as part of the key-value pairs in the context for Jinja2. So, you also have to declare it in your *path operation*.
 
+!!! tip
+    By declaring `response_class=HTMLResponse` the docs UI will be able to know that the response will be HTML.
+
+!!! note "Technical Details"
+    You could also use `from starlette.templating import Jinja2Templates`.
+
+    **FastAPI** provides the same `starlette.templating` as `fastapi.templating` just as a convenience for you, the developer. But most of the available responses come directly from Starlette. The same with `Request` and `StaticFiles`.
+
 ## Writing templates
 
 Then you can write a template at `templates/item.html` with:
 
 ```jinja hl_lines="7"
-{!./src/templates/templates/item.html!}
+{!../../../docs_src/templates/templates/item.html!}
 ```
 
 It will show the `id` taken from the "context" `dict` you passed:
@@ -51,13 +61,13 @@ It will show the `id` taken from the "context" `dict` you passed:
 And you can also use `url_for()` inside of the template, and use it, for example, with the `StaticFiles` you mounted.
 
 ```jinja hl_lines="4"
-{!./src/templates/templates/item.html!}
+{!../../../docs_src/templates/templates/item.html!}
 ```
 
 In this example, it would link to a CSS file at `static/styles.css` with:
 
 ```CSS hl_lines="4"
-{!./src/templates/static/styles.css!}
+{!../../../docs_src/templates/static/styles.css!}
 ```
 
 And because you are using `StaticFiles`, that CSS file would be served automatically by your **FastAPI** application at the URL `/static/styles.css`.

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

@@ -0,0 +1,95 @@
+# Testing a Database
+
+You can use the same dependency overrides from [Testing Dependencies with Overrides](testing-dependencies.md){.internal-link target=_blank} to alter a database for testing.
+
+You could want to set up a different database for testing, rollback the data after the tests, pre-fill it with some testing data, etc.
+
+The main idea is exactly the same you saw in that previous chapter.
+
+## Add tests for the SQL app
+
+Let's update the example from [SQL (Relational) Databases](../tutorial/sql-databases.md){.internal-link target=_blank} to use a testing database.
+
+All the app code is the same, you can go back to that chapter check how it was.
+
+The only changes here are in the new testing file.
+
+Your normal dependency `get_db()` would return a database session.
+
+In the test, you could use a dependency override to return your *custom* database session instead of the one that would be used normally.
+
+In this example we'll create a temporary database only for the tests.
+
+## File structure
+
+We create a new file at `sql_app/tests/test_sql_app.py`.
+
+So the new file structure looks like:
+
+``` hl_lines="9-11"
+.
+└── sql_app
+    ├── __init__.py
+    ├── crud.py
+    ├── database.py
+    ├── main.py
+    ├── models.py
+    ├── schemas.py
+    └── tests
+        ├── __init__.py
+        └── test_sql_app.py
+```
+
+## Create the new database session
+
+First, we create a new database session with the new database.
+
+For the tests we'll use a file `test.db` instead of `sql_app.db`.
+
+But the rest of the session code is more or less the same, we just copy it.
+
+```Python hl_lines="8-13"
+{!../../../docs_src/sql_databases/sql_app/tests/test_sql_app.py!}
+```
+
+!!! tip
+    You could reduce duplication in that code by putting it in a function and using it from both `database.py` and `tests/test_sql_app.py`.
+
+    For simplicity and to focus on the specific testing code, we are just copying it.
+
+## Create the database
+
+Because now we are going to use a new database in a new file, we need to make sure we create the database with:
+
+```Python
+Base.metadata.create_all(bind=engine)
+```
+
+That is normally called in `main.py`, but the line in `main.py` uses the database file `sql_app.db`, and we need to make sure we create `test.db` for the tests.
+
+So we add that line here, with the new file.
+
+```Python hl_lines="16"
+{!../../../docs_src/sql_databases/sql_app/tests/test_sql_app.py!}
+```
+
+## Dependency override
+
+Now we create the dependency override and add it to the overrides for our app.
+
+```Python hl_lines="19-24  27"
+{!../../../docs_src/sql_databases/sql_app/tests/test_sql_app.py!}
+```
+
+!!! tip
+    The code for `override_get_db()` is almost exactly the same as for `get_db()`, but in `override_get_db()` we use the `TestingSessionLocal` for the testing database instead.
+
+## Test the app
+
+Then we can just test the app as normally.
+
+```Python hl_lines="32-47"
+{!../../../docs_src/sql_databases/sql_app/tests/test_sql_app.py!}
+```
+
+And all the modifications we made in the database during the tests will be in the `test.db` database instead of the main `sql_app.db`.

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

@@ -1,3 +1,5 @@
+# Testing Dependencies with Overrides
+
 ## Overriding dependencies during testing
 
 There are some scenarios where you might want to override a dependency during testing.
@@ -18,18 +20,6 @@ You probably want to test the external provider once, but not necessarily call i
 
 In this case, you can override the dependency that calls that provider, and use a custom dependency that returns a mock user, only for your tests.
 
-### Use case: testing database
-
-Other example could be that you are using a specific database only for testing.
-
-Your normal dependency would return a database session.
-
-But then, after each test, you could want to rollback all the operations or remove data.
-
-Or you could want to alter the data before the tests run, etc.
-
-In this case, you could use a dependency override to return your *custom* database session instead of the one that would be used normally.
-
 ### Use the `app.dependency_overrides` attribute
 
 For these cases, your **FastAPI** application has an attribute `app.dependency_overrides`, it is a simple `dict`.
@@ -38,8 +28,8 @@ 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="24 25 28"
-{!./src/dependency_testing/tutorial001.py!}
+```Python hl_lines="26-27  30"
+{!../../../docs_src/dependency_testing/tutorial001.py!}
 ```
 
 !!! tip

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

@@ -1,7 +1,7 @@
-## Testing Events, `startup` and `shutdown`
+# Testing Events: startup - shutdown
 
 When you need your event handlers (`startup` and `shutdown`) to run in your tests, you can use the `TestClient` with a `with` statement:
 
-```Python hl_lines="9 10 11 12 20 21 22 23 24"
-{!./src/app_testing/tutorial003.py!}
-```
+```Python hl_lines="9-12  20-24"
+{!../../../docs_src/app_testing/tutorial003.py!}
+```

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

@@ -0,0 +1,12 @@
+# Testing WebSockets
+
+You can use the same `TestClient` to test WebSockets.
+
+For this, you use the `TestClient` in a `with` statement, connecting to the WebSocket:
+
+```Python hl_lines="27-31"
+{!../../../docs_src/app_testing/tutorial002.py!}
+```
+
+!!! note
+    For more details, check Starlette's documentation for <a href="https://www.starlette.io/testclient/#testing-websocket-sessions" class="external-link" target="_blank">testing WebSockets</a>.

docs/en/docs/advanced/using-request-directly.md

@@ -1,3 +1,5 @@
+# Using the Request Directly
+
 Up to now, you have been declaring the parts of the request that you need with their types.
 
 Taking data from:
@@ -15,7 +17,7 @@ But there are situations where you might need to access the `Request` object dir
 
 As **FastAPI** is actually **Starlette** underneath, with a layer of several tools on top, you can use Starlette's <a href="https://www.starlette.io/requests/" class="external-link" target="_blank">`Request`</a> object directly when you need to.
 
-It would also mean that if you get data from the `Request` object directly (for example, read the body) it won't be validated, converted or annotated (with OpenAPI, for the automatic documentation) by FastAPI.
+It would also mean that if you get data from the `Request` object directly (for example, read the body) it won't be validated, converted or documented (with OpenAPI, for the automatic API user interface) by FastAPI.
 
 Although any other parameter declared normally (for example, the body with a Pydantic model) would still be validated, converted, annotated, etc.
 
@@ -27,24 +29,14 @@ Let's imagine you want to get the client's IP address/host inside of your *path
 
 For that you need to access the request directly.
 
-### Import the `Request`
-
-First, import the `Request` class from Starlette:
-
-```Python hl_lines="2"
-{!./src/using_request_directly/tutorial001.py!}
+```Python hl_lines="1  7-8"
+{!../../../docs_src/using_request_directly/tutorial001.py!}
 ```
 
-### Declare the `Request` parameter
-
-Then declare a *path operation function* parameter with the type being the `Request` class:
-
-```Python hl_lines="8"
-{!./src/using_request_directly/tutorial001.py!}
-```
+By declaring a *path operation function* parameter with the type being the `Request` **FastAPI** will know to pass the `Request` in that parameter.
 
 !!! tip
-    Note that in this case, we are declaring a path parameter besides the request parameter.
+    Note that in this case, we are declaring a path parameter beside the request parameter.
 
     So, the path parameter will be extracted, validated, converted to the specified type and annotated with OpenAPI.
 
@@ -53,3 +45,8 @@ Then declare a *path operation function* parameter with the type being the `Requ
 ## `Request` documentation
 
 You can read more details about the <a href="https://www.starlette.io/requests/" class="external-link" target="_blank">`Request` object in the official Starlette documentation site</a>.
+
+!!! note "Technical Details"
+    You could also use `from starlette.requests import Request`.
+
+    **FastAPI** provides it directly just as a convenience for you, the developer. But it comes directly from Starlette.

docs/en/docs/advanced/websockets.md

@@ -1,3 +1,4 @@
+# WebSockets
 
 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**.
 
