fix(rulesets): avoid false errors from ajv #2408
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This PR supercedes this PR. |
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Hi, would it be possible for someone to review and possibly merge this PR? This issue seems to be a common problem for folks that use spectral to validate openapi documents. |
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@padamstx thank you for the PR. The team is a bit busy with some other feature development. We'll be going through this and replying in a couple of weeks. |
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@mnaumanali94 Please don't forget about this PR :) |
This commit modifies the oasExample function so that example fields are removed from the schema to be used for validation. This is needed because the presence of an "example" field in a schema confuses ajv in certain scenarios. References: - stoplightio#2081 - stoplightio#2140 - ajv-validator/ajv#1426
Signed-off-by: Phil Adams <[email protected]>
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Hi there, any news? We have the same issue |
padamstx
commented
Apr 10, 2023
| @@ -39,7 +39,8 @@ | |||
| "test.karma": "karma start", | |||
| "prepare": "husky install", | |||
| "prerelease": "patch-package", | |||
| "release": "yarn prerelease && yarn workspaces foreach run release" | |||
| "release": "yarn prerelease && yarn workspaces foreach run release", | |||
| "jest": "jest" | |||
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Added the "jest" script so that it will be easier to run jest from the command line such that the version installed in node_modules will be used instead of whatever version of jest happens to be installed on a particular machine.
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@mnaumanali94, sorry to be a pest about this one, but I was wondering if you have an updated ETA when this PR might be reviewed. Here at IBM, we have a validator (https://github.com/IBM/openapi-validator) that is dependent on Spectral, including a custom ruleset that inherits from Spectral's oas ruleset, so our users are running into this issue. Depending on when this PR might be able to be reviewed/merged, we might need to solve the issue by replacing the |
P0lip
reviewed
Apr 25, 2023
| * @param schema the schema to be "de-examplified" | ||
| * @returns 'schema' with example fields removed | ||
| */ | ||
| function deExamplify(schema: Record<string, unknown>): Record<string, unknown> { |
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have you consider using traverse from json-schema-traverse?
This would help simplify the traversal.
I'm happy to look into that since we kept you waiting for quite a while already (apologies for that!)
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Hi @P0lip , I was not aware of json-schema-traverse when I worked on the PR so I didn't consider using that. Please feel free to make follow-on changes to improve the function.
P0lip
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Apr 25, 2023
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* fix(rulesets): avoid false errors from ajv This commit modifies the oasExample function so that example fields are removed from the schema to be used for validation. This is needed because the presence of an "example" field in a schema confuses ajv in certain scenarios. References: - #2081 - #2140 - ajv-validator/ajv#1426 * docs(repo): fix lint warning in README Signed-off-by: Phil Adams <[email protected]> * chore(rulesets): use traverse --------- Signed-off-by: Phil Adams <[email protected]> Co-authored-by: Jakub Rożek <[email protected]>
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Apr 25, 2023
