Repository: mlflow/mlflow

Issue:
Typos
| Line                                                             | Typo          | Assignee         | PR    |
| :--------------------------------------------------------------- | :------------ | :--------------- | :---- |
| [dev/set_matrix.py#l304]                                         | exisiting     | @shaikmoeed      | #5730 |
| [mlflow/projects/databricks.py#L21]                              | avaialable    | @shaikmoeed      | #5730 |
| [tests/store/tracking/__init__.py#L10]                           | overriden     | @shaikmoeed      | #5730 |
| [dev/update_ml_package_versions.py#L122]                         | exlucde       | @lucalves        | #5734 |
| [dev/update_pypi_package_index.py#L3]                            | depenndencies | @lucalves        | #5734 |
| [mlflow/models/utils.py#l54]                                     | matric        | @lucalves        | #5734 |
| [mlflow/projects/utils.py#l186]                                  | availble      | @kzhang01        | #5743 |
| [mlflow/server/handlers.py#l726]                                 | entites       | @kzhang01        | #5743 |
| [mlflow/tracking/context/registry.py#L72]                        | dicitonary    | @kzhang01        | #5743 |
| [mlflow/tracking/request_header/registry.py#l56]                 | dicitonary    | @subramaniam02   | #5735 |
| [mlflow/store/artifact/s3_artifact_repo.py#l35]                  | consmption    | @subramaniam02   | #5735 |
| [tests/store/tracking/test_sqlalchemy_store.py#l2054]            | attibutes     | @subramaniam02   | #5735 |
| [mlflow/sklearn/__init__.py#l1518]                               | relatinoship  | @akaigraham      | #5746 |
| [mlflow/server/__init__.py#l17]                                  | intenrnal     | @akaigraham      | #5746 |
| [mlflow/fastai/__init__.py#l441]                                 | capabilites   | @akaigraham      | #5746 |
| [mlflow/sklearn/utils.py#l809]                                   | actuall       | @zhixuanevelynwu | #5747 |
| [tests/spark/autologging/ml/test_pyspark_ml_autologging.py#l747] | accruacy      | @zhixuanevelynwu | #5747 |

[dev/set_matrix.py#l304]: https://github.com/mlflow/mlflow/blob/22e69c3bdba7c4af616f6f0ce4e74821dc665b10/dev/set_matrix.py#L304
[mlflow/projects/databricks.py#l21]: https://github.com/mlflow/mlflow/blob/fe6618823a2e6038149ee0da675503d2764552ca/mlflow/projects/databricks.py#L213
[tests/store/tracking/__init__.py#l10]: https://github.com/mlflow/mlflow/blob/19e84f6cfd0c137925d113621bd7d96d610bb265/tests/store/tracking/__init__.py#L10
[dev/update_ml_package_versions.py#l122]: https://github.com/mlflow/mlflow/blob/19d34e0d49577e0903577bdc8d558f63975cc504/dev/update_ml_package_versions.py#L122
[dev/update_pypi_package_index.py#l3]: https://github.com/mlflow/mlflow/blob/258e0281026c3586b4f6bde6e2ee6b864d5c01f0/dev/update_pypi_package_index.py#L3
[mlflow/models/utils.py#l54]: https://github.com/mlflow/mlflow/blob/017674d2d9958298100a7b3ca3df443467446b30/mlflow/models/utils.py#L54
[mlflow/projects/utils.py#l186]: https://github.com/mlflow/mlflow/blob/c423e3ef6c648fdcdf1546d11e6768a536edfa85/mlflow/projects/utils.py#L186
[mlflow/server/handlers.py#l726]: https://github.com/mlflow/mlflow/blob/a274c5b7d540d05b5f7b9c512cdc3ac8b30f9498/mlflow/server/handlers.py#L726
[mlflow/tracking/context/registry.py#l72]: https://github.com/mlflow/mlflow/blob/19e84f6cfd0c137925d113621bd7d96d610bb265/mlflow/tracking/context/registry.py#L72
[mlflow/tracking/request_header/registry.py#l56]: https://github.com/mlflow/mlflow/blob/e78d6e90b0011b4ad33aa9cda84e8e0c7d202349/mlflow/tracking/request_header/registry.py#L56
[mlflow/store/artifact/s3_artifact_repo.py#l35]: https://github.com/mlflow/mlflow/blob/19a82fe7ea7c3ca7aa291741e6fa19ce5011d713/mlflow/store/artifact/s3_artifact_repo.py#L35
[tests/store/tracking/test_sqlalchemy_store.py#l2054]: https://github.com/mlflow/mlflow/blob/05f431081e4fdbad6a783a0c1a4e0d40345cb375/tests/store/tracking/test_sqlalchemy_store.py#L2054
[mlflow/sklearn/__init__.py#l1518]: https://github.com/mlflow/mlflow/blob/834194ad4d540d90ea714ec0b88b95d1a990f52f/mlflow/sklearn/__init__.py#L1518
[mlflow/server/__init__.py#l17]: https://github.com/mlflow/mlflow/blob/c98313482168137e39a6e6b0ed7169de5bfe0ba5/mlflow/server/__init__.py#L17
[mlflow/fastai/__init__.py#l441]: https://github.com/mlflow/mlflow/blob/834194ad4d540d90ea714ec0b88b95d1a990f52f/mlflow/fastai/__init__.py#L441
[mlflow/sklearn/utils.py#l809]: https://github.com/mlflow/mlflow/blob/017674d2d9958298100a7b3ca3df443467446b30/mlflow/sklearn/utils.py#L809
[tests/spark/autologging/ml/test_pyspark_ml_autologging.py#l747]: https://github.com/mlflow/mlflow/blob/fe6ee93bed24d9885abc2cad597ceade40091f32/tests/spark/autologging/ml/test_pyspark_ml_autologging.py#L747