@@ -23,71 +24,47 @@ In production you would have one of the options above.
 
 But it's the simplest way to focus on the server-side of WebSockets and have a working example:
 
-```Python hl_lines="2 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 42 43 44"
-{!./src/websockets/tutorial001.py!}
+```Python hl_lines="2  6-38  41-43"
+{!../../../docs_src/websockets/tutorial001.py!}
 ```
 
 ## Create a `websocket`
 
 In your **FastAPI** application, create a `websocket`:
 
-```Python hl_lines="3 47 48"
-{!./src/websockets/tutorial001.py!}
+```Python hl_lines="1  46-47"
+{!../../../docs_src/websockets/tutorial001.py!}
 ```
 
-!!! tip
-    In this example we are importing `WebSocket` from `starlette.websockets` to use it in the type declaration in the WebSocket route function.
+!!! note "Technical Details"
+    You could also use `from starlette.websockets import WebSocket`.
+
+    **FastAPI** provides the same `WebSocket` directly just as a convenience for you, the developer. But it comes directly from Starlette.
 
 ## Await for messages and send messages
 
 In your WebSocket route you can `await` for messages and send messages.
 
-```Python hl_lines="49 50 51 52 53"
-{!./src/websockets/tutorial001.py!}
+```Python hl_lines="48-52"
+{!../../../docs_src/websockets/tutorial001.py!}
 ```
 
 You can receive and send binary, text, and JSON data.
 
-## Using `Depends` and others
-
-In WebSocket endpoints you can import from `fastapi` and use:
-
-* `Depends`
-* `Security`
-* `Cookie`
-* `Header`
-* `Path`
-* `Query`
-
-They work the same way as for other FastAPI endpoints/*path operations*:
-
-```Python hl_lines="55 56 57 58 59 60 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78"
-{!./src/websockets/tutorial002.py!}
-```
-
-!!! info
-    In a WebSocket it doesn't really make sense to raise an `HTTPException`. So it's better to close the WebSocket connection directly.
-
-    You can use a closing code from the <a href="https://tools.ietf.org/html/rfc6455#section-7.4.1" class="external-link" target="_blank">valid codes defined in the specification</a>.
-
-    In the future, there will be a `WebSocketException` that you will be able to `raise` from anywhere, and add exception handlers for it. It depends on the <a href="https://github.com/encode/starlette/pull/527" class="external-link" target="_blank">PR #527</a> in Starlette.
-
-## More info
-
-To learn more about the options, check Starlette's documentation for:
-
-* <a href="https://www.starlette.io/applications/" class="external-link" target="_blank">Applications (`websocket_route`)</a>.
-* <a href="https://www.starlette.io/websockets/" class="external-link" target="_blank">The `WebSocket` class</a>.
-* <a href="https://www.starlette.io/endpoints/#websocketendpoint" class="external-link" target="_blank">Class-based WebSocket handling</a>.
-
-## Test it
+## Try it
 
 If your file is named `main.py`, run your application with:
 
-```bash
-uvicorn main:app --reload
+<div class="termy">
+
+```console
+$ uvicorn main:app --reload
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
 ```
 
+</div>
+
 Open your browser at <a href="http://127.0.0.1:8000" class="external-link" target="_blank">http://127.0.0.1:8000</a>.
 
 You will see a simple page like:
@@ -107,3 +84,89 @@ You can send (and receive) many messages:
 <img src="/img/tutorial/websockets/image04.png">
 
 And all of them will use the same WebSocket connection.
+
+## Using `Depends` and others
+
+In WebSocket endpoints you can import from `fastapi` and use:
+
+* `Depends`
+* `Security`
+* `Cookie`
+* `Header`
+* `Path`
+* `Query`
+
+They work the same way as for other FastAPI endpoints/*path operations*:
+
+```Python hl_lines="58-65  68-83"
+{!../../../docs_src/websockets/tutorial002.py!}
+```
+
+!!! info
+    In a WebSocket it doesn't really make sense to raise an `HTTPException`. So it's better to close the WebSocket connection directly.
+
+    You can use a closing code from the <a href="https://tools.ietf.org/html/rfc6455#section-7.4.1" class="external-link" target="_blank">valid codes defined in the specification</a>.
+
+    In the future, there will be a `WebSocketException` that you will be able to `raise` from anywhere, and add exception handlers for it. It depends on the <a href="https://github.com/encode/starlette/pull/527" class="external-link" target="_blank">PR #527</a> in Starlette.
+
+### Try the WebSockets with dependencies
+
+If your file is named `main.py`, run your application with:
+
+<div class="termy">
+
+```console
+$ uvicorn main:app --reload
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+```
+
+</div>
+
+Open your browser at <a href="http://127.0.0.1:8000" class="external-link" target="_blank">http://127.0.0.1:8000</a>.
+
+There you can set:
+
+* The "Item ID", used in the path.
+* The "Token" used as a query parameter.
+
+!!! tip
+    Notice that the query `token` will be handled by a dependency.
+
+With that you can connect the WebSocket and then send and receive messages:
+
+<img src="/img/tutorial/websockets/image05.png">
+
+## Handling disconnections and multiple clients
+
+When a WebSocket connection is closed, the `await websocket.receive_text()` will raise a `WebSocketDisconnect` exception, which you can then catch and handle like in this example.
+
+```Python hl_lines="81-83"
+{!../../../docs_src/websockets/tutorial003.py!}
+```
+
+To try it out:
+
+* Open the app with several browser tabs.
+* Write messages from them.
+* Then close one of the tabs.
+
+That will raise the `WebSocketDisconnect` exception, and all the other clients will receive a message like:
+
+```
+Client #1596980209979 left the chat
+```
+
+!!! tip
+    The app above is a minimal and simple example to demonstrate how to handle and broadcast messages to several WebSocket connections.
+
+    But have in mind that, as everything is handled in memory, in a single list, it will only work while the process is running, and will only work with a single process.
+
+    If you need something easy to integrate with FastAPI but that is more robust, supported by Redis, PostgreSQL or others, check <a href="https://github.com/encode/broadcaster" class="external-link" target="_blank">encode/broadcaster</a>.
+
+## More info
+
+To learn more about the options, check Starlette's documentation for:
+
+* <a href="https://www.starlette.io/websockets/" class="external-link" target="_blank">The `WebSocket` class</a>.
+* <a href="https://www.starlette.io/endpoints/#websocketendpoint" class="external-link" target="_blank">Class-based WebSocket handling</a>.

docs/en/docs/advanced/wsgi.md

@@ -0,0 +1,37 @@
+# Including WSGI - Flask, Django, others
+
+You can mount WSGI applications as you saw with [Sub Applications - Mounts](./sub-applications.md){.internal-link target=_blank}, [Behind a Proxy](./behind-a-proxy.md){.internal-link target=_blank}.
+
+For that, you can use the `WSGIMiddleware` and use it to wrap your WSGI application, for example, Flask, Django, etc.
+
+## Using `WSGIMiddleware`
+
+You need to import `WSGIMiddleware`.
+
+Then wrap the WSGI (e.g. Flask) app with the middleware.
+
+And then mount that under a path.
+
+```Python hl_lines="2-3  22"
+{!../../../docs_src/wsgi/tutorial001.py!}
+```
+
+## Check it
+
+Now, every request under the path `/v1/` will be handled by the Flask application.
+
+And the rest will be handled by **FastAPI**.
+
+If you run it with Uvicorn and go to <a href="http://localhost:8000/v1/" class="external-link" target="_blank">http://localhost:8000/v1/</a> you will see the response from Flask:
+
+```txt
+Hello, World from Flask!
+```
+
+And if you go to <a href="http://localhost:8000/v2" class="external-link" target="_blank">http://localhost:8000/v2</a> you will see the response from FastAPI:
+
+```JSON
+{
+    "message": "Hello World"
+}
+```

docs/en/docs/alternatives.md

@@ -1,3 +1,5 @@
+# Alternatives, Inspiration and Comparisons
+
 What inspired **FastAPI**, how it compares to other alternatives and what it learned from them.
 
 ## Intro
@@ -35,7 +37,7 @@ It was one of the first examples of **automatic API documentation**, and this wa
 !!! check "Inspired **FastAPI** to"
     Have an automatic API documentation web user interface.
 
-### <a href="http://flask.pocoo.org/" class="external-link" target="_blank">Flask</a>
+### <a href="https://flask.palletsprojects.com" class="external-link" target="_blank">Flask</a>
 
 Flask is a "microframework", it doesn't include database integrations nor many of the things that come by default in Django.
 
@@ -55,7 +57,7 @@ Given the simplicity of Flask, it seemed like a good match for building APIs. Th
     Have a simple and easy to use routing system.
 
 
-### <a href="http://docs.python-requests.org" class="external-link" target="_blank">Requests</a>
+### <a href="https://requests.readthedocs.io" class="external-link" target="_blank">Requests</a>
 
 **FastAPI** is not actually an alternative to **Requests**. Their scope is very different.
 
@@ -240,8 +242,6 @@ It was one of the first extremely fast Python frameworks based on `asyncio`. It
 
 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.
@@ -274,7 +274,7 @@ Routes are declared in a single place, using functions declared in other places
 
     This actually inspired updating parts of Pydantic, to support the same validation declaration style (all this functionality is now already available in Pydantic).
 