# [@stoplight/spectral-rulesets-v1.15.1](https://github.com/stoplightio/spectral/compare/@stoplight/spectral-rulesets-v1.15.0...@stoplight/spectral-rulesets-v1.15.1) (2023-04-25) ### Bug Fixes * **rulesets:** avoid false errors from ajv ([#2408](#2408)) ([92dab78](92dab78))
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@P0lip Thank you for merging. I'll keep an eye out for a new spectral release so that we can move our validator project up to the latest. |
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@padamstx the new version of the |
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@P0lip excellent, that was quick! |
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May 23, 2023
# [6.7.0](v6.6.0...v6.7.0) (2023-05-23) ### Bug Fixes * **core:** improve deep ruleset inheritance ([#2326](#2326)) ([378b4b8](378b4b8)) * **core:** more accurate ruleset error paths ([66b3ca7](66b3ca7)) * **core:** reset path in fn context ([#2389](#2389)) ([3d47ec4](3d47ec4)) * **ref-resolver:** bump @stoplight/json-ref-resolver from ~3.1.4 to ~3.1.5 ([#3635](https://github.com/stoplightio/spectral/issues/3635)) ([215ae93](215ae93)) * **ruleset-bundler:** defaults should be last one ([#2403](#2403)) ([8780cfa](8780cfa)) * **ruleset-bundler:** remove extraneous 'external dependency' warnings ([#2475](#2475)) ([e791534](e791534)) * **ruleset-migrator:** avoid positive lookbehinds ([#2349](#2349)) ([455c324](455c324)) * **ruleset-migrator:** transform functions under overrides ([#2459](#2459)) ([45e817f](45e817f)) * **ruleset-migrator:** use module for require.resolve ([#2405](#2405)) ([d7c0fa4](d7c0fa4)) * **rulesets:** avoid false errors from ajv ([#2408](#2408)) ([92dab78](92dab78)) * **rulesets:** length.min said "must not be longer than" ([#2355](#2355)) ([df3b6f9](df3b6f9)) ### Features * **core:** relax formats validation ([#2151](#2151)) ([de16b4c](de16b4c)) * **core:** support end-user extensions in the rule definitions ([#2345](#2345)) ([365fced](365fced)) * **core:** support x- extensions in the ruleset ([#2440](#2440)) ([964151e](964151e)) * **formats:** support AsyncAPI 2.6.0 ([#2391](#2391)) ([b8e51b4](b8e51b4)) * **formatters:** move formatters to a separate package ([#2468](#2468)) ([664e259](664e259)) * **rulesets:** add traits array path to headers rule ([#2460](#2460)) ([9ceabca](9ceabca)) * **rulesets:** support AsyncAPI 2.6.0 ([#2391](#2391)) ([94a7801](94a7801))
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# [1.8.0](https://github.com/stoplightio/spectral/compare/@stoplight/spectral-functions-v1.7.2...@stoplight/spectral-functions-1.8.0) (2024-06-07) ### Bug Fixes * **cli:** choose proxy agent based on requester protocol ([#2521](#2521)) ([056f2e1](056f2e1)) * **cli:** clarify usage of --format ([#2575](#2575)) ([96eee89](96eee89)) * **core:** dedupe paths containing special characters correctly ([758de21](758de21)) * **core:** invalid then produced by Rule#toJSON ([#2496](#2496)) ([db91553](db91553)) * **core:** more accurate ruleset error paths ([66b3ca7](66b3ca7)) * **core:** pointer in overrides are applied too broadly ([#2511](#2511)) ([69403c1](69403c1)) * **core:** reset path in fn context ([#2389](#2389)) ([3d47ec4](3d47ec4)) * **parsers:** update @stoplight/json from ~3.20.1 to ~3.21.0 ([e906d20](e906d20)) * **parsers:** update @stoplight/yaml from ~4.2.3 to ~4.3.0 ([91fdded](91fdded)) * **ref-resolver:** bump @stoplight/json-ref-resolver from ~3.1.4 to ~3.1.5 ([#3635](https://github.com/stoplightio/spectral/issues/3635)) ([215ae93](215ae93)) * **ref-resolver:** update @stoplight/json-ref-resolver from ~3.1.5 to ~3.1.6 ([6f73151](6f73151)) * **ruleset-bundler:** defaults should be last one ([#2403](#2403)) ([8780cfa](8780cfa)) * **ruleset-bundler:** remove