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fix: nested stylesheets should have absolute URLs #1533

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jeffdnguyen
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hello 👋 - I identified an issue with nested stylesheets while looking into the asset manager PR.

The PR has a comment that outlines the problem in more detail

The tl;dr is that for style tags, we are assuming any URLs inside of a style tag must share the same file path as the document the style tag is on. This causes nested stylesheets (think style tag that imports another stylesheet) to have incorrect urls in the snapshot. In order to fix this, I decided the best route would be to determine those absolute paths sooner when stringifying the stylesheets.

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changeset-bot bot commented Jul 11, 2024

🦋 Changeset detected

Latest commit: acf1cb9

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 18 packages
Name Type
rrweb-snapshot Patch
rrweb Patch
rrdom Patch
rrdom-nodejs Patch
rrweb-player Patch
@rrweb/all Patch
@rrweb/replay Patch
@rrweb/record Patch
@rrweb/types Patch
@rrweb/packer Patch
@rrweb/web-extension Patch
rrvideo Patch
@rrweb/rrweb-plugin-console-record Patch
@rrweb/rrweb-plugin-console-replay Patch
@rrweb/rrweb-plugin-sequential-id-record Patch
@rrweb/rrweb-plugin-sequential-id-replay Patch
@rrweb/rrweb-plugin-canvas-webrtc-record Patch
@rrweb/rrweb-plugin-canvas-webrtc-replay Patch

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

@jeffdnguyen jeffdnguyen marked this pull request as ready for review July 11, 2024 22:48
@jeffdnguyen jeffdnguyen force-pushed the jn-correct-absolute-urls-for-nested-stylesheets branch 2 times, most recently from 7c329f9 to 8f6498d Compare July 16, 2024 02:21
@jeffdnguyen jeffdnguyen force-pushed the jn-correct-absolute-urls-for-nested-stylesheets branch from 88fbb74 to c6c0ee3 Compare July 16, 2024 02:31
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I think we just need to avoid the extra .map call as per my other comment; I can make the other changes at a later date.

@jeffdnguyen jeffdnguyen force-pushed the jn-correct-absolute-urls-for-nested-stylesheets branch from f26eacf to 27432e2 Compare July 16, 2024 16:51
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So something in 27432e2 has caused the test to fail; unfortunately they didn't run automatically after you pushed to the PR, not sure why

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eoghanmurray commented Jul 17, 2024

I've also got 3 commits in https://github.com/eoghanmurray/rrweb/tree/jn-correct-absolute-urls-for-nested-stylesheets that I'd like you to cherry-pick / pull in here first ... one of them adds a new test.
I'd need some sort of access credentials for pendo-io to be able to commit directly, not sure why that's not the case; maybe it's the 'allow access to maintainers' checkbox in your right hand column for this PR?

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jeffdnguyen commented Jul 17, 2024

So something in 27432e2 has caused the test to fail; unfortunately they didn't run automatically after you pushed to the PR, not sure why

Good catch! I think I know why, moving the absolultifyURLs call into stringifyRule means I need to use the import rule's stylesheet's href and not the parent stylesheet href. Also need to call it not just after importStringified is populated in the case of a stylesheet with urls that wasn't imported (in this case use the parent href).

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I've also got 3 commits in https://github.com/eoghanmurray/rrweb/tree/jn-correct-absolute-urls-for-nested-stylesheets that I'd like you to cherry-pick / pull in here first ... one of them adds a new test. I'd need some sort of access credentials for pendo-io to be able to commit directly, not sure why that's not the case; maybe it's the 'allow access to maintainers' checkbox in your right hand column for this PR?

Weird...I'm not seeing that checkbox but will look into that. In the meantime happy to cherry pick!

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Also I'm urging the rest of the core team to merge in the following soon:
#1437

I imagine there would be extensive conflicts with this one, so if you are at all going back to the drawing board, then we could keep the tests from this PR and build upon that first. If that's too much let's go ahead with this one and I'll handle the rebase on the other.