-### <a href="http://www.hug.rest/" class="external-link" target="_blank">Hug</a>
+### <a href="https://www.hug.rest/" class="external-link" target="_blank">Hug</a>
 
 Hug was one of the first frameworks to implement the declaration of API parameter types using Python type hints. This was a great idea that inspired other tools to do the same.
 
@@ -365,7 +365,6 @@ It has:
 
 * Seriously impressive performance.
 * WebSocket support.
-* GraphQL support.
 * In-process background tasks.
 * Startup and shutdown events.
 * Test client built on requests.
@@ -373,7 +372,7 @@ It has:
 * Session and Cookie support.
 * 100% test coverage.
 * 100% type annotated codebase.
-* Zero hard dependencies.
+* Few hard dependencies.
 
 Starlette is currently the fastest Python framework tested. Only surpassed by Uvicorn, which is not a framework, but a server.
 
@@ -408,7 +407,7 @@ It is the recommended server for Starlette and **FastAPI**.
 
     You can combine it with Gunicorn, to have an asynchronous multi-process server.
 
-    Check more details in the [Deployment](deployment.md){.internal-link target=_blank} section.
+    Check more details in the [Deployment](deployment/index.md){.internal-link target=_blank} section.
 
 ## Benchmarks and speed
 

docs/en/docs/async.md

@@ -1,3 +1,5 @@
+# Concurrency and async / await
+
 Details about the `async def` syntax for *path operation functions* and some background about asynchronous code, concurrency, and parallelism.
 
 ## In a hurry?
@@ -53,7 +55,7 @@ But by following the steps above, it will be able to do some performance optimiz
 
 Modern versions of Python have support for **"asynchronous code"** using something called **"coroutines"**, with **`async` and `await`** syntax.
 
-Let's see that phrase by parts in the sections below, below:
+Let's see that phrase by parts in the sections below:
 
 * **Asynchronous Code**
 * **`async` and `await`**
@@ -61,13 +63,13 @@ Let's see that phrase by parts in the sections below, below:
 
 ## Asynchronous Code
 
-Asynchronous code just means that the language has a way to tell the computer / program that at some point in the code, he will have to wait for *something else* to finish somewhere else. Let's say that *something else* is called "slow-file". 
+Asynchronous code just means that the language 💬 has a way to tell the computer / program 🤖 that at some point in the code, it 🤖 will have to wait for *something else* to finish somewhere else. Let's say that *something else* is called "slow-file" 📝.
 
-So, during that time, the computer can go and do some other work, while "slow-file" finishes. 
+So, during that time, the computer can go and do some other work, while "slow-file" 📝 finishes.
 
-Then the computer / program will come back every time it has a chance because it's waiting again, or whenever he finished all the work he had at that point. And it will see if any of the tasks he was waiting for has already finished doing whatever it had to do.
+Then the computer / program 🤖 will come back every time it has a chance because it's waiting again, or whenever it 🤖 finished all the work it had at that point. And it 🤖 will see if any of the tasks it was waiting for have already finished, doing whatever it had to do.
 
-And then it takes the first task to finish (let's say, our "slow-file") and continues whatever it had to do with it.
+Next, it 🤖 takes the first task to finish (let's say, our "slow-file" 📝) and continues whatever it had to do with it.
 
 That "wait for something else" normally refers to <abbr title="Input and Output">I/O</abbr> operations that are relatively "slow" (compared to the speed of the processor and the RAM memory), like waiting for:
 
@@ -80,7 +82,7 @@ That "wait for something else" normally refers to <abbr title="Input and Output"
 * a database query to return the results
 * etc.
 
-As the execution time is consumed mostly by waiting for <abbr title="Input and Output">I/O</abbr> operations, so they call them "I/O bound".
+As the execution time is consumed mostly by waiting for <abbr title="Input and Output">I/O</abbr> operations, they call them "I/O bound" operations.
 
 It's called "asynchronous" because the computer / program doesn't have to be "synchronized" with the slow task, waiting for the exact moment that the task finishes, while doing nothing, to be able to take the task result and continue the work.
 
@@ -92,7 +94,7 @@ For "synchronous" (contrary to "asynchronous") they commonly also use the term "
 
 This idea of **asynchronous** code described above is also sometimes called **"concurrency"**. It is different from **"parallelism"**.
 
-**Concurrency** and **parallelism** both relate to "different things happening more or less at the same time". 
+**Concurrency** and **parallelism** both relate to "different things happening more or less at the same time".
 
 But the details between *concurrency* and *parallelism* are quite different.
 
@@ -100,115 +102,119 @@ To see the difference, imagine the following story about burgers:
 
 ### Concurrent Burgers
 
-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.
+<!-- The gender neutral cook emoji "🧑‍🍳" does not render well in browsers. In the meantime, I'm using a mix of male "👨‍🍳" and female "👩‍🍳" cooks. -->
 
-Then it's your turn, you place your order of 2 very fancy burgers for your crush and 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.
 
-You pay.
+Then it's your turn, you place your order of 2 very fancy burgers 🍔 for your crush 😍 and you.
 
-The cashier says something to the guy in the kitchen so he knows he has to prepare your burgers (even though he is currently preparing the ones for the previous clients).
+You pay 💸.
 
-The cashier gives you the number of your turn.
+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).
 
-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).
+The cashier 💁 gives you the number of your turn.
 
-As you are seating 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.
+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 ✨🍔✨).
 
-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.
+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 ✨😍✨.
 
-Then at some point, it finally is your turn. You go to the counter, get your burgers and come back to the table.
+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.
 
-You and your crush eat the burgers and have a nice time.
+Then at some point, it finally is your turn. You go to the counter, get your burgers 🍔 and come back to the table.
+
+You and your crush 😍 eat the burgers 🍔 and have a nice time ✨.
 
 ---
 
-Imagine you are the computer / program in that story.
+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, 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 seat 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 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 😍.
 
-Then the cashier says "I'm finished with doing the burgers" by putting your number on the counter 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
 
-You go with your crush to get parallel fast food.
+Now let's imagine these aren't "Concurrent Burgers", but "Parallel Burgers".
 
-You stand in line while several (let's say 8) cashiers take the orders from the people in front of you.
+You go with your crush 😍 to get parallel fast food 🍔.
 
-Everyone before you is waiting for their burgers to be ready before leaving the counter because each of the 8 cashiers goes himself and prepares the burger right away before getting the next order.
+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.
 
-Then it's finally your turn, you place your order of 2 very fancy burgers for your crush and 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.
 
-You pay.
+Then it's finally your turn, you place your order of 2 very fancy burgers 🍔 for your crush 😍 and you.
 
-The cashier goes to the kitchen.
+You pay 💸.
 
-You wait, standing in front of the counter, so that no one else takes your burgers before you, 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.
+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 😞.
 
-Then your cashier/cook finally comes back with your burgers, after a long time waiting there in front of the counter.
+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 take your burgers and go to the table with your crush.
+Then your cashier/cook 👨‍🍳 finally comes back with your burgers 🍔, after a long time waiting 🕙 there in front of the counter.
 
-You just eat them, and you are done.
+You take your burgers 🍔 and go to the table with your crush 😍.
 
-There was not much talk or flirting as most of the time was spent waiting in front of the counter.
+You just eat them, and you are done 🍔 ⏹.
+
+There was not much talk or flirting as most of the time was spent waiting 🕙 in front of the counter 😞.
 
 ---
 
-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.
 
-Up to recently, most of the banks had multiple cashiers and a big line.
+Up to recently, most of the banks had multiple cashiers 👨‍💼👨‍💼👨‍💼👨‍💼 and a big line 🕙🕙🕙🕙🕙🕙🕙🕙.
 
-All of the cashiers doing all the work with one client after the other.
+All of the cashiers doing all the work with one client after the other 👨‍💼⏯.
 
-And you have to wait in the line for a long time or you lose your turn.
+And you have to wait 🕙 in the line for a long time or you lose your turn.
 
-You probably wouldn't want to take your crush with you to do errands at the bank.
+You probably wouldn't want to take your crush 😍 with you to do errands at the bank 🏦.
 
 ### Burger Conclusion
 
-In this scenario of "fast food burgers with your crush", as there is a lot of waiting, it makes a lot more sense to have a concurrent system.
+In this scenario of "fast food burgers with your crush", as there is a lot of waiting 🕙, it makes a lot more sense to have a concurrent system ⏸🔀⏯.
 
 This is the case for most of the web applications.
 
-Many, many users, but your server is waiting for their not-so-good connection to send their requests.
+Many, many users, but your server is waiting 🕙 for their not-so-good connection to send their requests.
 
-And then waiting again for the responses to come back.
+And then waiting 🕙 again for the responses to come back.
 
-This "waiting" is measured in microseconds, but still, summing it all, it's a lot of waiting in the end.
+This "waiting" 🕙 is measured in microseconds, but still, summing it all, it's a lot of waiting in the end.
 
-That's why it makes a lot of sense to use asynchronous code for web APIs.
+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 programing language.
+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.
 