extraneous 'external dependency' warnings ([#2475](#2475)) ([e791534](e791534)) * **ruleset-migrator:** correct package.json's browser field ([#2497](#2497)) ([89a6a67](89a6a67)) * **ruleset-migrator:** transform functions under overrides ([#2459](#2459)) ([45e817f](45e817f)) * **ruleset-migrator:** update @stoplight/json from ~3.20.1 to ~3.21.0 ([3f7eebc](3f7eebc)) * **ruleset-migrator:** use module for require.resolve ([#2405](#2405)) ([d7c0fa4](d7c0fa4)) * **rulesets:** avoid false errors from ajv ([#2408](#2408)) ([92dab78](92dab78)) * **rulesets:** example validation for required readOnly and writeOnly properties ([#2573](#2573)) ([ae1fea5](ae1fea5)) * **rulesets:** oasExample should clean id fields from non-schema objects ([#2561](#2561)) ([7f7583e](7f7583e)) * **rulesets:** tweak server variables function ([#2533](#2533)) ([244cbda](244cbda)) ### Features * **cli:** add sarif formatter ([#2532](#2532)) ([959a86a](959a86a)) * **cli:** require newer version of all Spectral dependencies ([10ddd97](10ddd97)) * **cli:** use hpagent ([#2513](#2513)) ([9b2d347](9b2d347)) * **core:** relax formats validation ([#2151](#2151)) ([de16b4c](de16b4c)) * **core:** support x- extensions in the ruleset ([#2440](#2440)) ([964151e](964151e)) * **formats:** jsonSchemaLoose format should search for enum keyword ([#2551](#2551)) ([0835545](0835545)) * **formats:** support AsyncAPI 2.6.0 ([#2391](#2391)) ([b8e51b4](b8e51b4)) * **formatters:** add export entrypoint for utils ([#2482](#2482)) ([d4b883c](d4b883c)) * **formatters:** add GitHub Actions formatter ([#2508](#2508)) ([6904927](6904927)) * **formatters:** add sarif formatter ([#2532](#2532)) ([908c308](908c308)) * **formatters:** move formatters to a separate package ([#2468](#2468)) ([664e259](664e259)) * **rulesets:** add multiple xor ([#2614](#2614)) ([af9c742](af9c742)) * **rulesets:** add new rule that requires sibling items field for type array ([#2632](#2632)) ([24198bc](24198bc)) * **rulesets:** add oas3_1-servers-in-webhook and oas3_1-callbacks-in… ([#2581](#2581)) ([7a8cc0e](7a8cc0e)) * **rulesets:** add oas3-server-variables rule ([#2526](#2526)) ([4c4de85](4c4de85)) * **rulesets:** add scope validation to oas{2,3}-operation-security-defined rules ([#2538](#2538)) ([68aacd6](68aacd6)) * **rulesets:** add traits array path to headers rule ([#2460](#2460)) ([9ceabca](9ceabca)) * **rulesets:** improve {oas2,oas3}-valid-schema rule ([#2574](#2574)) ([8df2c36](8df2c36)) * **rulesets:** support AsyncAPI 2.6.0 ([#2391](#2391)) ([94a7801](94a7801))
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## [1.1.3](https://github.com/stoplightio/spectral/compare/@stoplight/spectral-runtime-v1.1.2...@stoplight/spectral-runtime-1.1.3) (2024-11-13) ### Bug Fixes * **cli:** choose proxy agent based on requester protocol ([#2521](#2521)) ([056f2e1](056f2e1)) * **cli:** clarify usage of --format ([#2575](#2575)) ([96eee89](96eee89)) * **cli:** do not show 'or higher' if severity equals error ([#2172](#2172)) ([f31ec63](f31ec63)) * **cli:** missing line break ([#2251](#2251)) ([d16bf9a](d16bf9a)) * **cli:** output to stdout not working with multiple output formatters ([#2044](#2044)) ([77dfe3b](77dfe3b)) * **cli:** peer dependency incorrectly met ([#2268](#2268)) ([1b70398](1b70398)) * **cli:** Trigger cli release ([#2695](#2695)) ([c48a929](c48a929)) * **cli:** trigger docker release ([920f7b5](920f7b5)) * **cli:** update dependencies and trigger docker release ([c87eacf](c87eacf)) * **core:** async functions have undefined paths ([#2304](#2304)) ([df257b3](df257b3)) * **core:** bump @stoplight/better-ajv-errors from 1.0.1 to 1.0.3 ([7f9bcba](7f9bcba)) * **core:** bump nimma from 0.1.7 to 0.1.8 ([#2058](#2058)) ([fb756f2](fb756f2)) * **core:** bump