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Update

  • Cherry picked your commits (thanks for making those!)
  • Handled that non import case
  • Clarified with the jpg names as you suggested

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Just the moving of code out of the try/catch and I think we'll be good to merge

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Made the change! 🤞

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I've made a few more changes on top, including playing around with a benchmark as I was worried about the now-per-rule calls to absolutifyURL (which turned out fine)

pendo-io/rrweb@jn-correct-absolute-urls-for-nested-stylesheets...eoghanmurray:rrweb:jn-correct-absolute-urls-for-nested-stylesheets

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Cherry-picked your commits in. Nice job with deduping the fallback behavior, that feels much better! Glad the benchmark turned out fine, did not think to do that 😅

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@eoghanmurray Please let me know if there is anything left I need to do to or can help with to get this merged 😄

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Juice10 commented Jul 23, 2024

Can we use postcss instead of regex to replace/absolutify urls in the css? We've had a lot of issues with regular expressions not being the same as the spec and having some buggy edge cases. We've added postcss recently which should be much more stable.

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Can we use postcss instead of regex to replace/absolutify urls in the css? We've had a lot of issues with regular expressions not being the same as the spec and having some buggy edge cases. We've added postcss recently which should be much more stable.

@Juice10 I love the idea! Would you be open to me opening a seperate/followup PR to explore that instead? Mainly since I wanted to keep the scope of this PR to changing when we try to absolutify and not the how/implementation of the function.

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eoghanmurray commented Jul 23, 2024

@Juice10 this PR is for the record side; postcss is used on the replay side, so big -1 from me for introducing postcss dependency for recording. We've been using the absoluteURLs regex for ages already (this doesn't change that) and nobody has reported any issues.

I did explore a couple of further commits on top of this PR which isolate the url regex replace to just the rule bit of the css (and not the selector bit). I had performance rather than correctness in mind with that, as after this PR we are applying the regex to each rule, rather than to the entire block of css. I figured this PR was complete enough so will introduce those changes properly in a new PR if this is accepted.

Side note: postcss could be made redundant at replay time if I complete #1480 successfully.

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Juice10 commented Jul 25, 2024

@Juice10 this PR is for the record side; postcss is used on the replay side, so big -1 from me for introducing postcss dependency for recording. We've been using the absoluteURLs regex for ages already (this doesn't change that) and nobody has reported any issues.

Fair point @eoghanmurray! Merging this as is, thanks for contributing @jeffdnguyen

@Juice10 Juice10 merged commit d350da8 into rrweb-io:master Jul 25, 2024
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eoghanmurray added a commit to eoghanmurray/rrweb that referenced this pull request Jul 26, 2024
The prior 'dynamic stylesheet' route is now the main route for serializing a stylesheet; dynamic stylesheet were missed out in rrweb-io#1533 but are caught in this PR by the tests added in that PR as the stylesheet handling is simplified/centralised
eoghanmurray added a commit to eoghanmurray/rrweb that referenced this pull request Jul 26, 2024
The prior 'dynamic stylesheet' route is now the main route for serializing a stylesheet; dynamic stylesheet were missed out in rrweb-io#1533 but are caught in this PR by the tests added in that PR as the stylesheet handling is simplified/centralised
jeffdnguyen added a commit to pendo-io/rrweb that referenced this pull request Jul 29, 2024
* Replace relative URLs with absolute URLs when stringifying stylesheets

* Add test to show desired behavior for imported stylesheets from seperate directory

* Rename `absoluteToStylesheet` to `absolutifyURLs` and call it once after stringifying imported stylesheet

* Don't create the intermediary array of the spread operator

* Formalize that `stringifyRule` should expect a sheet href

* Ensure a <style> element can also import and gets it's url absolutized

* Handle case where non imported stylesheet has relative urls that need to be absolutified

* Clarify in test files where jpegs are expected to appear in absolutified urls

* Move absolutifyURLs call for import rules out of trycatch

* Add a benchmarking test for stringifyStylesheet

* Avoid the duplication on how to fall back

---------

Co-authored-by: Eoghan Murray <eoghan@getthere.ie>
Co-authored-by: eoghanmurray <eoghanmurray@users.noreply.github.com>
jeffdnguyen added a commit to pendo-io/rrweb that referenced this pull request Jul 29, 2024
* Replace relative URLs with absolute URLs when stringifying stylesheets

