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Schema Inferencing should happen at apply time #1646

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mavysavydav
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What this PR does / why we need it:
#1645

Which issue(s) this PR fixes:

Fixes #1645

Does this PR introduce a user-facing change?:

None

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Hi @mavysavydav. Thanks for your PR.

I'm waiting for a feast-dev member to verify that this patch is reasonable to test. If it is, they should reply with /ok-to-test on its own line. Until that is done, I will not automatically test new commits in this PR, but the usual testing commands by org members will still work. Regular contributors should join the org to skip this step.

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codecov-commenter commented Jun 13, 2021

Codecov Report

Merging #1646 (9a854bf) into master (a708915) will decrease coverage by 0.02%.
The diff coverage is 89.70%.

Impacted file tree graph

@@            Coverage Diff             @@
##           master    #1646      +/-   ##
==========================================
- Coverage   83.54%   83.51%   -0.03%     
==========================================
  Files          71       71              
  Lines        6173     6195      +22     
==========================================
+ Hits         5157     5174      +17     
- Misses       1016     1021       +5     
Flag Coverage Δ
integrationtests 83.43% <89.70%> (-0.03%) ⬇️
unittests 76.10% <39.70%> (-0.15%) ⬇️

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

Impacted Files Coverage Δ
sdk/python/feast/repo_operations.py 31.70% <25.00%> (-0.48%) ⬇️
sdk/python/feast/data_source.py 78.15% <75.00%> (-0.63%) ⬇️
sdk/python/feast/feature_view.py 89.10% <90.00%> (+0.22%) ⬆️
sdk/python/feast/inference.py 93.47% <92.30%> (-1.98%) ⬇️
sdk/python/feast/errors.py 68.75% <100.00%> (+2.08%) ⬆️
sdk/python/feast/feature_store.py 93.04% <100.00%> (+0.09%) ⬆️
sdk/python/tests/test_inference.py 100.00% <100.00%> (ø)
sdk/python/tests/utils/data_source_utils.py 100.00% <100.00%> (ø)
sdk/python/feast/type_map.py 41.25% <0.00%> (-1.40%) ⬇️

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achals commented Jun 13, 2021

/ok-to-test

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Thanks for the PR @mavysavydav ! Left some comments about some cases that I wasn't sure are covered elsewhere in the codebase or not. Looks good otherwise!

@@ -598,7 +563,7 @@ def __init__(
self._file_options = FileOptions(file_format=file_format, file_url=file_url)

super().__init__(
event_timestamp_column or self._infer_event_timestamp_column(r"^timestamp"),
event_timestamp_column or "",
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can this just be None instead of an empty string?

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yep can delete the "or ""' part. Just need to change default value for event_timestamp_column of base class (DataSource) to None instead of "". Was hesitant to change base class param since didn't know if the use of "" was intentional.

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oh actually, it seems like the data source base class doesn't have event_timestamp_column as optional so its type is str instead of Option[str]. The subclasses constructors use Option[str] so when passing to the supers' constructor need to handle the type checking and or "" turns the type from a Option[str] to str. I'll add comments to make it clear this is for type checking.

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Could we make the event_timestamp_column optional in the base data source class? I think that would be reasonable if possible.

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yep can do. Was thinking that not all subclasses of DataSource base class is guaranteed to have inference so maybe from an interface point of view, it's good to communicate that DataSource actually needs a event_timestamp_column.

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resolved on slack. Achal - "I think that the subclasses can add additional assertions as per their requirements, but the base class should be more broad". Will make the change

@@ -672,8 +637,7 @@ def __init__(
self._bigquery_options = BigQueryOptions(table_ref=table_ref, query=query)

super().__init__(
event_timestamp_column
or self._infer_event_timestamp_column("TIMESTAMP|DATETIME"),
event_timestamp_column or "",
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Same comment, any reason to use an empty string instead of None?

sdk/python/feast/inference.py Show resolved Hide resolved
sdk/python/feast/inference.py Outdated Show resolved Hide resolved
sdk/python/feast/feature_view.py Show resolved Hide resolved
infer_event_timestamp_column_for_data_sources(
[view.input for view in repo.feature_views]
)
for view in repo.feature_views:
view.infer_features_from_input_source()

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Is there an ordering requirement that these be put up here? I think that in lines 162-166 below, we validate if the data sources are even supported (and in #1627, whether the BQ tables even exist). I'm happy to change the order in #1627 later, but wanted to ask now about whether order matters.

