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Add developer documentation to explain room DAG concepts like outliers and state_groups #10464

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Aug 3, 2021

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@MadLittleMods MadLittleMods commented Jul 23, 2021

Add developer FAQ to explain room DAG concepts like outliers and state_groups

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  • Pull request is based on the develop branch
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`outlier` explanation pulled from my own understanding and various comments throughout the code

`state_group` explanation pulled from #10245 (comment)
by @erikjohnston
@MadLittleMods MadLittleMods added the A-Docs things relating to the documentation label Jul 23, 2021
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Also the summary needs an update / entry.
https://github.com/matrix-org/synapse/blob/develop/docs/SUMMARY.md

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Thanks for the shout @dklimpel! Added 👍

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thanks very much for this, @MadLittleMods - we're definitely lacking some useful documentation in this area!

Comment on lines 5 to 10
An `outlier` is an arbitrary floating event in the DAG (as opposed to being
inline with the current DAG). It also means that we don't have the state events
backfilled on the homeserver and we trust the events *claimed* auth events rather
than those we calculate and verify to be correct.

An event can be unmarked as an `outlier` once we fetch all of its `prev_events` (you will see some `ex_outlier` code around this).
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I think it's slightly different. The thing that makes an outlier an outlier is that we haven't figured out the state for the room at that point in the DAG.

We won't necessarily have its prev_events in the database, but it's entirely possible that we will. Conversely, it's possible for us not to have all the prev_events for non-outlier event (in which case, that event would be a "backward extremity").

The process of transforming an outlier to a non-outlier involves figuring out the room state at that point in the DAG - either by having the state at all the prev_events and resolving the state between them, or simply by asking another server.

auth events are a whole extra level of complexity, but even for an outlier we should have all the events in the auth chain.

Normally, our calculated auth_events based on the state of the room
at the event's position in the DAG, though occasionally (eg if the
event is an outlier), may be the auth events claimed by the remote
server.
is quite a specific bit of code relating to one part of processing incoming events (and to be honest, I'm not convinced it does the right thing). I would leave auth events out of this explanation, tbh.

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Thanks for all info @richvdh 😀

These seem so closely coupled and aren't mutually exclusive in real life situations so it's hard for me to make a clear description 🤯

I've updated with something more inline with your description but feel free to rewrite.

I've mainly been working with floating outliers so I don't think I had the complete picture.


I feel like I don't understand where an outlier becomes an ex_outlier.

Say we fetch a missing auth event for an event, we mark that auth event as an outlier. Then at what point later, do we get the event again as a non-outlier? From your statement, it's not when we have fetched all of the prev_events as those could already be all persisted in the db.

There is _update_outliers_txn which handles ex_outlier stuff but it's confusing where/when we will come across the same outlier event again while persisting.

Based on the DAG below, as a remote federating server, my assumption is that we process event D which fetches the state_event as an outlier. Then as we backfill more, and process state_event directly, it becomes an ex_outlier.

Mermaid live editor playground link

I'm still a bit wary on a situation where we could have all of the prev_events for the state_event but still mark it as an outlier. Perhaps with gaps in the DAG and the event hits it just right 🤷

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I've mainly been working with floating outliers so I don't think I had the complete picture.

I think I might have misled you here. From Synapse's point of view, all outliers are considered to be floating, and in the majority of cases we indeed won't have their prev events. However, it's possible for the stars to align in a way that we do actually have their prev events in the database - at least as outliers themselves.

To take a simple example:

Two of the auth events for a join event in an invite-only room are the join_rules event and an invite event for the joiner. So let's suppose we fetch both of those events as outliers. Let's also suppose that the invite was issued immediately after changing the join rules - so the join_rules is the only prev-event of the invite event.

join_rules <-  invite
   ^             ^
   ............................. join

In that case, it so happens that we have all the prev-events of the invite event - but we're still considering it an outlier.

So I don't want you to imagine there is a distinction between "floating outliers" and "regular outliers" - they are all just outliers in terms of how we handle them in Synapse.

Say we fetch a missing auth event for an event, we mark that auth event as an outlier. Then at what point later, do we get the event again as a non-outlier? From your statement, it's not when we have fetched all of the prev_events as those could already be all persisted in the db.

right. It becomes a non-outlier in the situation where we process it as a regular event as part of the timeline - normally via backfill.