-And that's the same level of performance</a> you get with **FastAPI**.
+And that's the same level of performance you get with **FastAPI**.
 
 And as you can have parallelism and asynchronicity at the same time, you get higher performance than most of the tested NodeJS frameworks and on par with Go, which is a compiled language closer to C <a href="https://www.techempower.com/benchmarks/#section=data-r17&hw=ph&test=query&l=zijmkf-1" class="external-link" target="_blank">(all thanks to Starlette)</a>.
 
@@ -226,15 +232,15 @@ So, to balance that out, imagine the following short story:
 
 ---
 
-There's no waiting anywhere, just a lot of work to be done, on multiple places of the house.
+There's no waiting 🕙 anywhere, just a lot of work to be done, on multiple places of the house.
 
-You could have turns as in the burgers example, first the living room, then the kitchen, but as you are not waiting for anything, just cleaning and cleaning, the turns wouldn't affect anything.
+You could have turns as in the burgers example, first the living room, then the kitchen, but as you are not waiting 🕙 for anything, just cleaning and cleaning, the turns wouldn't affect anything.
 
 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. 
+In this scenario, each one of the cleaners (including you) would be a processor, doing their part of the job.
 
 And as most of the execution time is taken by actual work (instead of waiting), and the work in a computer is done by a <abbr title="Central Processing Unit">CPU</abbr>, they call these problems "CPU bound".
 
@@ -244,8 +250,8 @@ Common examples of CPU bound operations are things that require complex math pro
 
 For example:
 
-* **Audio** or **image processing**
-* **Computer vision**: an image is composed of millions of pixels, each pixel has 3 values / colors, processing that normally requires computing something on those pixels, all at the same time)
+* **Audio** or **image processing**.
+* **Computer vision**: an image is composed of millions of pixels, each pixel has 3 values / colors, processing that normally requires computing something on those pixels, all at the same time.
 * **Machine Learning**: it normally requires lots of "matrix" and "vector" multiplications. Think of a huge spreadsheet with numbers and multiplying all of them together at the same time.
 * **Deep Learning**: this is a sub-field of Machine Learning, so, the same applies. It's just that there is not a single spreadsheet of numbers to multiply, but a huge set of them, and in many cases, you use a special processor to build and / or use those models.
 
@@ -257,11 +263,11 @@ But you can also exploit the benefits of parallelism and multiprocessing (having
 
 That, plus the simple fact that Python is the main language for **Data Science**, Machine Learning and especially Deep Learning, make FastAPI a very good match for Data Science / Machine Learning web APIs and applications (among many others).
 
-To see how to achieve this parallelism in production see the section about [Deployment](deployment.md){.internal-link target=_blank}.
+To see how to achieve this parallelism in production see the section about [Deployment](deployment/index.md){.internal-link target=_blank}.
 
 ## `async` and `await`
 
-Modern versions of python have a very intuitive way to define asynchronous code. This makes it look just like normal "sequential" code and do the "awaiting" for you at the right moments.
+Modern versions of Python have a very intuitive way to define asynchronous code. This makes it look just like normal "sequential" code and do the "awaiting" for you at the right moments.
 
 When there is an operation that will require waiting before giving the results and has support for these new Python features, you can code it like:
 
@@ -269,7 +275,7 @@ When there is an operation that will require waiting before giving the results a
 burgers = await get_burgers(2)
 ```
 
-The key here is the `await`. It tells Python that it has to wait for `get_burgers(2)` to finish doing its thing before storing the results in `burgers`. With that, Python will know that it can go and do something else in the meanwhile (like receiving another request).
+The key here is the `await`. It tells Python that it has to wait ⏸ for `get_burgers(2)` to finish doing its thing 🕙 before storing the results in `burgers`. With that, Python will know that it can go and do something else 🔀 ⏯ in the meanwhile (like receiving another request).
 
 For `await` to work, it has to be inside a function that supports this asynchronicity. To do that, you just declare it with `async def`:
 
@@ -288,7 +294,7 @@ def get_sequential_burgers(number: int):
     return burgers
 ```
 
-With `async def`, Python knows that, inside that function, it has to be aware of `await` expressions, and that it can "pause" the execution of that function and go do something else before coming back.
+With `async def`, Python knows that, inside that function, it has to be aware of `await` expressions, and that it can "pause" ⏸ the execution of that function and go do something else 🔀 before coming back.
 
 When you want to call an `async def` function, you have to "await" it. So, this won't work:
 
@@ -301,7 +307,7 @@ burgers = get_burgers(2)
 
 So, if you are using a library that tells you that you can call it with `await`, you need to create the *path operation functions* that uses it with `async def`, like in:
 
-```Python hl_lines="2 3"
+```Python hl_lines="2-3"
 @app.get('/burgers')
 async def read_burgers():
     burgers = await get_burgers(2)
@@ -318,7 +324,15 @@ 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
 
@@ -330,13 +344,13 @@ This same syntax (or almost identical) was also included recently in modern vers
 
 But before that, handling asynchronous code was quite more complex and difficult.
 
-In previous versions of Python, you could have used threads or <a href="http://www.gevent.org/" class="external-link" target="_blank">Gevent</a>. But the code is way more complex to understand, debug, and think about.
+In previous versions of Python, you could have used threads or <a href="https://www.gevent.org/" class="external-link" target="_blank">Gevent</a>. But the code is way more complex to understand, debug, and think about.
 
-In previous versions of NodeJS / Browser JavaScript, you would have used "callbacks". Which lead to <a href="http://callbackhell.com/" class="external-link" target="_blank">callback hell</a>.
+In previous versions of NodeJS / Browser JavaScript, you would have used "callbacks". Which leads to <a href="http://callbackhell.com/" class="external-link" target="_blank">callback hell</a>.
 
 ## Coroutines
 
-**Coroutine** is just the very fancy term for the thing returned by an `async def` function. Python knows that it is something like a function that it can start and that it will end at some point, but that it might be paused internally too, whenever there is an `await` inside of it.
+**Coroutine** is just the very fancy term for the thing returned by an `async def` function. Python knows that it is something like a function that it can start and that it will end at some point, but that it might be paused ⏸ internally too, whenever there is an `await` inside of it.
 
 But all this functionality of using asynchronous code with `async` and `await` is many times summarized as using "coroutines". It is comparable to the main key feature of Go, the "Goroutines".
 
@@ -346,7 +360,7 @@ Let's see the same phrase from above:
 
 > Modern versions of Python have support for **"asynchronous code"** using something called **"coroutines"**, with **`async` and `await`** syntax.
 
-That should make more sense now.
+That should make more sense now. ✨
 
 All that is what powers FastAPI (through Starlette) and what makes it have such an impressive performance.
 
@@ -354,16 +368,16 @@ All that is what powers FastAPI (through Starlette) and what makes it have such
 
 !!! warning
     You can probably skip this.
-    
+
     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.
 
 ### Path operation functions
 
 When you declare a *path operation function* with normal `def` instead of `async def`, it is run in an external threadpool that is then awaited, instead of being called directly (as it would block the server).
 
-If you are coming from another async framework that does not work in the way described above and you are used to define trivial compute-only *path operation functions* with plain `def` for a tiny performance gain (about 100 nanoseconds), please note that in **FastAPI** the effect would be quite opposite. In these cases, it's better to use `async def` unless your *path operation functions* use code that performs blocking <abbr title="Input/Output: disk reading or writing, network communications.">IO</abbr>.
+If you are coming from another async framework that does not work in the way described above and you are used to define trivial compute-only *path operation functions* with plain `def` for a tiny performance gain (about 100 nanoseconds), please note that in **FastAPI** the effect would be quite opposite. In these cases, it's better to use `async def` unless your *path operation functions* use code that performs blocking <abbr title="Input/Output: disk reading or writing, network communications.">I/O</abbr>.
 
 Still, in both situations, chances are that **FastAPI** will [still be faster](/#performance){.internal-link target=_blank} than (or at least comparable to) your previous framework.
 
@@ -373,7 +387,7 @@ The same applies for dependencies. If a dependency is a standard `def` function
 
 ### Sub-dependencies
 
-You can have multiple dependencies and sub-dependencies requiring each other (as parameters of the function definitions), some of them might be created with `async def` and some with normal `def`. It would still work, and the ones created with normal `def` would be called on an external thread instead of being "awaited".
+You can have multiple dependencies and sub-dependencies requiring each other (as parameters of the function definitions), some of them might be created with `async def` and some with normal `def`. It would still work, and the ones created with normal `def` would be called on an external thread (from the threadpool) instead of being "awaited".
 
 ### Other utility functions
 
@@ -381,7 +395,7 @@ Any other utility function that you call directly can be created with normal `de
 
 This is in contrast to the functions that FastAPI calls for you: *path operation functions* and dependencies.
 
-If your utility function is a normal function with `def`, it will be called directly (as you write it in your code), not in a threadpool, if the function is created with `async def` then you should await for that function when you call it in your code.
+If your utility function is a normal function with `def`, it will be called directly (as you write it in your code), not in a threadpool, if the function is created with `async def` then you should `await` for that function when you call it in your code.
 
 ---
 

docs/en/docs/benchmarks.md

@@ -1,3 +1,5 @@
+# Benchmarks
+
 Independent TechEmpower benchmarks show **FastAPI** applications running under Uvicorn as <a href="https://www.techempower.com/benchmarks/#section=test&runid=7464e520-0dc2-473d-bd34-dbdfd7e85911&hw=ph&test=query&l=zijzen-7" class="external-link" target="_blank">one of the fastest Python frameworks available</a>, only below Starlette and Uvicorn themselves (used internally by FastAPI). (*)
 
 But when checking benchmarks and comparisons you should have the following in mind.
@@ -8,7 +10,7 @@ When you check the benchmarks, it is common to see several tools of different ty
 
 Specifically, to see Uvicorn, Starlette and FastAPI compared together (among many other tools).
 
-The simplest the problem solved by the tool, the better performance it will get. And most of the benchmarks don't test the additional features provided by the tool.
+The simpler the problem solved by the tool, the better performance it will get. And most of the benchmarks don't test the additional features provided by the tool.
 
 The hierarchy is like:
 

docs/en/docs/contributing.md

@@ -0,0 +1,487 @@
+# Development - Contributing
+
+First, you might want to see the basic ways to [help FastAPI and get help](help-fastapi.md){.internal-link target=_blank}.
+
+## Developing
+
+If you already cloned the repository and you know that you need to deep dive in the code, here are some guidelines to set up your environment.
+
+### Virtual environment with `venv`
+
+You can create a virtual environment in a directory using Python's `venv` module:
+
+<div class="termy">
+
+```console
+$ python -m venv env
+```
+
+</div>
+
+That will create a directory `./env/` with the Python binaries and then you will be able to install packages for that isolated environment.
+
+### Activate the environment
+
+Activate the new environment with:
+
+=== "Linux, macOS"
+
+    <div class="termy">
+
+    ```console
+    $ source ./env/bin/activate
+    ```
+
+    </div>
+
+=== "Windows PowerShell"
+
+    <div class="termy">
+
+    ```console
+    $ .\env\Scripts\Activate.ps1
+    ```
+
+    </div>
+
+=== "Windows Bash"
+
+    Or if you use Bash for Windows (e.g. <a href="https://gitforwindows.org/" class="external-link" target="_blank">Git Bash</a>):
+
+    <div class="termy">
+
+    ```console
+    $ source ./env/Scripts/activate
+    ```
+
+    </div>
+
+To check it worked, use:
+
+=== "Linux, macOS, Windows Bash"
+
+    <div class="termy">
+
+    ```console
+    $ which pip
+
+    some/directory/fastapi/env/bin/pip
+    ```
+
+    </div>
+
+=== "Windows PowerShell"
+
+    <div class="termy">
+
+    ```console
+    $ Get-Command pip
+
+    some/directory/fastapi/env/bin/pip
+    ```
+
+    </div>
+
+If it shows the `pip` binary at `env/bin/pip` then it worked. 🎉
+
+
+
+!!! tip
+    Every time you install a new package with `pip` under that environment, activate the environment again.
+
+    This makes sure that if you use a terminal program installed by that package (like `flit`), you use the one from your local environment and not any other that could be installed globally.
+
+### Flit
+
+**FastAPI** uses <a href="https://flit.readthedocs.io/en/latest/index.html" class="external-link" target="_blank">Flit</a> to build, package and publish the project.
+
+After activating the environment as described above, install `flit`:
+
+<div class="termy">
+
+```console
+$ pip install flit
+
+---> 100%
+```
+
+</div>
+
+Now re-activate the environment to make sure you are using the `flit` you just installed (and not a global one).
+
+And now use `flit` to install the development dependencies:
+
+=== "Linux, macOS"
+
+    <div class="termy">
+
+    ```console
+    $ flit install --deps develop --symlink
+
+    ---> 100%
+    ```
+
+    </div>
+
+=== "Windows"
+
+    If you are on Windows, use `--pth-file` instead of `--symlink`:
+
+    <div class="termy">
+
+    ```console
+    $ flit install --deps develop --pth-file
+
+    ---> 100%
+    ```
+
+    </div>
+
+It will install all the dependencies and your local FastAPI in your local environment.
+
+#### Using your local FastAPI
+
+If you create a Python file that imports and uses FastAPI, and run it with the Python from your local environment, it will use your local FastAPI source code.
+
+And if you update that local FastAPI source code, as it is installed with `--symlink` (or `--pth-file` on Windows), when you run that Python file again, it will use the fresh version of FastAPI you just edited.
+
+That way, you don't have to "install" your local version to be able to test every change.
+
+### Format
+
+There is a script that you can run that will format and clean all your code:
+
+<div class="termy">
+
+```console
+$ bash scripts/format.sh
+```
+
+</div>
+
+It will also auto-sort all your imports.
+
+For it to sort them correctly, you need to have FastAPI installed locally in your environment, with the command in the section above using `--symlink` (or `--pth-file` on Windows).
+
+## Docs
+
+First, make sure you set up your environment as described above, that will install all the requirements.
+
+The documentation uses <a href="https://www.mkdocs.org/" class="external-link" target="_blank">MkDocs</a>.
+
+And there are extra tools/scripts in place to handle translations in `./scripts/docs.py`.
+
+!!! tip
+    You don't need to see the code in `./scripts/docs.py`, you just use it in the command line.
+
+All the documentation is in Markdown format in the directory `./docs/en/`.
+
+Many of the tutorials have blocks of code.
+
+In most of the cases, these blocks of code are actual complete applications that can be run as is.
+
+In fact, those blocks of code are not written inside the Markdown, they are Python files in the `./docs_src/` directory.
+
+And those Python files are included/injected in the documentation when generating the site.
+
+### Docs for tests
+
+Most of the tests actually run against the example source files in the documentation.
+
+This helps making sure that:
+
+* The documentation is up to date.
+* The documentation examples can be run as is.
+* Most of the features are covered by the documentation, ensured by test coverage.
+
+During local development, there is a script that builds the site and checks for any changes, live-reloading:
+
+<div class="termy">
+
+```console
+$ python ./scripts/docs.py live
+
+<span style="color: green;">[INFO]</span> Serving on http://127.0.0.1:8008
+<span style="color: green;">[INFO]</span> Start watching changes
+<span style="color: green;">[INFO]</span> Start detecting changes
+```
+
+</div>
+
+It will serve the documentation on `http://127.0.0.1:8008`.
+
+That way, you can edit the documentation/source files and see the changes live.
+
+#### Typer CLI (optional)
+
+The instructions here show you how to use the script at `./scripts/docs.py` with the `python` program directly.
+
+But you can also use <a href="https://typer.tiangolo.com/typer-cli/" class="external-link" target="_blank">Typer CLI</a>, and you will get autocompletion in your terminal for the commands after installing completion.
+
+If you install Typer CLI, you can install completion with:
+
+<div class="termy">
+
+```console
+$ typer --install-completion
+
+zsh completion installed in /home/user/.bashrc.
+Completion will take effect once you restart the terminal.
+```
+
+</div>
+
+### Apps and docs at the same time
+
+If you run the examples with, e.g.:
+
+<div class="termy">
+
+```console
+$ uvicorn tutorial001:app --reload
+
+<span style="color: green;">INFO</span>:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
+```
+
+</div>
+
+as Uvicorn by default will use the port `8000`, the documentation on port `8008` won't clash.
+
+### Translations
+
+Help with translations is VERY MUCH appreciated! And it can't be done without the help from the community. 🌎 🚀
+
+Here are the steps to help with translations.
+
+#### Tips and guidelines
+
+* Check the currently <a href="https://github.com/tiangolo/fastapi/pulls" class="external-link" target="_blank">existing pull requests</a> for your language and add reviews requesting changes or approving them.
+
+!!! tip
+    You can <a href="https://help.github.com/en/github/collaborating-with-issues-and-pull-requests/commenting-on-a-pull-request" class="external-link" target="_blank">add comments with change suggestions</a> to existing pull requests.
+
+    Check the docs about <a href="https://help.github.com/en/github/collaborating-with-issues-and-pull-requests/about-pull-request-reviews" class="external-link" target="_blank">adding a pull request review</a> to approve it or request changes.
+
+* Check in the <a href="https://github.com/tiangolo/fastapi/issues" class="external-link" target="_blank">issues</a> to see if there's one coordinating translations for your language.
+
+* Add a single pull request per page translated. That will make it much easier for others to review it.
+
+For the languages I don't speak, I'll wait for several others to review the translation before merging.
+
+* You can also check if there are translations for your language and add a review to them, that will help me know that the translation is correct and I can merge it.
+
+* Use the same Python examples and only translate the text in the docs. You don't have to change anything for this to work.
+
+* Use the same images, file names, and links. You don't have to change anything for it to work.
+
+* To check the 2-letter code for the language you want to translate you can use the table <a href="https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes" class="external-link" target="_blank">List of ISO 639-1 codes</a>.
+
+#### Existing language
+
+Let's say you want to translate a page for a language that already has translations for some pages, like Spanish.
+
+In the case of Spanish, the 2-letter code is `es`. So, the directory for Spanish translations is located at `docs/es/`.
+
+!!! tip
+    The main ("official") language is English, located at `docs/en/`.
+
+Now run the live server for the docs in Spanish:
+
+<div class="termy">
+
+```console
+// Use the command "live" and pass the language code as a CLI argument
+$ python ./scripts/docs.py live es
+
+<span style="color: green;">[INFO]</span> Serving on http://127.0.0.1:8008
+<span style="color: green;">[INFO]</span> Start watching changes
+<span style="color: green;">[INFO]</span> Start detecting changes
+```
+
+</div>
+
+Now you can go to <a href="http://127.0.0.1:8008" class="external-link" target="_blank">http://127.0.0.1:8008</a> and see your changes live.
+
+If you look at the FastAPI docs website, you will see that every language has all the pages. But some pages are not translated and have a notification about the missing translation.
+
+But when you run it locally like this, you will only see the pages that are already translated.
+
+Now let's say that you want to add a translation for the section [Features](features.md){.internal-link target=_blank}.
+
+* Copy the file at:
+
+```
+docs/en/docs/features.md
+```
+
+* Paste it in exactly the same location but for the language you want to translate, e.g.:
+
+```
+docs/es/docs/features.md
+```
+
+!!! tip
+    Notice that the only change in the path and file name is the language code, from `en` to `es`.
+
+* Now open the MkDocs config file for English at:
+
+```
+docs/en/mkdocs.yml
+```
+
+* Find the place where that `docs/features.md` is located in the config file. Somewhere like:
+
+```YAML hl_lines="8"
+site_name: FastAPI
+# More stuff
+nav:
+- FastAPI: index.md
+- Languages:
+  - en: /
+  - es: /es/
+- features.md
+```
+
+* Open the MkDocs config file for the language you are editing, e.g.:
+
+```
+docs/es/mkdocs.yml
+```
+
+* Add it there at the exact same location it was for English, e.g.:
+
+```YAML hl_lines="8"
+site_name: FastAPI
+# More stuff
+nav:
+- FastAPI: index.md
+- Languages:
+  - en: /
+  - es: /es/
+- features.md
+```
+
+Make sure that if there are other entries, the new entry with your translation is exactly in the same order as in the English version.
+
+If you go to your browser you will see that now the docs show your new section. 🎉
+
+Now you can translate it all and see how it looks as you save the file.
+
+#### New Language
+
+Let's say that you want to add translations for a language that is not yet translated, not even some pages.
+
+Let's say you want to add translations for Creole, and it's not yet there in the docs.
+
+Checking the link from above, the code for "Creole" is `ht`.
+
+The next step is to run the script to generate a new translation directory:
+
+<div class="termy">
+
+```console
+// Use the command new-lang, pass the language code as a CLI argument
+$ python ./scripts/docs.py new-lang ht
+
+Successfully initialized: docs/ht
+Updating ht
+Updating en
+```
+
+</div>
+
+Now you can check in your code editor the newly created directory `docs/ht/`.
+
+!!! tip
+    Create a first pull request with just this, to set up the configuration for the new language, before adding translations.
+
+    That way others can help with other pages while you work on the first one. 🚀
+
+Start by translating the main page, `docs/ht/index.md`.
+
+Then you can continue with the previous instructions, for an "Existing Language".
+
+##### New Language not supported
+
+If when running the live server script you get an error about the language not being supported, something like:
+
+```
+ raise TemplateNotFound(template)
+jinja2.exceptions.TemplateNotFound: partials/language/xx.html
+```
+
+That means that the theme doesn't support that language (in this case, with a fake 2-letter code of `xx`).
+
+But don't worry, you can set the theme language to English and then translate the content of the docs.
+
+If you need to do that, edit the `mkdocs.yml` for your new language, it will have something like:
+
+```YAML hl_lines="5"
+site_name: FastAPI
+# More stuff
+theme:
+  # More stuff
+  language: xx
+```
+
+Change that language from `xx` (from your language code) to `en`.
+
+Then you can start the live server again.
+
+#### Preview the result
+
+When you use the script at `./scripts/docs.py` with the `live` command it only shows the files and translations available for the current language.
+
+But once you are done, you can test it all as it would look online.
+
+To do that, first build all the docs:
+
+<div class="termy">
+
+```console
+// Use the command "build-all", this will take a bit
+$ python ./scripts/docs.py build-all
+
+Updating es
+Updating en
+Building docs for: en
+Building docs for: es
+Successfully built docs for: es
+Copying en index.md to README.md
+```
+
+</div>
+
+That generates all the docs at `./docs_build/` for each language. This includes adding any files with missing translations, with a note saying that "this file doesn't have a translation yet". But you don't have to do anything with that directory.
+
+Then it builds all those independent MkDocs sites for each language, combines them, and generates the final output at `./site/`.
+
+Then you can serve that with the command `serve`:
+
+<div class="termy">
+
+```console
+// Use the command "serve" after running "build-all"
+$ python ./scripts/docs.py serve
+
+Warning: this is a very simple server. For development, use mkdocs serve instead.
+This is here only to preview a site with translations already built.
+Make sure you run the build-all command first.
+Serving at: http://127.0.0.1:8008
+```
+
+</div>
+
+## Tests
+
+There is a script that you can run locally to test all the code and generate coverage reports in HTML:
+
+<div class="termy">
+
+```console
+$ bash scripts/test-cov-html.sh
+```
+
+</div>
+
+This command generates a directory `./htmlcov/`, if you open the file `./htmlcov/index.html` in your browser, you can explore interactively the regions of code that are covered by the tests, and notice if there is any region missing.