Discussion:
For those willing to address this issue, please fix only 1 ~ 3 items per pull request.
@harupy I am interested in this issue. Please let me know.
@subramaniam02 Thanks! Please let me know which items you would like to work on :)
@harupy I will work on [dev/set_matrix.py#l304](https://github.com/mlflow/mlflow/blob/22e69c3bdba7c4af616f6f0ce4e74821dc665b10/dev/set_matrix.py#L304), [mlflow/projects/databricks.py#L21](https://github.com/mlflow/mlflow/blob/fe6618823a2e6038149ee0da675503d2764552ca/mlflow/projects/databricks.py#L213), [tests/store/tracking/init.py#L10](https://github.com/mlflow/mlflow/blob/19e84f6cfd0c137925d113621bd7d96d610bb265/tests/store/tracking/__init__.py#L10) 




@shaikmoeed Thanks, assigned them to you!
@harupy I will work on [dev/update_ml_package_versions.py#L122](https://github.com/mlflow/mlflow/blob/19d34e0d49577e0903577bdc8d558f63975cc504/dev/update_ml_package_versions.py#L122), [dev/update_pypi_package_index.py#L3](https://github.com/mlflow/mlflow/blob/258e0281026c3586b4f6bde6e2ee6b864d5c01f0/dev/update_pypi_package_index.py#L3) and [mlflow/models/utils.py#l54](https://github.com/mlflow/mlflow/blob/017674d2d9958298100a7b3ca3df443467446b30/mlflow/models/utils.py#L54).
@lucalves Awesome, assigned them to you!
@harupy Hi I can work on [mlflow/projects/utils.py#l186](https://github.com/mlflow/mlflow/blob/c423e3ef6c648fdcdf1546d11e6768a536edfa85/mlflow/projects/utils.py#L186), [mlflow/server/handlers.py#l726](https://github.com/mlflow/mlflow/blob/a274c5b7d540d05b5f7b9c512cdc3ac8b30f9498/mlflow/server/handlers.py#L726), and  [mlflow/tracking/context/registry.py#L72](https://github.com/mlflow/mlflow/blob/19e84f6cfd0c137925d113621bd7d96d610bb265/mlflow/tracking/context/registry.py#L72)
@kzhang01 Thanks!
@harupy I will work on rest of the files ? Thanks !
@subramaniam02 Yes, please select 3 files!
@harupy 
mlflow/tracking/request_header/registry.py#L56
mlflow/store/artifact/s3_artifact_repo.py#L35
/tests/store/tracking/test_sqlalchemy_store.py#L2054
@harupy - Can I take these?
mlflow/sklearn/init.py#l1518
mlflow/server/init.py#l17
mlflow/fastai/init.py#l441
@akaigraham Yes!
@harupy Hi! May I work on [mlflow/sklearn/utils.py#l809](https://github.com/mlflow/mlflow/blob/017674d2d9958298100a7b3ca3df443467446b30/mlflow/sklearn/utils.py#L809) and  [tests/spark/autologging/ml/test_pyspark_ml_autologging.py#l747](https://github.com/mlflow/mlflow/blob/fe6ee93bed24d9885abc2cad597ceade40091f32/tests/spark/autologging/ml/test_pyspark_ml_autologging.py#L747)?
@ zhixuanevelynwu Yes!

Resolving patch:
diff --git a/mlflow/sklearn/utils.py b/mlflow/sklearn/utils.py
--- a/mlflow/sklearn/utils.py
+++ b/mlflow/sklearn/utils.py
@@ -817,7 +817,7 @@ def _backported_all_estimators(type_filter=None):
     -------
     estimators : list of tuples
         List of (name, class), where ``name`` is the class name as string
-        and ``class`` is the actuall type of the class.
+        and ``class`` is the actual type of the class.
     """
     # lazy import to avoid circular imports from sklearn.base
     import pkgutil


Test patch:
diff --git a/tests/spark/autologging/ml/test_pyspark_ml_autologging.py b/tests/spark/autologging/ml/test_pyspark_ml_autologging.py
--- a/tests/spark/autologging/ml/test_pyspark_ml_autologging.py
+++ b/tests/spark/autologging/ml/test_pyspark_ml_autologging.py
@@ -744,8 +744,8 @@ def test_basic_post_training_metric_autologging(dataset_iris_binomial):
     mlflow.pyspark.ml.autolog(disable=True)
     recall_original = mce.evaluate(pred_result)
     assert np.isclose(logloss, recall_original)
-    accruacy_original = mce.evaluate(pred_result, params={mce.metricName: "accuracy"})
-    assert np.isclose(accuracy, accruacy_original)
+    accuracy_original = mce.evaluate(pred_result, params={mce.metricName: "accuracy"})
+    assert np.isclose(accuracy, accuracy_original)
     areaUnderROC_original = bce.evaluate(pred_result)
     assert np.isclose(areaUnderROC, areaUnderROC_original)