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good call

@mavysavydav
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/retest

@mavysavydav mavysavydav requested a review from achals June 16, 2021 00:13
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mavysavydav commented Jun 16, 2021

Unsure why telemetry is failing @achals

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
…es in place

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
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achals commented Jun 18, 2021

/retest

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achals commented Jun 18, 2021

Thanks for the patience @mavysavydav! I only have one suggestion, and I think this will be good to merge.

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
@mavysavydav mavysavydav force-pushed the inferenceImprovementsAndRefactor branch from c72f013 to 9a854bf Compare June 18, 2021 20:05
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/lgtm

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[APPROVALNOTIFIER] This PR is APPROVED

This pull-request has been approved by: achals, mavysavydav

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@achals achals changed the title Inferencing improvements and refactor (e.g. should happen at apply time) Schema Inferencing improvements should happen at apply time Jun 18, 2021
@achals achals changed the title Schema Inferencing improvements should happen at apply time Schema Inferencing should happen at apply time Jun 18, 2021
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/kind bug

@feast-ci-bot feast-ci-bot merged commit c50a36e into feast-dev:master Jun 18, 2021
Mwad22 pushed a commit to Mwad22/feast that referenced this pull request Jul 7, 2021
* wip1

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* just need to do clean up

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* linted

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* improve test coverage

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* changed placement of inference methods in repo_operation apply_total

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* updated inference method name + changed to void return since it updates in place

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* fixed integration test and added comments

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* Made DataSource event_timestamp_column optional

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>
feast-ci-bot pushed a commit that referenced this pull request Jul 8, 2021
…on to include feature view name in feature naming. (#1641)

* test

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* refactored existing tests to test full_feature_names feature on data retreival, added new tests also.

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* removed full_feature_names usage from quickstart and README to have more simple examples. Resolved failing tests.

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Update CHANGELOG for Feast v0.10.8

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* GitBook: [master] 2 pages modified

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Schema Inferencing should happen at apply time (#1646)

* wip1

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* just need to do clean up

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* linted

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* improve test coverage

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* changed placement of inference methods in repo_operation apply_total

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* updated inference method name + changed to void return since it updates in place

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* fixed integration test and added comments

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* Made DataSource event_timestamp_column optional

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* GitBook: [master] 80 pages modified

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* GitBook: [master] 80 pages modified

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Provide descriptive error on invalid table reference (#1627)

* Initial commit to catch nonexistent table

Signed-off-by: Cody Lin <codyjlin@yahoo.com>
Signed-off-by: Cody Lin <codyl@twitter.com>

* simplify nonexistent BQ table test

Signed-off-by: Cody Lin <codyl@twitter.com>

* clean up table_exists exception

Signed-off-by: Cody Lin <codyl@twitter.com>

* remove unneeded variable

Signed-off-by: Cody Lin <codyl@twitter.com>

* function name change to _assert_table_exists

Signed-off-by: Cody Lin <codyl@twitter.com>

* Initial commit to catch nonexistent table

Signed-off-by: Cody Lin <codyjlin@yahoo.com>
Signed-off-by: Cody Lin <codyl@twitter.com>

* simplify nonexistent BQ table test

Signed-off-by: Cody Lin <codyl@twitter.com>

* clean up table_exists exception

Signed-off-by: Cody Lin <codyl@twitter.com>

* function name change to _assert_table_exists

Signed-off-by: Cody Lin <codyl@twitter.com>

* fix lint errors and rebase

Signed-off-by: Cody Lin <codyl@twitter.com>

* Fix get_table(None) error

Signed-off-by: Cody Lin <codyl@twitter.com>

* custom exception for both missing file and BQ source

Signed-off-by: Cody Lin <codyl@twitter.com>

* revert FileSource checks

Signed-off-by: Cody Lin <codyl@twitter.com>

* Use DataSourceNotFoundException instead of subclassing

Signed-off-by: Cody Lin <codyl@twitter.com>

* Moved assert_table_exists out of the BQ constructor to apply_total

Signed-off-by: Cody Lin <codyl@twitter.com>

* rename test and test asset

Signed-off-by: Cody Lin <codyl@twitter.com>

* move validate logic back to data_source

Signed-off-by: Cody Lin <codyl@twitter.com>

* fixed tests

Signed-off-by: Cody Lin <codyl@twitter.com>

* Set pytest.integration for tests that access BQ

Signed-off-by: Cody Lin <codyl@twitter.com>

* Import pytest in failed test files

Signed-off-by: Cody Lin <codyl@twitter.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Refactor OnlineStoreConfig classes into owning modules (#1649)

* Refactor OnlineStoreConfig classes into owning modules

Signed-off-by: Achal Shah <achals@gmail.com>

* make format

Signed-off-by: Achal Shah <achals@gmail.com>

* Move redis too

Signed-off-by: Achal Shah <achals@gmail.com>

* update test_telemetery

Signed-off-by: Achal Shah <achals@gmail.com>

* add a create_repo_config method that should be called instead of RepoConfig ctor directly

Signed-off-by: Achal Shah <achals@gmail.com>

* fix the table reference in repo_operations

Signed-off-by: Achal Shah <achals@gmail.com>

* reuse create_repo_config

Signed-off-by: Achal Shah <achals@gmail.com>

Remove redis provider reference

* CR comments

Signed-off-by: Achal Shah <achals@gmail.com>

* Remove create_repo_config in favor of __init__

Signed-off-by: Achal Shah <achals@gmail.com>

* make format

Signed-off-by: Achal Shah <achals@gmail.com>

* Remove print statement

Signed-off-by: Achal Shah <achals@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Possibility to specify a project for BigQuery queries (#1656)

Signed-off-by: Matt Delacour <matt.delacour@shopify.com>

Co-authored-by: Achal Shah <achals@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Refactor OfflineStoreConfig classes into their owning modules (#1657)

* Refactor OfflineStoreConfig classes into their owning modules

Signed-off-by: Achal Shah <achals@gmail.com>

* Fix error string

Signed-off-by: Achal Shah <achals@gmail.com>

* Generic error class

Signed-off-by: Achal Shah <achals@gmail.com>

* Merge conflicts

Signed-off-by: Achal Shah <achals@gmail.com>

* make the store type work, and add a test that uses the fully qualified name of the OnlineStore

Signed-off-by: Achal Shah <achals@gmail.com>

* Address comments from previous PR

Signed-off-by: Achal Shah <achals@gmail.com>

* CR updates

Signed-off-by: Achal Shah <achals@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Run python unit tests in parallel (#1652)

Signed-off-by: Achal Shah <achals@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Rename telemetry to usage (#1660)

* Rename telemetry to usage

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

* Update docs

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

* Update .prow and infra

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

* Rename file

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

* Change url

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

* Re-add telemetry.md for backwards-compatibility

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* resolved final comments on PR (variable renaming, refactor tests)

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* reformatted after merge conflict

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Update CHANGELOG for Feast v0.11.0

Signed-off-by: Willem Pienaar <git@willem.co>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Update charts README (#1659)

Adding feast jupyter link to it.

+ Fix the helm 'feast-serving' name in aws/azure terraform.