Based on the DAG below, as a remote federating server, my assumption is that we process event D which fetches the state_event as an outlier. Then as we backfill more, and process state_event directly, it becomes an ex_outlier.

exactly so, yes.

I'm still a bit wary on a situation where we could have all of the prev_events for the state_event but still mark it as an outlier. Perhaps with gaps in the DAG and the event hits it just right 🤷

yup. Imagine there is another fork in the DAG pointing to A:

When we receive Y, we'll backfill A. So then we have state_event's prev_events - but state_event is still an outlier at this point.

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Thanks for the clarification here. I've added a paragraph explaining that there is no distinction.

I like these examples and edge cases. I'm tempted to add them into the docs but I think I'll save that for another iteration.

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@MadLittleMods MadLittleMods force-pushed the madlittlemods/document-outliers-and-state-groups branch from c2d45af to 885a880 Compare July 28, 2021 22:20
@MadLittleMods MadLittleMods changed the title Add developer FAQ to explain outliers and state_groups Add developer FAQ to explain room DAG concepts like outliers and state_groups Jul 28, 2021
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Thanks for all of the review so far @richvdh. My mind is being blown in multiple ways! 🤯

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Comment on lines 49 to 52
extremity and those `prev_events` become the new backwards extremities (unless
we have already persisted them). Also in reality, we backfill in batches of 20
events or so, so only the `prev_events` of the last oldest-in-time event will
become the backwards extremeties.
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I think this is a bit confusing. How about:

Suggested change
extremity and those `prev_events` become the new backwards extremities (unless
we have already persisted them). Also in reality, we backfill in batches of 20
events or so, so only the `prev_events` of the last oldest-in-time event will
become the backwards extremeties.
extremity (although we may have formed new backwards extremities during the backfilling process).

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👍 I tweaked it slightly to include the prev event chain,

Once we have fetched all of its prev_events, it's unmarked as a backwards
extremity (although we may have formed new backwards extremities from the prev
events during the backfilling process).

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@richvdh richvdh changed the title Add developer FAQ to explain room DAG concepts like outliers and state_groups Add developer documentation to explain room DAG concepts like outliers and state_groups Aug 2, 2021
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lgtm!

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richvdh commented Aug 3, 2021

thanks for your perseverence, @MadLittleMods!

@richvdh richvdh enabled auto-merge (squash) August 3, 2021 09:50
@richvdh richvdh merged commit 2bae2c6 into develop Aug 3, 2021
@richvdh richvdh deleted the madlittlemods/document-outliers-and-state-groups branch August 3, 2021 10:08
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Thank you for the meaty review @richvdh to get this factually correct! Lots of great tidbits shared 🦌

aaronraimist added a commit to aaronraimist/synapse that referenced this pull request Aug 13, 2021
Synapse 1.40.0 (2021-08-10)
===========================

No significant changes.

Synapse 1.40.0rc3 (2021-08-09)
==============================

Features
--------

- Support [MSC3289: room version 8](matrix-org/matrix-spec-proposals#3289). ([\matrix-org#10449](matrix-org#10449))

Bugfixes
--------

- Mark the experimental room version from [MSC2716](matrix-org/matrix-spec-proposals#2716) as unstable. ([\matrix-org#10449](matrix-org#10449))

Improved Documentation
----------------------

- Fix broken links in `upgrade.md`. Contributed by @dklimpel. ([\matrix-org#10543](matrix-org#10543))

Synapse 1.40.0rc2 (2021-08-04)
==============================

Bugfixes
--------

- Fix the `PeriodicallyFlushingMemoryHandler` inhibiting application shutdown because of its background thread. ([\matrix-org#10517](matrix-org#10517))
- Fix a bug introduced in Synapse v1.40.0rc1 that could cause Synapse to respond with an error when clients would update read receipts. ([\matrix-org#10531](matrix-org#10531))

Internal Changes
----------------

- Fix release script to open the correct URL for the release. ([\matrix-org#10516](matrix-org#10516))