nimma from 0.1.8 to 0.2.0 ([#2088](#2088)) ([36ec40e](36ec40e)) * **core:** bump nimma from 0.2.0 to 0.2.1 ([#2157](#2157)) ([4d5ebeb](4d5ebeb)) * **core:** bump nimma from 0.2.1 to 0.2.2 ([#2173](#2173)) ([65ba74f](65ba74f)) * **core:** consider `message` when de-duplicating results ([#2052](#2052)) ([b07cc7b](b07cc7b)) * **core:** dedupe paths containing special characters correctly ([758de21](758de21)) * **core:** fix 'resolved vs unresolved' json path mapping ([#2202](#2202)) ([157ec59](157ec59)) * **core:** fix for TypeError "this.formats.has is not a function" ([#2664](#2664)) ([75d642d](75d642d)) * **core:** improve deep ruleset inheritance ([#2326](#2326)) ([378b4b8](378b4b8)) * **core:** invalid then produced by Rule#toJSON ([#2496](#2496)) ([db91553](db91553)) * **core:** more accurate ruleset error paths ([66b3ca7](66b3ca7)) * **core:** pointer in overrides are applied too broadly ([#2511](#2511)) ([69403c1](69403c1)) * **core:** redeclared rules should always be re-enabled ([#2138](#2138)) ([6def6be](6def6be)) * **core:** require new formats version ([#2725](#2725)) ([8ec328f](8ec328f)) * **core:** reset path in fn context ([#2389](#2389)) ([3d47ec4](3d47ec4)) * **core:** support utf8 surrogates ([#2267](#2267)) ([a1bd6d2](a1bd6d2)) * **deps:** fix package.json ([0161072](0161072)) * **formats:** update spectral core version ([6b196da](6b196da)) * **formatters:** update spectral core to latest version ([8a382f4](8a382f4)) * **functions:** __importDefault undefined ([609ecb1](609ecb1)) * **functions:** bump stoplight/better-ajv-errors ([bd0c5fb](bd0c5fb)) * **functions:** handle percent encoded in unreferencedReusableObject([#2212](#2212)) ([d16b5a6](d16b5a6)) * **functions:** reset RegExp.lastIndex to zero when using cached RegExp objects ([#2079](#2079)) ([4839527](4839527)) * **functions:** update spectral core to latest ([ede60f3](ede60f3)) * **parsers:** update @stoplight/* dependencies ([a68c255](a68c255)) * **parsers:** update @stoplight/json from ~3.20.1 to ~3.21.0 ([e906d20](e906d20)) * **parsers:** update @stoplight/yaml from ~4.2.3 to ~4.3.0 ([91fdded](91fdded)) * **ref-resolver:** bump @stoplight/json-ref-resolver from ~3.1.4 to ~3.1.5 ([#3635](https://github.com/stoplightio/spectral/issues/3635)) ([215ae93](215ae93)) * **ref-resolver:** update @stoplight/json-ref-resolver from ~3.1.5 to ~3.1.6 ([6f73151](6f73151)) * **ref-resolver:** update @stoplight/json-ref-resolver from 3.1.3 to ~3.1.4 ([dc97f24](dc97f24)) * **repo:** remove discord link and fix typo in github bug template ([#2642](#2642)) ([048924d](048924d)) * **repo:** update yarn lock ([362cdb4](362cdb4)) * **ruleset-bundler:** __importDefault undefined ([874a80e](874a80e)) * **ruleset-bundler:** address Rollup.js warning ([1e36673](1e36673)) * **ruleset-bundler:** builtins plugin should create a new instance for each module ([b06903c](b06903c)) * **ruleset-bundler:** defaults should be last one ([#2403](#2403)) ([8780cfa](8780cfa)) * **ruleset-bundler:** never externalize builtins ([#2174](#2174)) ([fb1bbe6](fb1bbe6)) * **ruleset-bundler:** remove extraneous 'external dependency' warnings ([#2475](#2475)) ([e791534](e791534)) * **ruleset-bundler:** virtualFs plugin incompatible with commonjs plugin ([a48381b](a48381b)) * **ruleset-bundler:** virtualFs plugin not recognizing files ([#2271](#2271)) ([4bc38b3](4bc38b3)) * **ruleset-migrator:** avoid positive lookbehinds ([#2349](#2349)) ([455c324](455c324)) * **ruleset-migrator:** correct package.json's browser field ([#2497](#2497)) ([89a6a67](89a6a67)) * **ruleset-migrator:** http/https uris not followed correctly ([#2247](#2247)) ([573e112](573e112)) * **ruleset-migrator:** transform functions under overrides ([#2459](#2459)) ([45e817f](45e817f)) * **ruleset-migrator:** update @stoplight/json from ~3.20.1 to ~3.21.0 ([3f7eebc](3f7eebc)) * **ruleset-migrator:** use module for require.resolve ([#2405](#2405)) ([d7c0fa4](d7c0fa4)) * **ruleset-migrator:** validate aliases correctly ([#2085](#2085)) ([1f4ab20](1f4ab20)) * **rulesets:** __importDefault undefined ([fdd647b](fdd647b)) * **rulesets:** __importDefault undefined ([c123bdf](c123bdf)) * **rulesets:** __importDefault undefined ([#2243](#2243)) ([660f090](660f090)) * **rulesets:** always allow string examples in asyncapi schema ([#2625](#2625)) ([4e2f797](4e2f797)) * **rulesets:** avoid false errors from ajv ([#2408](#2408)) ([92dab78](92dab78)) * **rulesets:** bump @stoplight/better-ajv-errors from 1.0.1 to 1.0.3 ([4f55c4f](4f55c4f)) * **rulesets:** example validation for required readOnly and writeOnly properties ([#2573](#2573)) ([ae1fea5](ae1fea5)) * **rulesets:** fixed array-items type property selector ([#2638](#2638)) ([0845fb5](0845fb5)) * **rulesets:** handle empty payload and headers in AsyncAPI message's examples validation ([#2284](#2284)) ([4068221](4068221)) * **rulesets:** length.min said "must not be longer than" ([#2355](#2355)) ([df3b6f9](df3b6f9)) * **rulesets:** oasExample should clean id fields from non-schema objects ([#2561](#2561)) ([7f7583e](7f7583e)) * **rulesets:** operation-tags should fail on empty array ([#2050](#2050)) ([a4c421f](a4c421f)) * **rulesets:** remove step summary rule ([#2692](#2692)) ([d5a566f](d5a566f)) * **rulesets:** simplify schema used in duplicated-entry-in-enum ([#2055](#2055)) ([8451774](8451774)) * **rulesets:** tweak server variables function ([#2533](#2533)) ([244cbda](244cbda)) * **rulesets:** update spectral core to latest ([d74c2b0](d74c2b0)) * **rulesets:** use uri-reference for oauth security schemes ([#2652](#2652)) ([c411e63](c411e63)) ### Features * **cli:** add sarif formatter ([#2532](#2532)) ([959a86a](959a86a)) * **cli:** improve error logging ([#2071](#2071)) ([b194368](b194368)) * **cli:** require new stoplight dependencies ([#2726](#2726)) ([8a736b5](8a736b5)) * **cli:** require newer version of all Spectral dependencies ([10ddd97](10ddd97)) * **cli:** sort linting results alphabetically ([#2147](#2147)) ([84d48cf](84d48cf)) * **cli:** trigger release ([87a90b3](87a90b3)) * **cli:** use Content-Type header to detect ruleset format ([#2272](#2272)) ([b4c3c11](b4c3c11)) * **cli:** use hpagent ([#2513](#2513)) ([9b2d347](9b2d347)) * **core:** improve alias validation ([#2164](#2164)) ([a15150a](a15150a)) * **core:** improve validation ([#2026](#2026)) ([8315162](8315162)) * **core:** include error codes in RulesetValidationError ([c01c6b5](c01c6b5)) * **core:** relax formats validation ([#2151](#2151)) ([de16b4c](de16b4c)) * **core:** support end-user extensions in the rule definitions ([#2345](#2345)) ([365fced](365fced)) * **core:** support JSON ruleset validation ([#2062](#2062)) ([aeb7d5b](aeb7d5b)) * **core:** support x- extensions in the ruleset ([#2440](#2440)) ([964151e](964151e)) * **core:** trigger release ([b73d5e8](b73d5e8)) * **formats:** add arazzo format ([#2663](#2663)) ([dc1a8ef](dc1a8ef)) * **formats:** add support for 2.5.0 AsyncAPI ([#2292](#2292)) ([a7f9fa7](a7f9fa7)) * **formats:** jsonSchemaLoose format should search for enum keyword ([#2551](#2551)) ([0835545](0835545)) * **formats:** support 2.1.0, 2.2.0, 2.3.0 AsyncAPI versions ([#2067](#2067)) ([b0b008d](b0b008d)) * **formats:** support AsyncAPI 2.4 ([#2146](#2146)) ([8b5d6b3](8b5d6b3)) * **formats:** support AsyncAPI 2.6.0 ([#2391](#2391)) ([b8e51b4](b8e51b4)) * **formatters:** add code climate (GitLab) formatter ([#2648](#2648)) ([41eca61](41eca61)) * **formatters:** add export entrypoint for utils ([#2482](#2482)) ([d4b883c](d4b883c)) * **formatters:** add GitHub Actions formatter ([#2508](#2508)) ([6904927](6904927)) * **formatters:** add markdown formatter ([#2662](#2662)) ([b5edf5e](b5edf5e)) * **formatters:** add sarif formatter ([#2532](#2532)) ([908c308](908c308)) * **formatters:** move formatters to a separate package ([#2468](#2468)) ([664e259](664e259)) * **ruleset-bundler:** add fullOutput option to bundleRuleset ([#2194](#2194)) ([a31d34c](a31d34c)) * **ruleset-bundler:** expose commonjs plugin ([91a4b80](91a4b80)) * **ruleset-bundler:** plugins should be easy to override ([0263bf0](0263bf0)) * **ruleset-bundler:** skypack plugin accepts ignore list ([#2318](#2318)) ([6e6d0de](6e6d0de)) * **ruleset-migrator:** relax validation ([#2307](#2307)) ([d5ce09e](d5ce09e)) * **ruleset-migrator:** use Content-Type header to detect ruleset format ([#2317](#2317)) ([7abbe95](7abbe95)) * **rulesets:** add AsyncAPI v3 support ([#2697](#2697)) ([3d69be7](3d69be7)) * **rulesets:** add multiple xor ([#2614](#2614)) ([af9c742](af9c742)) * **rulesets:** add new rule that requires sibling items field for type array ([#2632](#2632)) ([24198bc](24198bc)) * **rulesets:** add oas3_1-servers-in-webhook and oas3_1-callbacks-in… ([#2581](#2581)) ([7a8cc0e](7a8cc0e)) * **rulesets:** add oas3-server-variables rule ([#2526](#2526)) ([4c4de85](4c4de85)) * **rulesets:** add rule to check if the AsyncAPI document is using the latest version ([#2282](#2282)) ([366779f](366779f)) * **rulesets:** add rule to validate AsyncAPI message's examples ([#2126](#2126)) ([87ef046](87ef046)) * **rulesets:** add rules for validation of server variables and channel parameters ([#2101](#2101)) ([9acc633](9acc633)) * **rulesets:** add rules for validation uniqueness of tag names ([#2104](#2104)) ([4447d81](4447d81)) * **rulesets:** add scope validation to oas{2,3}-operation-security-defined rules ([#2538](#2538)) ([68aacd6](68aacd6)) * **rulesets:** add support for 2.5.0 AsyncAPI ([#2292](#2292)) ([0cb2e85](0cb2e85)) * **rulesets:** add traits array path to headers rule ([#2460](#2460)) ([9ceabca](9ceabca)) * **rulesets:** add unused components server rule ([#2097](#2097)) ([71b312e](71b312e)) * **rulesets:** check uniqueness of AsyncAPI messages ([#2224](#2224)) ([297531b](297531b)) * **rulesets:** check uniqueness of AsyncAPI operations ([#2121](#2121)) ([8b3cce4](8b3cce4)) * **rulesets:** improve {oas2,oas3}-valid-schema rule ([#2574](#2574)) ([8df2c36](8df2c36)) * **rulesets:** initial rulesets for the Arazzo Specification ([#2672](#2672)) ([8443232](8443232)) * **rulesets:** support 2.1.0, 2.2.0, 2.3.0 AsyncAPI versions ([#2067](#2067)) ([2f1d7bf](2f1d7bf)) * **rulesets:** support AsyncAPI 2.4 ([#2146](#2146)) ([7364b2d](7364b2d)) * **rulesets:** support AsyncAPI 2.6.0 ([#2391](#2391)) ([94a7801](94a7801)) * **rulesets:** validate API security in oas-operation-security-defined ([#2046](#2046)) ([5540250](5540250)) * **rulesets:** validate channel servers, server securities and operation securities ([#2122](#2122)) ([9accd31](9accd31)) ### Performance Improvements * **core:** bump jsonpath-plus to 7.1.0 ([#2259](#2259)) ([aacdcd7](aacdcd7))
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Fixes #2081.
Checklist
Does this PR introduce a breaking change?
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If applicable, add screenshots or gifs to help demonstrate the changes. If not applicable, remove this screenshots section before creating the PR.
Additional context
This commit modifies the oasExample function so
that example fields are removed from the schema
to be used for validation. This is needed because the presence of an "example" field in a schema
confuses ajv in certain scenarios.
References: