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Update parser to support conversion metrics #9173

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merged 8 commits into from
Dec 7, 2023
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WilliamDee
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@WilliamDee WilliamDee commented Nov 29, 2023

resolves #9203

Problem

MetricFlow will be adding support for conversion metrics dbt-labs/metricflow#252 and dbt-core needs to parse the relevant properties.

Solution

Update the parser to handle supporting the properties stated in #9203 and support parsing a new metric type CONVERSION

Checklist

  • I have read the contributing guide and understand what's expected of me
  • I have run this code in development and it appears to resolve the stated issue
  • This PR includes tests, or tests are not required/relevant for this PR
  • This PR has no interface changes (e.g. macros, cli, logs, json artifacts, config files, adapter interface, etc) or this PR has already received feedback and approval from Product or DX
  • This PR includes type annotations for new and modified functions

@cla-bot cla-bot bot added the cla:yes label Nov 29, 2023
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Thank you for your pull request! We could not find a changelog entry for this change. For details on how to document a change, see the contributing guide.

@QMalcolm QMalcolm added the Skip Changelog Skips GHA to check for changelog file label Nov 29, 2023
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This looks really good 🚀 Thank you for being so willing to jump into this. There is a bit of code in the processing of metric nodes that I think we can deduplicate. Besides that what we should do, is do an alpha or beta DSI release (0.5.0a1?) with the conversion metric updates, then we can include that in this work and add the appropriate tests 🙂

core/dbt/parser/manifest.py Outdated Show resolved Hide resolved
@WilliamDee WilliamDee force-pushed the will/conversion-metrics branch 2 times, most recently from d959f0b to 0ce4bba Compare December 4, 2023 18:55
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codecov bot commented Dec 4, 2023

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (0ab954e) 86.68% compared to head (b8ace8a) 86.65%.

Additional details and impacted files
@@            Coverage Diff             @@
##             main    #9173      +/-   ##
==========================================
- Coverage   86.68%   86.65%   -0.03%     
==========================================
  Files         179      179              
  Lines       26615    26652      +37     
==========================================
+ Hits        23070    23095      +25     
- Misses       3545     3557      +12     
Flag Coverage Δ
integration 83.53% <100.00%> (-0.09%) ⬇️
unit 65.09% <60.00%> (-0.01%) ⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

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@WilliamDee WilliamDee force-pushed the will/conversion-metrics branch from 0ce4bba to 2f23efe Compare December 4, 2023 19:16
@dbt-labs dbt-labs deleted a comment from github-actions bot Dec 4, 2023
@WilliamDee WilliamDee force-pushed the will/conversion-metrics branch 2 times, most recently from 829cdfb to 51996b4 Compare December 6, 2023 18:43
@WilliamDee WilliamDee force-pushed the will/conversion-metrics branch from 51996b4 to 028ebf8 Compare December 6, 2023 18:55
@WilliamDee WilliamDee marked this pull request as ready for review December 6, 2023 19:08
@WilliamDee WilliamDee requested review from a team as code owners December 6, 2023 19:08
@WilliamDee WilliamDee requested review from wpowers-dbt, aranke and QMalcolm and removed request for a team December 6, 2023 19:08
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This looks great! Thank you for making the changes. Could you add a changelog entry? I disabled the changelog checker for you while this was a draft PR, but it needs a changelog entry before we merge. Gonna remove the skip changelog label now.

@QMalcolm QMalcolm removed the Skip Changelog Skips GHA to check for changelog file label Dec 6, 2023
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This looks great! Thank you for making the changes. Could you add a changelog entry? I disabled the changelog checker for you while this was a draft PR, but it needs a changelog entry before we merge. Gonna remove the skip changelog label now.

@QMalcolm oops, i thought I forgot something. Added it!

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Looks good to me! Thank you again for doing all this work 🙂

@QMalcolm QMalcolm merged commit 1740df5 into main Dec 7, 2023
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@QMalcolm QMalcolm deleted the will/conversion-metrics branch December 7, 2023 18:09
@QMalcolm QMalcolm restored the will/conversion-metrics branch December 7, 2023 19:30
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github-actions bot commented Dec 7, 2023

The backport to 1.7.latest failed:

The process '/usr/bin/git' failed with exit code 1

To backport manually, run these commands in your terminal:

# Fetch latest updates from GitHub
git fetch
# Create a new working tree
git worktree add .worktrees/backport-1.7.latest 1.7.latest
# Navigate to the new working tree
cd .worktrees/backport-1.7.latest
# Create a new branch
git switch --create backport-9173-to-1.7.latest
# Cherry-pick the merged commit of this pull request and resolve the conflicts
git cherry-pick -x --mainline 1 1740df534bae3e0a639eb97df17bbb8f6ba4e704
# Push it to GitHub
git push --set-upstream origin backport-9173-to-1.7.latest
# Go back to the original working tree
cd ../..
# Delete the working tree
git worktree remove .worktrees/backport-1.7.latest

Then, create a pull request where the base branch is 1.7.latest and the compare/head branch is backport-9173-to-1.7.latest.

colin-rogers-dbt added a commit that referenced this pull request Dec 11, 2023
* moving types_pb2.py to common/events

* remove manifest from adapter.execute_macro, replace with MacroResolver + remove lazy loading

* rename to MacroResolverProtocol

* pass MacroResolverProtcol in adapter.calculate_freshness_from_metadata

* changelog entry

* fix adapter.calculate_freshness call

* add macro_context_generator on adapter

* fix adapter test setup

* changelog entry

* Update parser to support conversion metrics (#9173)

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* version bump on DSI

* comment back manifest generating line

* updated v12 schemas

* added tests

* added changelog

* Add typing for macro_context_generator, fix query_header_context

---------

Co-authored-by: Colin <colin.rogers@dbtlabs.com>
Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>
QMalcolm added a commit that referenced this pull request Dec 11, 2023
  (#9255)

* Move minimum DSI version to 0.4.2

We're backporting a feature "conversion metrics" to 1.7. Conversion
metrics don't exist in DSI < 0.4.2 which is problematic if we allow
for those versions. This ensures that those who are on a version of
1.7 that supports conversion metrics will also have the requisit version
of DSI.

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* added tests

* added changelog

* Regenerate v11 manifest jsonschema to include conversion metrics definition

* Regenerate v11 manifest test artifact for testing version compatability

---------

Co-authored-by: Will Deng <william.deng14@gmail.com>
colin-rogers-dbt added a commit that referenced this pull request Dec 20, 2023
* moving types_pb2.py to common/events

* Update parser to support conversion metrics (#9173)

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* version bump on DSI

* comment back manifest generating line

* updated v12 schemas

* added tests

* added changelog

* Remove `--dry-run` flag from `dbt deps` (#9169)

* Rm --dry-run flag for dbt deps

* Add changelog entry

* Update test

* PR feedback

* adding clean_up methods to basic and unique_id tests (#9195)

* init attempt of adding clean_up methods to basic and unique_id tests

* swapping cleanup method drop of test_schema to unique_schema to test breakage on docs_generate test

* moving the clean_up method down into class BaseDocsGenerate

* remove drop relation for unique_schema

* manually define alternate_schema for clean_up as not being seen as part of project_config

* add changelog

* remove unneeded changelog

* uncomment line that generates new manifest and delete manifest our changes created

* make sure the manifest test is deleted and readd older version of manifest.json to appease test

* manually revert file to previous commit

* Revert "manually revert file to previous commit"

This reverts commit a755419.