Synapse 1.40.0rc1 (2021-08-03)
==============================

Features
--------

- Add support for [MSC2033](matrix-org/matrix-spec-proposals#2033): `device_id` on `/account/whoami`. ([\matrix-org#9918](matrix-org#9918))
- Update support for [MSC2716 - Incrementally importing history into existing rooms](matrix-org/matrix-spec-proposals#2716). ([\matrix-org#10245](matrix-org#10245), [\matrix-org#10432](matrix-org#10432), [\matrix-org#10463](matrix-org#10463))
- Update support for [MSC3083](matrix-org/matrix-spec-proposals#3083) to consider changes in the MSC around which servers can issue join events. ([\matrix-org#10254](matrix-org#10254), [\matrix-org#10447](matrix-org#10447), [\matrix-org#10489](matrix-org#10489))
- Initial support for [MSC3244](matrix-org/matrix-spec-proposals#3244), Room version capabilities over the /capabilities API. ([\matrix-org#10283](matrix-org#10283))
- Add a buffered logging handler which periodically flushes itself. ([\matrix-org#10407](matrix-org#10407), [\matrix-org#10515](matrix-org#10515))
- Add support for https connections to a proxy server. Contributed by @Bubu and @dklimpel. ([\matrix-org#10411](matrix-org#10411))
- Support for [MSC2285 (hidden read receipts)](matrix-org/matrix-spec-proposals#2285). Contributed by @SimonBrandner. ([\matrix-org#10413](matrix-org#10413))
- Email notifications now state whether an invitation is to a room or a space. ([\matrix-org#10426](matrix-org#10426))
- Allow setting transaction limit for database connections. ([\matrix-org#10440](matrix-org#10440), [\matrix-org#10511](matrix-org#10511))
- Add `creation_ts` to "list users" admin API. ([\matrix-org#10448](matrix-org#10448))

Bugfixes
--------

- Improve character set detection in URL previews by supporting underscores (in addition to hyphens). Contributed by @srividyut. ([\matrix-org#10410](matrix-org#10410))
- Fix events being incorrectly rejected over federation if they reference auth events that the server needed to fetch. ([\matrix-org#10439](matrix-org#10439))
- Fix `synapse_federation_server_oldest_inbound_pdu_in_staging` Prometheus metric to not report a max age of 51 years when the queue is empty. ([\matrix-org#10455](matrix-org#10455))
- Fix a bug which caused an explicit assignment of power-level 0 to a user to be misinterpreted in rare circumstances. ([\matrix-org#10499](matrix-org#10499))

Improved Documentation
----------------------

- Fix hierarchy of providers on the OpenID page. ([\matrix-org#10445](matrix-org#10445))
- Consolidate development documentation to `docs/development/`. ([\matrix-org#10453](matrix-org#10453))
- Add some developer docs to explain room DAG concepts like `outliers`, `state_groups`, `depth`, etc. ([\matrix-org#10464](matrix-org#10464))
- Document how to use Complement while developing a new Synapse feature. ([\matrix-org#10483](matrix-org#10483))

Internal Changes
----------------

- Prune inbound federation queues for a room if they get too large. ([\matrix-org#10390](matrix-org#10390))
- Add type hints to `synapse.federation.transport.client` module. ([\matrix-org#10408](matrix-org#10408))
- Remove shebang line from module files. ([\matrix-org#10415](matrix-org#10415))
- Drop backwards-compatibility code that was required to support Ubuntu Xenial. ([\matrix-org#10429](matrix-org#10429))
- Use a docker image cache for the prerequisites for the debian package build. ([\matrix-org#10431](matrix-org#10431))
- Improve servlet type hints. ([\matrix-org#10437](matrix-org#10437), [\matrix-org#10438](matrix-org#10438))
- Replace usage of `or_ignore` in `simple_insert` with `simple_upsert` usage, to stop spamming postgres logs with spurious ERROR messages. ([\matrix-org#10442](matrix-org#10442))
- Update the `tests-done` Github Actions status. ([\matrix-org#10444](matrix-org#10444), [\matrix-org#10512](matrix-org#10512))
- Update type annotations to work with forthcoming Twisted 21.7.0 release. ([\matrix-org#10446](matrix-org#10446), [\matrix-org#10450](matrix-org#10450))
- Cancel redundant GHA workflows when a new commit is pushed. ([\matrix-org#10451](matrix-org#10451))
- Mitigate media repo XSS attacks on IE11 via the non-standard X-Content-Security-Policy header. ([\matrix-org#10468](matrix-org#10468))
- Additional type hints in the state handler. ([\matrix-org#10482](matrix-org#10482))
- Update syntax used to run complement tests. ([\matrix-org#10488](matrix-org#10488))
- Fix up type annotations to work with Twisted 21.7. ([\matrix-org#10490](matrix-org#10490))
- Improve type annotations for `ObservableDeferred`. ([\matrix-org#10491](matrix-org#10491))
- Extend release script to also tag and create GitHub releases. ([\matrix-org#10496](matrix-org#10496))
- Fix a bug which caused production debian packages to be incorrectly marked as 'prerelease'. ([\matrix-org#10500](matrix-org#10500))
babolivier added a commit to matrix-org/synapse-dinsic that referenced this pull request Sep 1, 2021
Synapse 1.40.0 (2021-08-10)
===========================

No significant changes.