* Add test to show desired behavior for imported stylesheets from seperate directory

* Rename `absoluteToStylesheet` to `absolutifyURLs` and call it once after stringifying imported stylesheet

* Don't create the intermediary array of the spread operator

* Formalize that `stringifyRule` should expect a sheet href

* Ensure a <style> element can also import and gets it's url absolutized

* Handle case where non imported stylesheet has relative urls that need to be absolutified

* Clarify in test files where jpegs are expected to appear in absolutified urls

* Move absolutifyURLs call for import rules out of trycatch

* Add a benchmarking test for stringifyStylesheet

* Avoid the duplication on how to fall back

---------

Co-authored-by: Eoghan Murray <eoghan@getthere.ie>
Co-authored-by: eoghanmurray <eoghanmurray@users.noreply.github.com>
eoghanmurray added a commit to eoghanmurray/rrweb that referenced this pull request Aug 2, 2024
The prior 'dynamic stylesheet' route is now the main route for serializing a stylesheet; dynamic stylesheet were missed out in rrweb-io#1533 but are caught in this PR by the tests added in that PR as the stylesheet handling is simplified/centralised
eoghanmurray added a commit that referenced this pull request Aug 6, 2024
Support a contrived/rare case where a <style> element has multiple text node children (this is usually only possible to recreate via javascript append) ... this PR fixes cases where there are subsequent text mutations to these nodes; previously these would have been lost

* In this scenario, a new CSS comment may now be inserted into the captured `_cssText` for a <style> element to show where it should be broken up into text elements upon replay: `/* rr_split */`
* The new 'can record and replay style mutations' test is the principal way to the problematic scenarios, and is a detailed 'catch-all' test with many checks to cover most of the ways things can fail
* There are new tests for splitting/rebuilding the css using the rr_split marker
* The prior 'dynamic stylesheet' route is now the main route for serializing a stylesheet; dynamic stylesheet were missed out in #1533 but that case is now covered with this PR

This PR was originally extracted from #1475 so the  initial motivation was to change the approach on stringifying <style> elements to do so in a single place.  This is also the motivating factor for always serializing <style> elements via the `_cssText` attribute rather than in it's childNodes; in #1475 we will be delaying populating `_cssText` for performance and instead recorrding them as assets.

Thanks for the detailed review to  Justin Halsall <Juice10@users.noreply.github.com> & Yun Feng <https://github.com/YunFeng0817>
jxiwang pushed a commit to amplitude/rrweb that referenced this pull request Oct 22, 2024
* Replace relative URLs with absolute URLs when stringifying stylesheets

* Add test to show desired behavior for imported stylesheets from seperate directory

* Rename `absoluteToStylesheet` to `absolutifyURLs` and call it once after stringifying imported stylesheet

* Don't create the intermediary array of the spread operator

* Formalize that `stringifyRule` should expect a sheet href

* Ensure a <style> element can also import and gets it's url absolutized

* Handle case where non imported stylesheet has relative urls that need to be absolutified

* Clarify in test files where jpegs are expected to appear in absolutified urls

* Move absolutifyURLs call for import rules out of trycatch

* Add a benchmarking test for stringifyStylesheet

* Avoid the duplication on how to fall back

---------

Co-authored-by: Eoghan Murray <eoghan@getthere.ie>
Co-authored-by: eoghanmurray <eoghanmurray@users.noreply.github.com>
ShayMalchi added a commit to SaolaAI/rrweb that referenced this pull request Nov 6, 2024
* Skip mask check on leaf elements (rrweb-io#1512)

* Minor fixup for rrweb-io#1349; the 'we can avoid the check on leaf elements' optimisation wasn't being applied as `n.childNodes` was always truthy even when there were no childNodes.

Changing it to `n.childNodes.length` directly there (see rrweb-io#1402) actually caused a bug as during a mutation, we serialize the text node directly, and need to jump to the parentElement to do the check.
This is why I've reimplemented this optimisation inside `needMaskingText` where we are already had an `isElement` test

Thanks to @Paulhejia (https://github.com/Paulhejia/rrweb/) for spotting that `Boolean(n.childNodes)` is aways true.