docs/en/docs/css/custom.css

@@ -0,0 +1,120 @@
+.termynal-comment {
+  color: #4a968f;
+  font-style: italic;
+  display: block;
+}
+
+.termy [data-termynal] {
+  white-space: pre-wrap;
+}
+
+a.external-link::after {
+  /* \00A0 is a non-breaking space
+        to make the mark be on the same line as the link
+    */
+  content: "\00A0[↪]";
+}
+
+a.internal-link::after {
+  /* \00A0 is a non-breaking space
+        to make the mark be on the same line as the link
+    */
+  content: "\00A0↪";
+}
+
+.shadow {
+  box-shadow: 5px 5px 10px #999;
+}
+
+/* Give space to lower icons so Gitter chat doesn't get on top of them */
+.md-footer-meta {
+  padding-bottom: 2em;
+}
+
+.user-list {
+  display: flex;
+  flex-wrap: wrap;
+  margin-bottom: 2rem;
+}
+
+.user-list-center {
+  justify-content: space-evenly;
+}
+
+.user {
+  margin: 1em;
+  min-width: 7em;
+}
+
+.user .avatar-wrapper {
+  width: 80px;
+  height: 80px;
+  margin: 10px auto;
+  overflow: hidden;
+  border-radius: 50%;
+  position: relative;
+}
+
+.user .avatar-wrapper img {
+  position: absolute;
+  top: 50%;
+  left: 50%;
+  transform: translate(-50%, -50%);
+}
+
+.user .title {
+  text-align: center;
+}
+
+.user .count {
+  font-size: 80%;
+  text-align: center;
+}
+
+a.announce-link:link,
+a.announce-link:visited {
+  color: #fff;
+}
+
+a.announce-link:hover {
+  color: var(--md-accent-fg-color);
+}
+
+.announce-wrapper {
+  display: flex;
+  justify-content: space-between;
+  flex-wrap: wrap;
+  align-items: center;
+}
+
+.announce-wrapper div.item {
+  display: none;
+}
+
+.announce-wrapper .sponsor-badge {
+  display: block;
+  position: absolute;
+  top: -5px;
+  right: 0;
+  font-size: 0.5rem;
+  color: #999;
+  background-color: #666;
+  border-radius: 10px;
+  padding: 0 10px;
+  z-index: 10;
+}
+
+.announce-wrapper .sponsor-image {
+  display: block;
+  border-radius: 20px;
+}
+
+.announce-wrapper>div {
+  min-height: 40px;
+  display: flex;
+  align-items: center;
+}
+
+.twitter {
+  color: #00acee;
+}