Synapse 1.40.0rc3 (2021-08-09)
==============================

Features
--------

- Support [MSC3289: room version 8](matrix-org/matrix-spec-proposals#3289). ([\#10449](matrix-org/synapse#10449))

Bugfixes
--------

- Mark the experimental room version from [MSC2716](matrix-org/matrix-spec-proposals#2716) as unstable. ([\#10449](matrix-org/synapse#10449))

Improved Documentation
----------------------

- Fix broken links in `upgrade.md`. Contributed by @dklimpel. ([\#10543](matrix-org/synapse#10543))

Synapse 1.40.0rc2 (2021-08-04)
==============================

Bugfixes
--------

- Fix the `PeriodicallyFlushingMemoryHandler` inhibiting application shutdown because of its background thread. ([\#10517](matrix-org/synapse#10517))
- Fix a bug introduced in Synapse v1.40.0rc1 that could cause Synapse to respond with an error when clients would update read receipts. ([\#10531](matrix-org/synapse#10531))

Internal Changes
----------------

- Fix release script to open the correct URL for the release. ([\#10516](matrix-org/synapse#10516))

Synapse 1.40.0rc1 (2021-08-03)
==============================

Features
--------

- Add support for [MSC2033](matrix-org/matrix-spec-proposals#2033): `device_id` on `/account/whoami`. ([\#9918](matrix-org/synapse#9918))
- Update support for [MSC2716 - Incrementally importing history into existing rooms](matrix-org/matrix-spec-proposals#2716). ([\#10245](matrix-org/synapse#10245), [\#10432](matrix-org/synapse#10432), [\#10463](matrix-org/synapse#10463))
- Update support for [MSC3083](matrix-org/matrix-spec-proposals#3083) to consider changes in the MSC around which servers can issue join events. ([\#10254](matrix-org/synapse#10254), [\#10447](matrix-org/synapse#10447), [\#10489](matrix-org/synapse#10489))
- Initial support for [MSC3244](matrix-org/matrix-spec-proposals#3244), Room version capabilities over the /capabilities API. ([\#10283](matrix-org/synapse#10283))
- Add a buffered logging handler which periodically flushes itself. ([\#10407](matrix-org/synapse#10407), [\#10515](matrix-org/synapse#10515))
- Add support for https connections to a proxy server. Contributed by @Bubu and @dklimpel. ([\#10411](matrix-org/synapse#10411))
- Support for [MSC2285 (hidden read receipts)](matrix-org/matrix-spec-proposals#2285). Contributed by @SimonBrandner. ([\#10413](matrix-org/synapse#10413))
- Email notifications now state whether an invitation is to a room or a space. ([\#10426](matrix-org/synapse#10426))
- Allow setting transaction limit for database connections. ([\#10440](matrix-org/synapse#10440), [\#10511](matrix-org/synapse#10511))
- Add `creation_ts` to "list users" admin API. ([\#10448](matrix-org/synapse#10448))

Bugfixes
--------

- Improve character set detection in URL previews by supporting underscores (in addition to hyphens). Contributed by @srividyut. ([\#10410](matrix-org/synapse#10410))
- Fix events being incorrectly rejected over federation if they reference auth events that the server needed to fetch. ([\#10439](matrix-org/synapse#10439))
- Fix `synapse_federation_server_oldest_inbound_pdu_in_staging` Prometheus metric to not report a max age of 51 years when the queue is empty. ([\#10455](matrix-org/synapse#10455))
- Fix a bug which caused an explicit assignment of power-level 0 to a user to be misinterpreted in rare circumstances. ([\#10499](matrix-org/synapse#10499))

Improved Documentation
----------------------

- Fix hierarchy of providers on the OpenID page. ([\#10445](matrix-org/synapse#10445))
- Consolidate development documentation to `docs/development/`. ([\#10453](matrix-org/synapse#10453))
- Add some developer docs to explain room DAG concepts like `outliers`, `state_groups`, `depth`, etc. ([\#10464](matrix-org/synapse#10464))
- Document how to use Complement while developing a new Synapse feature. ([\#10483](matrix-org/synapse#10483))