* Assuming all jest should have been removed in rrweb-io#1033 (rrweb-io#1511)

* all references to jest should have been removed in rrweb-io#1033
* clarify that `cross-env` is used to ensure that environmental variables get applied on Windows (previous usage of cross-env was removed in rrweb-io#1033)

* Fix async assertions in test files (rrweb-io#1510)

* fix: await assertSnapshot in test files for async assertions

* Fix maskInputFn is ignored during the creation of the full snapshot (rrweb-io#1386)

Fix that the optional `maskInputFn` was being accidentally ignored during the creation of the full snapshot

* Improve development tooling (rrweb-io#1516)

- Running `yarn build` in a `packages/*/` directory will trigger build of all dependencies too, and cache them if possible.
- Fix for `yarn dev` breaking for `rrweb` package whenever changing files in `rrweb` package
- Update typescript, turbo, vite and vite-plugin-dts
- Require `workspaces-to-typescript-project-references` from `prepublish`

* Version Packages (alpha) (rrweb-io#1513)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* Keep all packages in sync

* feat: add new css parser - postcss (rrweb-io#1458)

* feat: add new css parser

* make selectors change

* selectors and tests

* media changes

* remove old css references

* better variable name

* use postcss and port tests

* fix media test

* inline plugins

* fix failing multiline selector

* correct test result

* move tests to correct file

* cleanup all tests

* remove unused css-tree

* update bundle

* cleanup dependencies

* revert config files to master

* remove d.ts files

* update snapshot

* reset rebuilt test

* apply fuzzy css matching

* remove extra test

* Fix imports

* Newer versions of nswapi break rrdom-nodejs tests.
Example:
 FAIL  test/document-nodejs.test.ts > RRDocument for nodejs environment > RRDocument API > querySelectorAll
TypeError: e[api] is not a function
 ❯ byTag ../../node_modules/nwsapi/src/nwsapi.js:390:37
 ❯ Array.<anonymous> ../../node_modules/nwsapi/src/nwsapi.js:327:113
 ❯ collect ../../node_modules/nwsapi/src/nwsapi.js:1578:32
 ❯ Object._querySelectorAll [as select] ../../node_modules/nwsapi/src/nwsapi.js:1533:36
 ❯ RRDocument.querySelectorAll src/document-nodejs.ts:96:24

* Migrate from jest to vitest

* Order of selectors has changed with postcss

* Remove unused eslint

---------

Co-authored-by: Justin Halsall <Juice10@users.noreply.github.com>

* fix: console assert only logs when arg 0 is falsy (rrweb-io#1530)

* fix: console assert only logs when arg 0 is falsy

* [Feature] Include takeFullSnapshot function in rrweb (rrweb-io#1527)

* export takeFullSnapshot function in rrweb

* chore: reduce flakey test due to '[vite] connected' message (rrweb-io#1525)

* fix: duplicate textContent for style element cause incremental style mutation invalid (rrweb-io#1417)

fix style element corner case
 - historically we have recorded duplicated css content in certain cases (demonstrated by the attached replayer test). This fix ensures that the replayer doesn't doubly add the content, which can cause problems when further mutations occur
---------
Review and further tests contributed by: Eoghan Murray <eoghan@getthere.ie>

* Added support for deprecated addRule & removeRule methods (rrweb-io#1515)

* Added support for deprecated addRule & removeRule methods

* Respect addRule default value

* fix: nested stylesheets should have absolute URLs (rrweb-io#1533)

* Replace relative URLs with absolute URLs when stringifying stylesheets

* Add test to show desired behavior for imported stylesheets from seperate directory

* Rename `absoluteToStylesheet` to `absolutifyURLs` and call it once after stringifying imported stylesheet

* Don't create the intermediary array of the spread operator

* Formalize that `stringifyRule` should expect a sheet href

* Ensure a <style> element can also import and gets it's url absolutized

* Handle case where non imported stylesheet has relative urls that need to be absolutified

* Clarify in test files where jpegs are expected to appear in absolutified urls

* Move absolutifyURLs call for import rules out of trycatch

* Add a benchmarking test for stringifyStylesheet

* Avoid the duplication on how to fall back

---------

Co-authored-by: Eoghan Murray <eoghan@getthere.ie>
Co-authored-by: eoghanmurray <eoghanmurray@users.noreply.github.com>