Signed-off-by: szalai1 <szalaipeti.vagyok@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Added Redis to list of online stores for local provider in providers reference doc. (#1668)

Signed-off-by: Nel Swanepoel <c.swanepoel@ucl.ac.uk>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Grouped inferencing statements together in apply methods for easier readability (#1667)

* grouped inferencing statements together

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>

* update in testing

Signed-off-by: David Y Liu <davidyliuliu@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Add RedshiftDataSource (#1669)

* Add RedshiftDataSource

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

* Call parent __init__ first

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Provide the user with more options for setting the to_bigquery config (#1661)

* Provide more options for to_bigquery config

Signed-off-by: Cody Lin <codyl@twitter.com>

* Fix default job_config when none; remove excessive testing

Signed-off-by: Cody Lin <codyl@twitter.com>

* Add param type and docstring

Signed-off-by: Cody Lin <codyl@twitter.com>

* add docstrings and typing

Signed-off-by: Cody Lin <codyl@twitter.com>

* Apply docstring suggestions from code review

Co-authored-by: Willem Pienaar <6728866+woop@users.noreply.github.com>
Signed-off-by: Cody Lin <codyjlin@yahoomail.com>

Co-authored-by: Willem Pienaar <6728866+woop@users.noreply.github.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Add streaming sources to the FeatureView API (#1664)

* Add a streaming source to the FeatureView API

This diff only updates the API. It is currently up to the providers to actually use this information to spin up resources to consume events from the stream sources.

Signed-off-by: Achal Shah <achals@gmail.com>

* remove stuff from rebase

Signed-off-by: Achal Shah <achals@gmail.com>

* make format

Signed-off-by: Achal Shah <achals@gmail.com>

* Update protos

Signed-off-by: Achal Shah <achals@gmail.com>

* lint

Signed-off-by: Achal Shah <achals@gmail.com>

* format

Signed-off-by: Achal Shah <achals@gmail.com>

* CR

Signed-off-by: Achal Shah <achals@gmail.com>

* fix test

Signed-off-by: Achal Shah <achals@gmail.com>

* lint

Signed-off-by: Achal Shah <achals@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Add to_table() to RetrievalJob object (#1663)

* Add notion of OfflineJob

Signed-off-by: Matt Delacour <matt.delacour@shopify.com>

* Use RetrievalJob instead of creating a new OfflineJob object

Signed-off-by: Matt Delacour <matt.delacour@shopify.com>

* Add to_table() in integration tests

Signed-off-by: Matt Delacour <matt.delacour@shopify.com>

Co-authored-by: Tsotne Tabidze <tsotne@tecton.ai>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Rename to_table to to_arrow (#1671)

Signed-off-by: Matt Delacour <matt.delacour@shopify.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Cancel BigQuery job if timeout hits (#1672)

* Cancel BigQuery job if timedout hits

Signed-off-by: Matt Delacour <matt.delacour@shopify.com>

* Fix typo

Signed-off-by: Matt Delacour <matt.delacour@shopify.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Fix Feature References example (#1674)

Fix Feature References example by passing `entity_rows` to `get_online_features()`

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Allow strings for online/offline store instead of dicts (#1673)

Signed-off-by: Achal Shah <achals@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Remove default list from the FeatureView constructor (#1679)

Signed-off-by: Achal Shah <achals@gmail.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* made changes requested by @tsotnet

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Fix unit tests that got broken by Pandas 1.3.0 release (#1683)

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Add support for DynamoDB and S3 registry (#1483)

* Add support for DynamoDB and S3 registry

Signed-off-by: lblokhin <lenin133@yandex.ru>

* rcu and wcu as a parameter of dynamodb online store

Signed-off-by: lblokhin <lenin133@yandex.ru>

* fix linter

Signed-off-by: lblokhin <lenin133@yandex.ru>

* aws dependency to extras

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* FEAST_S3_ENDPOINT_URL

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* tests

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* fix signature, after merge

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* aws default region name configurable