Internal Changes
----------------

- Prune inbound federation queues for a room if they get too large. ([\#10390](matrix-org/synapse#10390))
- Add type hints to `synapse.federation.transport.client` module. ([\#10408](matrix-org/synapse#10408))
- Remove shebang line from module files. ([\#10415](matrix-org/synapse#10415))
- Drop backwards-compatibility code that was required to support Ubuntu Xenial. ([\#10429](matrix-org/synapse#10429))
- Use a docker image cache for the prerequisites for the debian package build. ([\#10431](matrix-org/synapse#10431))
- Improve servlet type hints. ([\#10437](matrix-org/synapse#10437), [\#10438](matrix-org/synapse#10438))
- Replace usage of `or_ignore` in `simple_insert` with `simple_upsert` usage, to stop spamming postgres logs with spurious ERROR messages. ([\#10442](matrix-org/synapse#10442))
- Update the `tests-done` Github Actions status. ([\#10444](matrix-org/synapse#10444), [\#10512](matrix-org/synapse#10512))
- Update type annotations to work with forthcoming Twisted 21.7.0 release. ([\#10446](matrix-org/synapse#10446), [\#10450](matrix-org/synapse#10450))
- Cancel redundant GHA workflows when a new commit is pushed. ([\#10451](matrix-org/synapse#10451))
- Mitigate media repo XSS attacks on IE11 via the non-standard X-Content-Security-Policy header. ([\#10468](matrix-org/synapse#10468))
- Additional type hints in the state handler. ([\#10482](matrix-org/synapse#10482))
- Update syntax used to run complement tests. ([\#10488](matrix-org/synapse#10488))
- Fix up type annotations to work with Twisted 21.7. ([\#10490](matrix-org/synapse#10490))
- Improve type annotations for `ObservableDeferred`. ([\#10491](matrix-org/synapse#10491))
- Extend release script to also tag and create GitHub releases. ([\#10496](matrix-org/synapse#10496))
- Fix a bug which caused production debian packages to be incorrectly marked as 'prerelease'. ([\#10500](matrix-org/synapse#10500))
Fizzadar pushed a commit to Fizzadar/synapse that referenced this pull request Oct 26, 2021
Synapse 1.40.0 (2021-08-10)
===========================

No significant changes.

Synapse 1.40.0rc3 (2021-08-09)
==============================

Features
--------

- Support [MSC3289: room version 8](matrix-org/matrix-spec-proposals#3289). ([\matrix-org#10449](matrix-org#10449))

Bugfixes
--------

- Mark the experimental room version from [MSC2716](matrix-org/matrix-spec-proposals#2716) as unstable. ([\matrix-org#10449](matrix-org#10449))

Improved Documentation
----------------------

- Fix broken links in `upgrade.md`. Contributed by @dklimpel. ([\matrix-org#10543](matrix-org#10543))

Synapse 1.40.0rc2 (2021-08-04)
==============================

Bugfixes
--------

- Fix the `PeriodicallyFlushingMemoryHandler` inhibiting application shutdown because of its background thread. ([\matrix-org#10517](matrix-org#10517))
- Fix a bug introduced in Synapse v1.40.0rc1 that could cause Synapse to respond with an error when clients would update read receipts. ([\matrix-org#10531](matrix-org#10531))

Internal Changes
----------------

- Fix release script to open the correct URL for the release. ([\matrix-org#10516](matrix-org#10516))