* Support top-layer <dialog> recording & replay (rrweb-io#1503)

* chore: its important to run `yarn build:all` before running `yarn dev`

* feat: trigger showModal from rrdom and rrweb

* feat: Add support for replaying modal and non modal dialog elements

* chore: Update dev script to remove CLEAR_DIST_DIR flag

* Get modal recording and replay working

* DRY up dialog test and dedupe snapshot images

* feat: Refactor dialog test to use updated attribute name

* feat: Update dialog test to include rr_open attribute

* chore: Add npm dependency happy-dom@14.12.0

* Add more test cases for dialog

* Clean up naming

* Refactor dialog open code

* Revert changed code that doesn't do anything

* Add documentation for unimplemented type

* chore: Remove unnecessary comments in dialog.test.ts

* rename rr_open to rr_openMode

* Replace todo with a skipped test

* Add better logging for CI

* Rename rr_openMode to rr_open_mode

rrdom downcases all attribute names which made `rr_openMode` tricky to deal with

* Remove unused images

* Move after iframe append based on @YunFeng0817's comment
rrweb-io#1503 (comment)

* Remove redundant dialog handling from rrdom.

rrdom already handles dialog element creation it's self

* Rename variables for dialog handling in rrweb replay module

* Update packages/rrdom/src/document.ts

---------

Co-authored-by: Eoghan Murray <eoghan@getthere.ie>

* Added session downloader for chrome extension (rrweb-io#1522)

* Added session downloader for chrome extension

- The session list now has a button to download sessions as .json files for use with rrweb-player
- Improved styling for the delete and download buttons

* Reverse monkey patch built in methods to support LWC (rrweb-io#1509)

* Get around monkey patched Nodes

* inlineImages: Setting of `image.crossOrigin` is not always necessary (rrweb-io#1468)

Setting of the `crossorigin` attribute is not necessary for same-origin images, and causes an immediate image reload (albeit from cache) necessitating the use of a load event listener which subsequently mutates the snapshot.  This change allows us to  avoid the mutation of the snapshot for the same-origin case.

* Modify inlineImages test to remove delay and show that we can inline images without mutation

* Add an explicit test for when the `image.crossOrigin = 'anonymous';` method is necessary.  Uses a combination of about:blank and our test server to simulate a cross-origin context

* Other test changes: there were some spurious rrweb mutations being generated by the addition of the crossorigin attribute that are now elimnated from the rrweb/__snapshots__/integration.test.ts.snap after this PR - this is good

* Move `childNodes` to @rrweb/utils

* Use non-monkey patched versions of the `childNodes`, `parentNode` `parentElement` `textContent` accessors

* Add getRootNode and contains, and add comprehensive todo list

* chore: Update turbo.json tasks for better build process

* Update caniuse-lite

* chore: Update eslint-plugin-compat to version 5.0.0

* chore: Bump @rrweb/utils version to 2.0.0-alpha.15

* delete unused yarn.lock files

* Set correct @rrweb/utils version in package.json

* Migrate over some accessors to reverse-monkey-patched version

* Add missing functions

* Fix illegal invocation error

* Revert closer to what it was.

This feels incorrect to me (Justin Halsall), but some of the tests break without it so I'm restoring this to be closer to its original here:
https://github.com/rrweb-io/rrweb/blame/cfd686d488a9b88dba6b6f8880b5e4375dd8062c/packages/rrweb-snapshot/src/snapshot.ts#L1011

* Reverse monkey patch all methods LWC hijacks

* Make tests more stable

* Safely handle rrdom nodes in hasShadowRoot

* Remove duplicated test

* Use variable `serverURL` in test

* Use monorepo default browserlist

* Fix typing issue for new typescript

* Remove unused package

* Remove unused code

* Add prefix to reverse-monkey-patched methods to make them more explicit

* Add default exports to @rrweb/utils

---------

Co-authored-by: Eoghan Murray <eoghan@getthere.ie>

* Version Packages (alpha) (rrweb-io#1526)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* Single style capture (rrweb-io#1437)