---------

Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>
Co-authored-by: Jeremy Cohen <jeremy@dbtlabs.com>
Co-authored-by: Matthew McKnight <91097623+McKnight-42@users.noreply.github.com>
colin-rogers-dbt added a commit that referenced this pull request Dec 22, 2023
* moving types_pb2.py to common/events

* Update parser to support conversion metrics (#9173)

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* version bump on DSI

* comment back manifest generating line

* updated v12 schemas

* added tests

* added changelog

* Remove `--dry-run` flag from `dbt deps` (#9169)

* Rm --dry-run flag for dbt deps

* Add changelog entry

* Update test

* PR feedback

* adding clean_up methods to basic and unique_id tests (#9195)

* init attempt of adding clean_up methods to basic and unique_id tests

* swapping cleanup method drop of test_schema to unique_schema to test breakage on docs_generate test

* moving the clean_up method down into class BaseDocsGenerate

* remove drop relation for unique_schema

* manually define alternate_schema for clean_up as not being seen as part of project_config

* add changelog

* remove unneeded changelog

* uncomment line that generates new manifest and delete manifest our changes created

* make sure the manifest test is deleted and readd older version of manifest.json to appease test

* manually revert file to previous commit

* Revert "manually revert file to previous commit"

This reverts commit a755419.

---------

Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>
Co-authored-by: Jeremy Cohen <jeremy@dbtlabs.com>
Co-authored-by: Matthew McKnight <91097623+McKnight-42@users.noreply.github.com>
colin-rogers-dbt added a commit that referenced this pull request Dec 22, 2023
* Update parser to support conversion metrics (#9173)

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* version bump on DSI

* comment back manifest generating line

* updated v12 schemas

* added tests

* added changelog

* Remove `--dry-run` flag from `dbt deps` (#9169)

* Rm --dry-run flag for dbt deps

* Add changelog entry

* Update test

* PR feedback

* adding clean_up methods to basic and unique_id tests (#9195)

* init attempt of adding clean_up methods to basic and unique_id tests

* swapping cleanup method drop of test_schema to unique_schema to test breakage on docs_generate test

* moving the clean_up method down into class BaseDocsGenerate

* remove drop relation for unique_schema

* manually define alternate_schema for clean_up as not being seen as part of project_config

* add changelog

* remove unneeded changelog

* uncomment line that generates new manifest and delete manifest our changes created

* make sure the manifest test is deleted and readd older version of manifest.json to appease test

* manually revert file to previous commit

* Revert "manually revert file to previous commit"

This reverts commit a755419.

---------

Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>
Co-authored-by: Jeremy Cohen <jeremy@dbtlabs.com>
Co-authored-by: Matthew McKnight <91097623+McKnight-42@users.noreply.github.com>
colin-rogers-dbt added a commit that referenced this pull request Dec 22, 2023
* remove dbt.contracts.connection imports from adapter module

* Move events to common (#8676)

* Move events to common

* More Type Annotations (#8536)

* Extend use of type annotations in the events module.

* Add return type of None to more __init__ definitions.

* Still more type annotations adding -> None to __init__

* Tweak per review

* Allow adapters to include python package logging in dbt logs (#8643)

* add set_package_log_level functionality

* set package handler

* set package handler

* add logging about stting up logging

* test event log handler

* add event log handler

* add event log level

* rename package and add unit tests

* revert logfile config change

* cleanup and add code comments

* add changie

* swap function for dict

* add additional unit tests

* fix unit test

* update README and protos

* fix formatting

* update precommit

---------

Co-authored-by: Peter Webb <peter.webb@dbtlabs.com>

* fix import

* move types_pb2.py from events to common/events

* move agate_helper into common

* Add utils module (#8910)

* moving types_pb2.py to common/events

* split out utils into core/common/adapters

* add changie

* remove usage of dbt.config.PartialProject from dbt/adapters (#8909)

* remove usage of dbt.config.PartialProject from dbt/adapters

* add changie

---------

Co-authored-by: Colin <colin.rogers@dbtlabs.com>

* move agate_helper unit tests under tests/unit/common

* move agate_helper into common (#8911)

* move agate_helper into common

* add changie

---------

Co-authored-by: Colin <colin.rogers@dbtlabs.com>

* remove dbt.flags.MP_CONTEXT usage in dbt/adapters (#8931)

* remove dbt.flags.LOG_CACHE_EVENTS usage in dbt/adapters (#8933)

* Refactor Base Exceptions (#8989)

* moving types_pb2.py to common/events

* Refactor Base Exceptions

* update make_log_dir_if_missing to handle str

* move remaining adapters exception imports to common/adapters
---------

Co-authored-by: Michelle Ark <michelle.ark@dbtlabs.com>

* Remove usage of dbt.deprecations in dbt/adapters, enable core & adapter-specific (#9051)

* Decouple adapter constraints from core (#9054)

* Move constraints to dbt.common

* Move constraints to contracts folder, per review

* Add a changelog entry.