docs/en/docs/css/termynal.css

@@ -0,0 +1,109 @@
+/**
+ * termynal.js
+ *
+ * @author Ines Montani <ines@ines.io>
+ * @version 0.0.1
+ * @license MIT
+ */
+
+:root {
+    --color-bg: #252a33;
+    --color-text: #eee;
+    --color-text-subtle: #a2a2a2;
+}
+
+[data-termynal] {
+    width: 750px;
+    max-width: 100%;
+    background: var(--color-bg);
+    color: var(--color-text);
+    /* font-size: 18px; */
+    font-size: 15px;
+    /* font-family: 'Fira Mono', Consolas, Menlo, Monaco, 'Courier New', Courier, monospace; */
+    font-family: 'Roboto Mono', 'Fira Mono', Consolas, Menlo, Monaco, 'Courier New', Courier, monospace;
+    border-radius: 4px;
+    padding: 75px 45px 35px;
+    position: relative;
+    -webkit-box-sizing: border-box;
+            box-sizing: border-box;
+}
+
+[data-termynal]:before {
+    content: '';
+    position: absolute;
+    top: 15px;
+    left: 15px;
+    display: inline-block;
+    width: 15px;
+    height: 15px;
+    border-radius: 50%;
+    /* A little hack to display the window buttons in one pseudo element. */
+    background: #d9515d;
+    -webkit-box-shadow: 25px 0 0 #f4c025, 50px 0 0 #3ec930;
+            box-shadow: 25px 0 0 #f4c025, 50px 0 0 #3ec930;
+}
+
+[data-termynal]:after {
+    content: 'bash';
+    position: absolute;
+    color: var(--color-text-subtle);
+    top: 5px;
+    left: 0;
+    width: 100%;
+    text-align: center;
+}
+
+a[data-terminal-control] {
+    text-align: right;
+    display: block;
+    color: #aebbff;
+}
+
+[data-ty] {
+    display: block;
+    line-height: 2;
+}
+
+[data-ty]:before {
+    /* Set up defaults and ensure empty lines are displayed. */
+    content: '';
+    display: inline-block;
+    vertical-align: middle;
+}
+
+[data-ty="input"]:before,
+[data-ty-prompt]:before {
+    margin-right: 0.75em;
+    color: var(--color-text-subtle);
+}
+
+[data-ty="input"]:before {
+    content: '$';
+}
+
+[data-ty][data-ty-prompt]:before {
+    content: attr(data-ty-prompt);
+}
+
+[data-ty-cursor]:after {
+    content: attr(data-ty-cursor);
+    font-family: monospace;
+    margin-left: 0.5em;
+    -webkit-animation: blink 1s infinite;
+            animation: blink 1s infinite;
+}
+
+
+/* Cursor animation */
+
+@-webkit-keyframes blink {
+    50% {
+        opacity: 0;
+    }
+}
+
+@keyframes blink {
+    50% {
+        opacity: 0;
+    }
+}

docs/en/docs/deployment/concepts.md

@@ -0,0 +1,311 @@
+# Deployments Concepts
+
+When deploying a **FastAPI** application, or actually, any type of web API, there are several concepts that you probably care about, and using them you can find the **most appropriate** way to **deploy your application**.
+
+Some of the important concepts are:
+
+* Security - HTTPS
+* Running on startup
+* Restarts
+* Replication (the number of processes running)
+* Memory
+* Previous steps before starting
+
+We'll see how they would affect **deployments**.
+
+In the end, the ultimate objective is to be able to **serve your API clients** in a way that is **secure**, to **avoid disruptions**, and to use the **compute resources** (for example remote servers/virtual machines) as efficiently as possible. 🚀
+
+I'll tell you a bit more about these **concepts** here, and that would hopefully give you the **intuition** you would need to decide how to deploy your API in very different environments, possibly even in **future** ones that don't exist yet.
+
+By considering these concepts, you will be able to **evaluate and design** the best way to deploy **your own APIs**.
+
+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 to any other type of web API. 💡
+
+## Security - HTTPS
+
+In the [previous chapter about HTTPS](./https.md){.internal-link target=_blank} we learned about how HTTPS provides encryption for your API.
+
+We also saw that HTTPS is normally provided by a component **external** to your application server, a **TLS Termination Proxy**.
+
+And there has to be something in charge of **renewing the HTTPS certificates**, it could be the same component or it could be something different.
+
+### Example Tools for HTTPS
+
+Some of the tools you could use as a TLS Termination Proxy are:
+
+* Traefik
+    * Automatically handles certificates renewals ✨
+* Caddy
+    * Automatically handles certificates renewals ✨
+* Nginx
+    * With an external component like Certbot for certificate renewals
+* HAProxy
+    * With an external component like Certbot for certificate renewals
+* Kubernetes with an Ingress Controller like Nginx
+    * 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.
+
+I'll show you some concrete examples in the next chapters.
+
+---
+
+Then the next concepts to consider are all about the program running your actual API (e.g. Uvicorn).
+
+## Program and Process
+
+We will talk a lot about the running "**process**", so it's useful to have clarity about what it means, and what's the difference with the word "**program**".
+
+### What is a Program
+
+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`.
+* 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
+
+The word **process** is normally used in a more specific way, only referring to the thing that is running in the operating system (like in the last point above):
+
+* A particular program while it is **running** on the operating system.
+    * 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 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.
+
+And, for example, you will probably see that there are multiple processes running the same browser program (Firefox, Chrome, Edge, etc). They normally run one process per tab, plus some other extra processes.
+
+<img class="shadow" src="/img/deployment/concepts/image01.png">
+
+---
+
+Now that we know the difference between the terms **process** and **program**, let's continue talking about deployments.
+
+## 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 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**.
+
+But if your connection to the server is lost, the **running process** will probably die.
+
+And if the server is restarted (for example after updates, or migrations from the cloud provider) you probably **won't notice it**. And because of that, you won't even know that you have to restart the process manually. So, your API will just stay dead. 😱
+
+### Run Automatically on Startup
+
+In general, you will probably want the server program (e.g. Uvicorn) to be started automatically on server startup, and without needing any **human intervention**, to have a process always running with your API (e.g. Uvicorn running your FastAPI app).
+
+### 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.
+
+### Example Tools to Run at Startup
+
+Some examples of the tools that can do this job are:
+
+* Docker
+* Kubernetes
+* Docker Compose
+* Docker in Swarm Mode
+* Systemd
+* Supervisor
+* Handled internally by a cloud provider as part of their services
+* Others...
+
+I'll give you more concrete examples in the next chapters.
+
+## Restarts
+
+Similar to making sure your application is run on startup, you probably also want to make sure it is **restarted** after failures.
+
+### We Make Mistakes
+
+We, as humans, make **mistakes**, all the time. Software almost *always* has **bugs** hidden in different places. 🐛
+
+And we as developers keep improving the code as we find those bugs and as we implement new features (possibly adding new bugs too 😅).
+
+### Small Errors Automatically Handled
+
+When building web APIs with FastAPI, if there's an error in our code, FastAPI will normally contain it to the single request that triggered the error. 🛡
+
+The client will get a **500 Internal Server Error** for that request, but the application will continue working for the next requests instead of just crashing completely.
+
+### Bigger Errors - Crashes
+
+Nevertheless, there might be cases where we write some code that **crashes the entire application** making Uvicorn and Python crash. 💥
+
+And still, you would probably not want the application to stay dead because there was an error in one place, you probably want it to **continue running** at least for the *path operations* that are not broken.
+
+### Restart After Crash
+
+But in those cases with really bad errors that crash the running **process**, you would want an external component that is in charge of **restarting** the process, at least a couple of times...
+
+!!! tip
+    ...Although if the whole application is just **crashing immediately** it probably doesn't make sense to keep restarting it forever. But in those cases, you will probably notice it during development, or at least right after deployment.
+
+    So let's focus on the main cases, where it could crash entirely in some particular cases **in the future**, and it still makes sense to restart it.
+
+You would probably want to have the thing in charge of restarting your application as an **external component**, because by that point, the same application with Uvicorn and Python already crashed, so there's nothing in the same code of the same app that could do anything about it.
+
+### Example Tools to Restart Automatically
+
+In most cases, the same tool that is used to **run the program on startup** is also used to handle automatic **restarts**.
+
+For example, this could be handled by:
+
+* Docker
+* Kubernetes
+* Docker Compose
+* Docker in Swarm Mode
+* Systemd
+* Supervisor
+* Handled internally by a cloud provider as part of their services
+* Others...
+
+## Replication - Processes and Memory
+
+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.
+
+### Multiple Processes - Workers
+
+If you have more clients than what a single process can handle (for example if the virtual machine is not too big) and you have **multiple cores** in the server's CPU, then you could have **multiple processes** running with the same application at the same time, and distribute all the requests among them.
+
+When you run **multiple processes** of the same API program, they are commonly called **workers**.
+
+### Worker Processes and Ports
+
+Remember from the docs [About HTTPS](./https.md){.internal-link target=_blank} that only one process can be listening on one combination of port and IP address in a server?
+
+This is still true.
+
+So, to be able to have **multiple processes** at the same time, there has to be a **single process listening on a port** that then transmits the communication to each worker process in some way.
+
+### Memory per Process
+
+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, 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 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. 🚨
+
+### Multiple Processes - An Example
+
+In this example, there's a **Manager Process** that starts and controls two **Worker Processes**.
+
+This Manager Process would probably be the one listening on the **port** in the IP. And it would transmit all the communication to the worker processes.
+
+Those worker processes would be the ones running your application, they would perform the main computations to receive a **request** and return a **response**, and they would load anything you put in variables in RAM.
+
+<img src="/img/deployment/concepts/process-ram.svg">
+
+And of course, the same machine would probably have **other processes** running as well, apart from your application.
+
+An interesting detail is that the percentage of the **CPU used** by each process can **vary** a lot over time, but the **memory (RAM)** normally stays more or less **stable**.
+
+If you have an API that does a comparable amount of computations every time and you have a lot of clients, then the **CPU utilization** will probably *also be stable* (instead of constantly going up and down quickly).
+
+### Examples of Replication Tools and Strategies
+
+There can be several approaches to achieve this, and I'll tell you more about specific strategies in the next chapters, for example when talking about Docker and containers.
+
+The main constraint to consider is that there has to be a **single** component handling the **port** in the **public IP**. And then it has to have a way to **transmit** the communication to the replicated **processes/workers**.
+
+Here are some possible combinations and strategies:
+
+* **Gunicorn** managing **Uvicorn workers**
+    * Gunicorn would be the **process manager** listening on the **IP** and **port**, the replication would be by having **multiple Uvicorn worker processes**
+* **Uvicorn** managing **Uvicorn workers**
+    * One Uvicorn **process manager** would listen on the **IP** and **port**, and it would start **multiple Uvicorn worker processes**
+* **Kubernetes** and other distributed **container systems**
+    * Something in the **Kubernetes** layer would listen on the **IP** and **port**. The replication would be by having **multiple containers**, each with **one Uvicorn process** running
+* **Cloud services** that handle this for your
+    * The cloud service will probably **handle replication for you**. It would possibly let you define **a process to run**, or a **container image** to use, in any case, it would most probably be **a single Uvicorn process**, and the cloud service would be in charge of replicating it.
+
+!!! tip
+    Don't worry if some of these items about **containers**, Docker, or Kubernetes don't make a lot of sense yet.
+
+    I'll tell you more about container images, Docker, Kubernetes, etc. in a future chapter: [FastAPI in Containers - Docker](./docker.md){.internal-link target=_blank}.
+
+## Previous Steps Before Starting
+
+There are many cases where you want to perform some steps **before starting** your application.
+
+For example, you might want to run **database migrations**.
+
+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.
+
+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.
+
+    In that case, you wouldn't have to worry about any of this. 🤷
+
+### Examples of Previous Steps Strategies
+
+This will **depend heavily** on the way you **deploy your system**, and it would probably be connected to the way you start programs, handling restarts, etc.
+
+Here are some possible ideas:
+
+* An "Init Container" in Kubernetes that runs before your app container
+* A bash script that runs the previous steps and then starts your application
+    * You would still need a way to start/restart *that* bash script, detect errors, etc.
+
+!!! tip
+    I'll give you more concrete examples for doing this with containers in a future chapter: [FastAPI in Containers - Docker](./docker.md){.internal-link target=_blank}.
+
+## Resource Utilization
+
+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 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.
+
+In that case, it could be better to have only 2 servers and use a higher percentage of their resources (CPU, memory, disk, network bandwidth, etc).
+
+On the other hand, if you have 2 servers and you are using **100% of their CPU and RAM**, at some point one process will ask for more memory, and the server will have to use the disk as "memory" (which can be thousands of times slower), or even **crash**. Or one process might need to do some computation and would have to wait until the CPU is free again.
+
+In this case, it would be better to get **one extra server** and run some processes on it so that they all have **enough RAM and CPU time**.
+
+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 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
+
+You have been reading here some of the main concepts that you would probably need to have in mind when deciding how to deploy your application:
+
+* Security - HTTPS
+* Running on startup
+* Restarts
+* Replication (the number of processes running)
+* Memory
+* Previous steps before starting
+
+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. 🚀