Support a contrived/rare case where a <style> element has multiple text node children (this is usually only possible to recreate via javascript append) ... this PR fixes cases where there are subsequent text mutations to these nodes; previously these would have been lost

* In this scenario, a new CSS comment may now be inserted into the captured `_cssText` for a <style> element to show where it should be broken up into text elements upon replay: `/* rr_split */`
* The new 'can record and replay style mutations' test is the principal way to the problematic scenarios, and is a detailed 'catch-all' test with many checks to cover most of the ways things can fail
* There are new tests for splitting/rebuilding the css using the rr_split marker
* The prior 'dynamic stylesheet' route is now the main route for serializing a stylesheet; dynamic stylesheet were missed out in rrweb-io#1533 but that case is now covered with this PR

This PR was originally extracted from rrweb-io#1475 so the  initial motivation was to change the approach on stringifying <style> elements to do so in a single place.  This is also the motivating factor for always serializing <style> elements via the `_cssText` attribute rather than in it's childNodes; in rrweb-io#1475 we will be delaying populating `_cssText` for performance and instead recorrding them as assets.

Thanks for the detailed review to  Justin Halsall <Juice10@users.noreply.github.com> & Yun Feng <https://github.com/YunFeng0817>

* Simplify the hover replacement function (rrweb-io#1535)

Simplify the hover replacement function, which has been borrowed from postcss-pseudo-classes

Note: 'parses nested commas in selectors correctly' was failing after this PR, however I don't think that the previous behaviour was desirable, so have added a new test to formalize this expectation

* fix some typos in optimize-storage.md (rrweb-io#1565)

* fix some typos in optimize-storage.md

* Update docs/recipes/optimize-storage.md

* Create metal-mugs-mate.md

---------

Co-authored-by: Justin Halsall <Juice10@users.noreply.github.com>

* fix(rrdom): Ignore invalid DOM attributes when diffing (rrweb-io#1561)

* fix(rrdom): Ignore invalid DOM attributes when diffing (rrweb-io#213)

We encountered an issue where replays with invalid attributes (e.g.
`@click`) would break rendering the replay after seeking. The exception
bubbles up to
[here](https://github.com/rrweb-io/rrweb/blob/62093d4385a09eb0980c2ac02d97eea5ce2882be/packages/rrweb/src/replay/index.ts#L270-L279),
which means the replay will continue to play, but the replay mirror will
be incomplete.

Closes https://github.com/getsentry/team-replay/issues/458

* add changeset

* fix(snapshot): dimensions for blocked element not being applied (rrweb-io#1331)

fix for replay of a blocked element when using 'fast forward' (rrdom)

 - Dimensions were not being properly applied when you seek to a position in the replay. Need to use `setProperty` rather than trying to set the width/height directly

* ref: isParentRemoved to cache subtree (rrweb-io#1543)

* ref: isParentRemoved to cache subtree
* ref: cache at insertion too
* ref: remove wrapper function

---------

Co-authored-by: Justin Halsall <Juice10@users.noreply.github.com>

* changeset to 2.0.13

* fix snapshot build

---------

Co-authored-by: Eoghan Murray <eoghan@getthere.ie>
Co-authored-by: Justin Halsall <Juice10@users.noreply.github.com>
Co-authored-by: Alexey Babik <alexey.babik@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: David Newell <david@posthog.com>
Co-authored-by: Paul D'Ambra <paul@posthog.com>
Co-authored-by: Christopher Arredondo <arredgroup@gmail.com>
Co-authored-by: Yun Feng <yun.feng0817@gmail.com>
Co-authored-by: minja malešević <33005827+okejminja@users.noreply.github.com>
Co-authored-by: Jeff Nguyen <jeffduy@gmail.com>
Co-authored-by: eoghanmurray <eoghanmurray@users.noreply.github.com>
Co-authored-by: Arun Kunigiri <kirankunigiri@gmail.com>
Co-authored-by: Riadh Mouamnia <85134557+riadhmouamnia@users.noreply.github.com>
Co-authored-by: Billy Vong <billyvg@users.noreply.github.com>
Co-authored-by: Jonas <jonas@badalic.com>
Co-authored-by: Shay Malchi <shay@saola.ai>
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