* move include/global_project to adapters (#8930)

* remove adapter.get_compiler (#9134)

* Move adapter logger to adapters (#9165)

* moving types_pb2.py to common/events

* Move AdapterLogger to adapter folder

* add changie

* delete accidentally merged types_pb2.py

* Move the semver package to common and alter references. (#9166)

* Move the semver package to common and alter references.

* Alter leftover references to dbt.semver, this time using from syntax.

---------

Co-authored-by: Mila Page <versusfacit@users.noreply.github.com>

* Refactor EventManager setup and interaction (#9180)

* moving types_pb2.py to common/events

* move event manager setup back to core, remove ref to global EVENT_MANAGER and clean up event manager functions

* move invocation_id from events to first class common concept

* move lowercase utils to common

* move lowercase utils to common

* ref CAPTURE_STREAM through method

* add changie

* first pass: adapter migration script (#9160)

* Decouple macro generator from adapters (#9149)

* Remove usage of dbt.contracts.relation in dbt/adapters (#9207)

* Remove ResultNode usage from connections (#9211)

* Add RelationConfig Protocol for use in Relation.create_from (#9210)

* move relation contract to dbt.adapters

* changelog entry

* first pass: clean up relation.create_from

* type ignores

* type ignore

* changelog entry

* update RelationConfig variable names

* Merge main into feature/decouple-adapters-from-core (#9240)

* moving types_pb2.py to common/events

* Restore warning on unpinned git packages (#9157)

* Support --empty flag for schema-only dry runs (#8971)

* Fix ensuring we produce valid jsonschema artifacts for manifest, catalog, sources, and run-results (#9155)

* Drop `all_refs=True` from jsonschema-ization build process

Passing `all_refs=True` makes it so that Everything is a ref, even
the top level schema. In jsonschema land, this essentially makes the
produced artifact not a full schema, but a fractal object to be included
in a schema. Thus when `$id` is passed in, jsonschema tools blow up
because `$id` is for identifying a schema, which we explicitly weren't
creating. The alternative was to drop the inclusion of `$id`. Howver, we're
intending to create a schema, and having an `$id` is recommended best
practice. Additionally since we were intending to create a schema,
not a fractal, it seemed best to create to full schema.

* Explicity produce jsonschemas using DRAFT_2020_12 dialect

Previously were were implicitly using the `DRAFT_2020_12` dialect through
mashumaro. It felt wise to begin explicitly specifying this. First, it
is closest in available mashumaro provided dialects to what we produced
pre 1.7. Secondly, if mashumaro changes its default for whatever reason
(say a new dialect is added, and mashumaro moves to that), we don't want
to automatically inherit that.

* Bump manifest version to v12

Core 1.7 released with manifest v11, and we don't want to be overriding
that with 1.8. It'd be weird for 1.7 and 1.8 to both have v11 manifests,
but for them to be different, right?

* Begin including schema dialect specification in produced jsonschema

In jsonschema's documentation they state
> It's not always easy to tell which draft a JSON Schema is using.
> You can use the $schema keyword to declare which version of the JSON Schema specification the schema is written to.
> It's generally good practice to include it, though it is not required.

and

> For brevity, the $schema keyword isn't included in most of the examples in this book, but it should always be used in the real world.

Basically, to know how to parse a schema, it's important to include what
schema dialect is being used for the schema specification. The change in
this commit ensures we include that information.

* Create manifest v12 jsonschema specification

* Add change documentation for jsonschema schema production fix

* Bump run-results version to v6

* Generate new v6 run-results jsonschema

* Regenerate catalog v1 and sources v3 with fixed jsonschema production

* Update tests to handle bumped versions of manifest and run-results

---------

Co-authored-by: Jeremy Cohen <jeremy@dbtlabs.com>
Co-authored-by: Michelle Ark <MichelleArk@users.noreply.github.com>
Co-authored-by: Quigley Malcolm <QMalcolm@users.noreply.github.com>

* Move BaseConfig to Common (#9224)

* moving types_pb2.py to common/events

* move BaseConfig and assorted dependencies to common

* move ShowBehavior and OnConfigurationChange to common

* add changie

* Remove manifest from catalog and connection method signatures (#9242)

* Add MacroResolverProtocol, remove lazy loading of manifest in adapter.execute_macro (#9243)

* remove manifest from adapter.execute_macro, replace with MacroResolver + remove lazy loading

* rename to MacroResolverProtocol

* pass MacroResolverProtcol in adapter.calculate_freshness_from_metadata

* changelog entry

* fix adapter.calculate_freshness call

* pass context to MacroQueryStringSetter (#9248)

* moving types_pb2.py to common/events

* remove manifest from adapter.execute_macro, replace with MacroResolver + remove lazy loading

* rename to MacroResolverProtocol

* pass MacroResolverProtcol in adapter.calculate_freshness_from_metadata

* changelog entry

* fix adapter.calculate_freshness call

* pass context to MacroQueryStringSetter

* changelog entry

---------

Co-authored-by: Colin <colin.rogers@dbtlabs.com>

* add macro_context_generator on adapter (#9251)

* moving types_pb2.py to common/events

* remove manifest from adapter.execute_macro, replace with MacroResolver + remove lazy loading

* rename to MacroResolverProtocol

* pass MacroResolverProtcol in adapter.calculate_freshness_from_metadata

* changelog entry

* fix adapter.calculate_freshness call

* add macro_context_generator on adapter

* fix adapter test setup

* changelog entry

* Update parser to support conversion metrics (#9173)

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* version bump on DSI

* comment back manifest generating line

* updated v12 schemas

* added tests

* added changelog

* Add typing for macro_context_generator, fix query_header_context

---------

Co-authored-by: Colin <colin.rogers@dbtlabs.com>
Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>

* Pass mp_context to adapter factory (#9275)

* moving types_pb2.py to common/events

* require core to pass mp_context to adapter factory

* add changie

* fix SpawnContext annotation

* Fix include for decoupling (#9286)

* moving types_pb2.py to common/events

* fix include path in MANIFEST.in

* Fix include for decoupling (#9288)

* moving types_pb2.py to common/events

* fix include path in MANIFEST.in

* add index.html to in MANIFEST.in

* move system client to common (#9294)

* moving types_pb2.py to common/events

* move system.py to common

* add changie update README

* remove dbt.utils from semver.py

* remove aliasing connection_exception_retry

* Update materialized views to use RelationConfigs and remove refs to dbt.utils (#9291)

* moving types_pb2.py to common/events

* add AdapterRuntimeConfig protocol and clean up dbt-postgress core imports

* add changie

* remove AdapterRuntimeConfig

* update changelog

* Add config field to RelationConfig (#9300)

* moving types_pb2.py to common/events

* add config field to RelationConfig

* merge main into feature/decouple-adapters-from-core (#9305)

* moving types_pb2.py to common/events

* Update parser to support conversion metrics (#9173)

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* version bump on DSI

* comment back manifest generating line

* updated v12 schemas

* added tests

* added changelog

* Remove `--dry-run` flag from `dbt deps` (#9169)

* Rm --dry-run flag for dbt deps

* Add changelog entry

* Update test

* PR feedback

* adding clean_up methods to basic and unique_id tests (#9195)

* init attempt of adding clean_up methods to basic and unique_id tests

* swapping cleanup method drop of test_schema to unique_schema to test breakage on docs_generate test

* moving the clean_up method down into class BaseDocsGenerate

* remove drop relation for unique_schema

* manually define alternate_schema for clean_up as not being seen as part of project_config

* add changelog

* remove unneeded changelog

* uncomment line that generates new manifest and delete manifest our changes created

* make sure the manifest test is deleted and readd older version of manifest.json to appease test

* manually revert file to previous commit

* Revert "manually revert file to previous commit"

This reverts commit a755419.