Signed-off-by: lblokhin <lenin133@yandex.ru>

* add offlinestore config type to test

Signed-off-by: lblokhin <lenin133@yandex.ru>

* review changes

Signed-off-by: lblokhin <lenin133@yandex.ru>

* review requested changes

Signed-off-by: lblokhin <lenin133@yandex.ru>

* integration test for Dynamo

Signed-off-by: lblokhin <lenin133@yandex.ru>

* change the rest of table_name to table_instance (where table_name is actually an instance of DynamoDB Table object)

Signed-off-by: lblokhin <lenin133@yandex.ru>

* fix DynamoDBOnlineStore commit

Signed-off-by: lblokhin <lenin133@yandex.ru>

* move client to _initialize_dynamodb

Signed-off-by: lblokhin <lenin133@yandex.ru>

* rename document_id to entity_id and Row to entity_id

Signed-off-by: lblokhin <lenin133@yandex.ru>

* The default value is None

Signed-off-by: lblokhin <lenin133@yandex.ru>

* Remove Datastore from the docstring.

Signed-off-by: lblokhin <lenin133@yandex.ru>

* get rid of the return call from S3RegistryStore

Signed-off-by: lblokhin <lenin133@yandex.ru>

* merge two exceptions

Signed-off-by: lblokhin <lenin133@yandex.ru>

* For ci requirement

Signed-off-by: lblokhin <lenin133@yandex.ru>

* remove configuration from test

Signed-off-by: lblokhin <lenin133@yandex.ru>

* feast-integration-tests for tests

Signed-off-by: lblokhin <lenin133@yandex.ru>

* change test path

Signed-off-by: lblokhin <lenin133@yandex.ru>

* add fixture feature_store_with_s3_registry to test

Signed-off-by: lblokhin <lenin133@yandex.ru>

* region required

Signed-off-by: lblokhin <lenin133@yandex.ru>

* Address the rest of the comments

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

* Update to_table to to_arrow

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

Co-authored-by: Tsotne Tabidze <tsotne@tecton.ai>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Parallelize integration tests (#1684)

* Parallelize integration tests

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>

* Update the usage flag

Signed-off-by: Tsotne Tabidze <tsotne@tecton.ai>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* BQ exception should be raised first before we check the timedout (#1675)

Signed-off-by: Matt Delacour <matt.delacour@shopify.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Update sdk/python/feast/infra/provider.py

Co-authored-by: Willem Pienaar <6728866+woop@users.noreply.github.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Update sdk/python/feast/feature_store.py

Co-authored-by: Willem Pienaar <6728866+woop@users.noreply.github.com>
Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* made error logic/messages more descriptive

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* made error logic/messages more descriptive.

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* Simplified error messages

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* ran formatter, issue in errors.py

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* python linter issues resolved

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* removed unnecessary default assignment in get_historical_features. default now set only in feature_store.py

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

* added error message assertion for feature name collisions, and other nitpick changes

Signed-off-by: Mwad22 <51929507+Mwad22@users.noreply.github.com>

Co-authored-by: David Y Liu <davidyliuliu@gmail.com>
Co-authored-by: Tsotne Tabidze <tsotne@tecton.ai>
Co-authored-by: Achal Shah <achals@gmail.com>
Co-authored-by: David Y Liu <7172604+mavysavydav@users.noreply.github.com>
Co-authored-by: Willem Pienaar <github@willem.co>
Co-authored-by: codyjlin <31944154+codyjlin@users.noreply.github.com>
Co-authored-by: Matt Delacour <MattDelac@users.noreply.github.com>
Co-authored-by: Willem Pienaar <git@willem.co>
Co-authored-by: Peter Szalai <szalaipeti.vagyok@gmail.com>
Co-authored-by: Nel Swanepoel <nels@users.noreply.github.com>
Co-authored-by: Willem Pienaar <6728866+woop@users.noreply.github.com>
Co-authored-by: Greg Kuhlmann <greg.kuhlmann@gmail.com>
Co-authored-by: Leonid <lenin133@yandex.ru>
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Clean up inferencing code
5 participants