Synapse 1.40.0rc1 (2021-08-03)
==============================

Features
--------

- Add support for [MSC2033](matrix-org/matrix-spec-proposals#2033): `device_id` on `/account/whoami`. ([\matrix-org#9918](matrix-org#9918))
- Update support for [MSC2716 - Incrementally importing history into existing rooms](matrix-org/matrix-spec-proposals#2716). ([\matrix-org#10245](matrix-org#10245), [\matrix-org#10432](matrix-org#10432), [\matrix-org#10463](matrix-org#10463))
- Update support for [MSC3083](matrix-org/matrix-spec-proposals#3083) to consider changes in the MSC around which servers can issue join events. ([\matrix-org#10254](matrix-org#10254), [\matrix-org#10447](matrix-org#10447), [\matrix-org#10489](matrix-org#10489))
- Initial support for [MSC3244](matrix-org/matrix-spec-proposals#3244), Room version capabilities over the /capabilities API. ([\matrix-org#10283](matrix-org#10283))
- Add a buffered logging handler which periodically flushes itself. ([\matrix-org#10407](matrix-org#10407), [\matrix-org#10515](matrix-org#10515))
- Add support for https connections to a proxy server. Contributed by @Bubu and @dklimpel. ([\matrix-org#10411](matrix-org#10411))
- Support for [MSC2285 (hidden read receipts)](matrix-org/matrix-spec-proposals#2285). Contributed by @SimonBrandner. ([\matrix-org#10413](matrix-org#10413))
- Email notifications now state whether an invitation is to a room or a space. ([\matrix-org#10426](matrix-org#10426))
- Allow setting transaction limit for database connections. ([\matrix-org#10440](matrix-org#10440), [\matrix-org#10511](matrix-org#10511))
- Add `creation_ts` to "list users" admin API. ([\matrix-org#10448](matrix-org#10448))

Bugfixes
--------

- Improve character set detection in URL previews by supporting underscores (in addition to hyphens). Contributed by @srividyut. ([\matrix-org#10410](matrix-org#10410))
- Fix events being incorrectly rejected over federation if they reference auth events that the server needed to fetch. ([\matrix-org#10439](matrix-org#10439))
- Fix `synapse_federation_server_oldest_inbound_pdu_in_staging` Prometheus metric to not report a max age of 51 years when the queue is empty. ([\matrix-org#10455](matrix-org#10455))
- Fix a bug which caused an explicit assignment of power-level 0 to a user to be misinterpreted in rare circumstances. ([\matrix-org#10499](matrix-org#10499))

Improved Documentation
----------------------

- Fix hierarchy of providers on the OpenID page. ([\matrix-org#10445](matrix-org#10445))
- Consolidate development documentation to `docs/development/`. ([\matrix-org#10453](matrix-org#10453))
- Add some developer docs to explain room DAG concepts like `outliers`, `state_groups`, `depth`, etc. ([\matrix-org#10464](matrix-org#10464))
- Document how to use Complement while developing a new Synapse feature. ([\matrix-org#10483](matrix-org#10483))

Internal Changes
----------------

- Prune inbound federation queues for a room if they get too large. ([\matrix-org#10390](matrix-org#10390))
- Add type hints to `synapse.federation.transport.client` module. ([\matrix-org#10408](matrix-org#10408))
- Remove shebang line from module files. ([\matrix-org#10415](matrix-org#10415))
- Drop backwards-compatibility code that was required to support Ubuntu Xenial. ([\matrix-org#10429](matrix-org#10429))
- Use a docker image cache for the prerequisites for the debian package build. ([\matrix-org#10431](matrix-org#10431))
- Improve servlet type hints. ([\matrix-org#10437](matrix-org#10437), [\matrix-org#10438](matrix-org#10438))
- Replace usage of `or_ignore` in `simple_insert` with `simple_upsert` usage, to stop spamming postgres logs with spurious ERROR messages. ([\matrix-org#10442](matrix-org#10442))
- Update the `tests-done` Github Actions status. ([\matrix-org#10444](matrix-org#10444), [\matrix-org#10512](matrix-org#10512))
- Update type annotations to work with forthcoming Twisted 21.7.0 release. ([\matrix-org#10446](matrix-org#10446), [\matrix-org#10450](matrix-org#10450))
- Cancel redundant GHA workflows when a new commit is pushed. ([\matrix-org#10451](matrix-org#10451))
- Mitigate media repo XSS attacks on IE11 via the non-standard X-Content-Security-Policy header. ([\matrix-org#10468](matrix-org#10468))
- Additional type hints in the state handler. ([\matrix-org#10482](matrix-org#10482))
- Update syntax used to run complement tests. ([\matrix-org#10488](matrix-org#10488))
- Fix up type annotations to work with Twisted 21.7. ([\matrix-org#10490](matrix-org#10490))
- Improve type annotations for `ObservableDeferred`. ([\matrix-org#10491](matrix-org#10491))
- Extend release script to also tag and create GitHub releases. ([\matrix-org#10496](matrix-org#10496))
- Fix a bug which caused production debian packages to be incorrectly marked as 'prerelease'. ([\matrix-org#10500](matrix-org#10500))
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