---------

Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>
Co-authored-by: Jeremy Cohen <jeremy@dbtlabs.com>
Co-authored-by: Matthew McKnight <91097623+McKnight-42@users.noreply.github.com>

* resolve merge conflict on unparsed.py (#9309)

* moving types_pb2.py to common/events

* Update parser to support conversion metrics (#9173)

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* version bump on DSI

* comment back manifest generating line

* updated v12 schemas

* added tests

* added changelog

* Remove `--dry-run` flag from `dbt deps` (#9169)

* Rm --dry-run flag for dbt deps

* Add changelog entry

* Update test

* PR feedback

* adding clean_up methods to basic and unique_id tests (#9195)

* init attempt of adding clean_up methods to basic and unique_id tests

* swapping cleanup method drop of test_schema to unique_schema to test breakage on docs_generate test

* moving the clean_up method down into class BaseDocsGenerate

* remove drop relation for unique_schema

* manually define alternate_schema for clean_up as not being seen as part of project_config

* add changelog

* remove unneeded changelog

* uncomment line that generates new manifest and delete manifest our changes created

* make sure the manifest test is deleted and readd older version of manifest.json to appease test

* manually revert file to previous commit

* Revert "manually revert file to previous commit"

This reverts commit a755419.

---------

Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>
Co-authored-by: Jeremy Cohen <jeremy@dbtlabs.com>
Co-authored-by: Matthew McKnight <91097623+McKnight-42@users.noreply.github.com>

* Resolve unparsed.py conflict (#9311)

* Update parser to support conversion metrics (#9173)

* added ConversionTypeParams classes

* updated parser for ConversionTypeParams

* added step to populate input_measure for conversion metrics

* version bump on DSI

* comment back manifest generating line

* updated v12 schemas

* added tests

* added changelog

* Remove `--dry-run` flag from `dbt deps` (#9169)

* Rm --dry-run flag for dbt deps

* Add changelog entry

* Update test

* PR feedback

* adding clean_up methods to basic and unique_id tests (#9195)

* init attempt of adding clean_up methods to basic and unique_id tests

* swapping cleanup method drop of test_schema to unique_schema to test breakage on docs_generate test

* moving the clean_up method down into class BaseDocsGenerate

* remove drop relation for unique_schema

* manually define alternate_schema for clean_up as not being seen as part of project_config

* add changelog

* remove unneeded changelog

* uncomment line that generates new manifest and delete manifest our changes created

* make sure the manifest test is deleted and readd older version of manifest.json to appease test

* manually revert file to previous commit

* Revert "manually revert file to previous commit"

This reverts commit a755419.

---------

Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>
Co-authored-by: Jeremy Cohen <jeremy@dbtlabs.com>
Co-authored-by: Matthew McKnight <91097623+McKnight-42@users.noreply.github.com>

---------

Co-authored-by: colin-rogers-dbt <111200756+colin-rogers-dbt@users.noreply.github.com>
Co-authored-by: Peter Webb <peter.webb@dbtlabs.com>
Co-authored-by: Colin <colin.rogers@dbtlabs.com>
Co-authored-by: Mila Page <67295367+VersusFacit@users.noreply.github.com>
Co-authored-by: Mila Page <versusfacit@users.noreply.github.com>
Co-authored-by: Jeremy Cohen <jeremy@dbtlabs.com>
Co-authored-by: Quigley Malcolm <QMalcolm@users.noreply.github.com>
Co-authored-by: William Deng <33618746+WilliamDee@users.noreply.github.com>
Co-authored-by: Matthew McKnight <91097623+McKnight-42@users.noreply.github.com>
Co-authored-by: Chenyu Li <chenyu.li@dbtlabs.com>
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[CT-3448] Conversion Metrics
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