docs/en/docs/deployment/deta.md

@@ -0,0 +1,258 @@
+# Deploy FastAPI on Deta
+
+In this section you will learn how to easily deploy a **FastAPI** application on <a href="https://www.deta.sh/?ref=fastapi" class="external-link" target="_blank">Deta</a> using the free plan. 🎁
+
+It will take you about **10 minutes**.
+
+!!! info
+    <a href="https://www.deta.sh/?ref=fastapi" class="external-link" target="_blank">Deta</a> is a **FastAPI** sponsor. 🎉
+
+## A basic **FastAPI** app
+
+* Create a directory for your app, for example, `./fastapideta/` and enter into it.
+
+### FastAPI code
+
+* Create a `main.py` file with:
+
+```Python
+from fastapi import FastAPI
+
+app = FastAPI()
+
+
+@app.get("/")
+def read_root():
+    return {"Hello": "World"}
+
+
+@app.get("/items/{item_id}")
+def read_item(item_id: int):
+    return {"item_id": item_id}
+```
+
+### Requirements
+
+Now, in the same directory create a file `requirements.txt` with:
+
+```text
+fastapi
+```
+
+!!! tip
+    You don't need to install Uvicorn to deploy on Deta, although you would probably want to install it locally to test your app.
+
+### Directory structure
+
+You will now have one directory `./fastapideta/` with two files:
+
+```
+.
+└── main.py
+└── requirements.txt
+```
+
+## Create a free Deta account
+
+Now create a <a href="https://www.deta.sh/?ref=fastapi" class="external-link" target="_blank">free account on Deta</a>, you just need an email and password.
+
+You don't even need a credit card.
+
+## Install the CLI
+
+Once you have your account, install the Deta <abbr title="Command Line Interface application">CLI</abbr>:
+
+=== "Linux, macOS"
+
+    <div class="termy">
+
+    ```console
+    $ curl -fsSL https://get.deta.dev/cli.sh | sh
+    ```
+
+    </div>
+
+=== "Windows PowerShell"
+
+    <div class="termy">
+
+    ```console
+    $ iwr https://get.deta.dev/cli.ps1 -useb | iex
+    ```
+
+    </div>
+
+After installing it, open a new terminal so that the installed CLI is detected.
+
+In a new terminal, confirm that it was correctly installed with:
+
+<div class="termy">
+
+```console
+$ deta --help
+
+Deta command line interface for managing deta micros.
+Complete documentation available at https://docs.deta.sh
+
+Usage:
+  deta [flags]
+  deta [command]
+
+Available Commands:
+  auth        Change auth settings for a deta micro
+
+...
+```
+
+</div>
+
+!!! tip
+    If you have problems installing the CLI, check the <a href="https://docs.deta.sh/docs/micros/getting_started?ref=fastapi" class="external-link" target="_blank">official Deta docs</a>.
+
+## Login with the CLI
+
+Now login to Deta from the CLI with:
+
+<div class="termy">
+
+```console
+$ deta login
+
+Please, log in from the web page. Waiting..
+Logged in successfully.
+```
+
+</div>
+
+This will open a web browser and authenticate automatically.
+
+## Deploy with Deta
+
+Next, deploy your application with the Deta CLI:
+
+<div class="termy">
+
+```console
+$ deta new
+
+Successfully created a new micro
+
+// Notice the "endpoint" 🔍
+
+{
+    "name": "fastapideta",
+    "runtime": "python3.7",
+    "endpoint": "https://qltnci.deta.dev",
+    "visor": "enabled",
+    "http_auth": "enabled"
+}
+
+Adding dependencies...
+
+
+---> 100%
+
+
+Successfully installed fastapi-0.61.1 pydantic-1.7.2 starlette-0.13.6
+```
+
+</div>
+
+You will see a JSON message similar to:
+
+```JSON hl_lines="4"
+{
+        "name": "fastapideta",
+        "runtime": "python3.7",
+        "endpoint": "https://qltnci.deta.dev",
+        "visor": "enabled",
+        "http_auth": "enabled"
+}
+```
+
+!!! tip
+    Your deployment will have a different `"endpoint"` URL.
+
+## Check it
+
+Now open your browser in your `endpoint` URL. In the example above it was `https://qltnci.deta.dev`, but yours will be different.
+
+You will see the JSON response from your FastAPI app:
+
+```JSON
+{
+    "Hello": "World"
+}
+```
+
+And now go to the `/docs` for your API, in the example above it would be `https://qltnci.deta.dev/docs`.
+
+It will show your docs like:
+
+<img src="/img/deployment/deta/image01.png">
+
+## Enable public access
+
+By default, Deta will handle authentication using cookies for your account.
+
+But once you are ready, you can make it public with:
+
+<div class="termy">
+
+```console
+$ deta auth disable
+
+Successfully disabled http auth
+```
+
+</div>
+
+Now you can share that URL with anyone and they will be able to access your API. 🚀
+
+## HTTPS
+
+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. ✅ 🔒
+
+## Check the Visor
+
+From your docs UI (they will be in a URL like `https://qltnci.deta.dev/docs`) send a request to your *path operation* `/items/{item_id}`.
+
+For example with ID `5`.
+
+Now go to <a href="https://web.deta.sh/" class="external-link" target="_blank">https://web.deta.sh</a>.
+
+You will see there's a section to the left called <abbr title="it comes from Micro(server)">"Micros"</abbr> with each of your apps.
+
+You will see a tab with "Details", and also a tab "Visor", go to the tab "Visor".
+
+In there you can inspect the recent requests sent to your app.
+
+You can also edit them and re-play them.
+
+<img src="/img/deployment/deta/image02.png">
+
+## 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**.
+
+You can also read more in the <a href="https://docs.deta.sh?ref=fastapi" class="external-link" target="_blank">Deta Docs</a>.
+
+## Deployment Concepts
+
+Coming back to the concepts we discussed in [Deployments Concepts](./concepts.md){.internal-link target=_blank}, here's how each of them would be handled with Deta:
+
+* **HTTPS**: Handled by Deta, they will give you a subdomain and handle HTTPS automatically.
+* **Running on startup**: Handled by Deta, as part of their service.
+* **Restarts**: Handled by Deta, as part of their service.
+* **Replication**: Handled by Deta, as part of their service.
+* **Memory**: Limit predefined by Deta, you could contact them to increase it.
+* **Previous steps before starting**: Not directly supported, you could make it work with their Cron system or additional scripts.
+
+!!! note
+    Deta is designed to make it easy (and free) to deploy simple applications quickly.
+
+    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.