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Update spark support version to be 3.2 #4770

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merged 4 commits into from Sep 3, 2021

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WeichenXu123
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@WeichenXu123 WeichenXu123 commented Sep 3, 2021

Signed-off-by: Weichen Xu weichen.xu@databricks.com

What changes are proposed in this pull request?

Update spark support version to be 3.2

How is this patch tested?

N/A

Release Notes

Is this a user-facing change?

  • No. You can skip the rest of this section.
  • Yes. Give a description of this change to be included in the release notes for MLflow users.

(Details in 1-2 sentences. You can just refer to another PR with a description if this PR is part of a larger change.)

What component(s), interfaces, languages, and integrations does this PR affect?

Components

  • area/artifacts: Artifact stores and artifact logging
  • area/build: Build and test infrastructure for MLflow
  • area/docs: MLflow documentation pages
  • area/examples: Example code
  • area/model-registry: Model Registry service, APIs, and the fluent client calls for Model Registry
  • area/models: MLmodel format, model serialization/deserialization, flavors
  • area/projects: MLproject format, project running backends
  • area/scoring: MLflow Model server, model deployment tools, Spark UDFs
  • area/server-infra: MLflow Tracking server backend
  • area/tracking: Tracking Service, tracking client APIs, autologging

Interface

  • area/uiux: Front-end, user experience, plotting, JavaScript, JavaScript dev server
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How should the PR be classified in the release notes? Choose one:

  • rn/breaking-change - The PR will be mentioned in the "Breaking Changes" section
  • rn/none - No description will be included. The PR will be mentioned only by the PR number in the "Small Bugfixes and Documentation Updates" section
  • rn/feature - A new user-facing feature worth mentioning in the release notes
  • rn/bug-fix - A user-facing bug fix worth mentioning in the release notes
  • rn/documentation - A user-facing documentation change worth mentioning in the release notes

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
@github-actions github-actions bot added area/tracking Tracking service, tracking client APIs, autologging rn/none List under Small Changes in Changelogs. labels Sep 3, 2021
maximum: "3.1.2"
maximum: "3.2.0"
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@harupy harupy Sep 3, 2021

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We need to fix set_matrix.py to allow specifying unreleased versions for pyspark:

mlflow/dev/set_matrix.py

Lines 171 to 174 in 73c97db

# Prevent specifying non-existent versions
assert min_ver in versions
assert max_ver in versions
assert all(v in versions for v in excludes)

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Done! Added allow_unreleased_max_version

Signed-off-by: dbczumar <corey.zumar@databricks.com>
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@WeichenXu123 LGTM! @harupy I pushed some changes to add an allow_unreleased_max_version parameter to the YAML config for PySpark.

Signed-off-by: dbczumar <corey.zumar@databricks.com>
Signed-off-by: dbczumar <corey.zumar@databricks.com>
@dbczumar dbczumar merged commit c6d587f into mlflow:master Sep 3, 2021
jinzhang21 pushed a commit that referenced this pull request Sep 3, 2021
* init

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* Fix set matrix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

Co-authored-by: dbczumar <corey.zumar@databricks.com>
BenWilson2 pushed a commit that referenced this pull request Sep 7, 2021
* init

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* Fix set matrix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

Co-authored-by: dbczumar <corey.zumar@databricks.com>
Signed-off-by: benwilson <benjamin.wilson@databricks.com>
BenWilson2 added a commit that referenced this pull request Sep 10, 2021
* WIP build

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* Finish unit tests and address prophet build dependencies for serving

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* refactor example for prophet and add tracking validation test

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* adjusting build env

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* linting

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* Increase HTTP timeout to 90s. Disabled cloud storage HTTP timeout. (#4764)

* Increase HTTP timeout to 120s. Disabled cloud storage HTTP timeout.

* Enable auto dependency inference in spark flavor (#4759)

* use infer_pip_requirements to spark.py

Signed-off-by: harupy <hkawamura0130@gmail.com>

* fix tests

Signed-off-by: harupy <hkawamura0130@gmail.com>

* fix tests

Signed-off-by: harupy <hkawamura0130@gmail.com>

* rename test

Signed-off-by: harupy <hkawamura0130@gmail.com>

* workaround for databricks

Signed-off-by: harupy <hkawamura0130@gmail.com>

* workaround for pyspark in databricks

Signed-off-by: harupy <hkawamura0130@gmail.com>

* rename test

Signed-off-by: harupy <hkawamura0130@gmail.com>

* address comments

Signed-off-by: harupy <hkawamura0130@gmail.com>

* better error message

Signed-off-by: harupy <hkawamura0130@gmail.com>

* fix error message

Signed-off-by: harupy <hkawamura0130@gmail.com>

* Fix `test_autolog_emits_warning_message_when_model_prediction_fails` (#4768)

* Use AttributeError

Signed-off-by: harupy <hkawamura0130@gmail.com>

* comment

Signed-off-by: harupy <hkawamura0130@gmail.com>

* fix

Signed-off-by: harupy <hkawamura0130@gmail.com>

* use sanity_checking (#4767)

Signed-off-by: harupy <hkawamura0130@gmail.com>

* refactor: Extract the docker image building _build_image_from_context function (#4769)

* refactor: Extract the docker image building _build_image_from_context function

Signed-off-by: Alexey Volkov <alexey.volkov@ark-kun.com>

* blacken

Signed-off-by: harupy <hkawamura0130@gmail.com>

Co-authored-by: harupy <hkawamura0130@gmail.com>

* Fix autologging compatibility with Keras >= 2.6.0 (#4766)

* Increase HTTP timeout to 90s. Disabled cloud storage HTTP timeout. (#4764)

* Increase HTTP timeout to 120s. Disabled cloud storage HTTP timeout.

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Include keras conditionally

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fixes

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix root cause

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* docstring

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Some test cases

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Some test cases

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Tests

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Test fixes

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Test fix 2

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Remove keras change

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Use is

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Remove unused modules

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Use fixtures

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Docstring

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix fixtures

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Lint fixes

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Try preserve find module

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* fix

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* fix2

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* Simplify fluent test cases

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Tweaks, add a warning

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Test excludee

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Reverts

Signed-off-by: dbczumar <corey.zumar@databricks.com>

Co-authored-by: jinzhang21 <78067366+jinzhang21@users.noreply.github.com>
Co-authored-by: Weichen Xu <weichen.xu@databricks.com>

* Update spark support version to be 3.2 (#4770)

* init

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* Fix set matrix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

Co-authored-by: dbczumar <corey.zumar@databricks.com>

* merge

* merge

* fix build errors

* Changelog message tweak (#4777)

* Tweak

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Lang

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Update CHANGELOG.rst

* [ALL TESTS] Update  (#4778)

* Update MLflow version to 1.20.3

Signed-off-by: Jenkins <jenkins@databricks.com>

* Update

Signed-off-by: dbczumar <corey.zumar@databricks.com>

Co-authored-by: Jenkins <jenkins@databricks.com>
Co-authored-by: dbczumar <corey.zumar@databricks.com>

* Fix small typo (#4772)

Before:
```
2021/09/03 18:53:45 WARNING mlflow.sklearn.utils: precision_score failed. The metric test_gold_precision_scorewill not be recorded. Metric error: '<' not supported between instances of 'float' and 'str'
2021/09/03 18:53:45 WARNING mlflow.sklearn.utils: recall_score failed. The metric test_gold_recall_scorewill not be recorded. Metric error: '<' not supported between instances of 'float' and 'str'
2021/09/03 18:53:45 WARNING mlflow.sklearn.utils: f1_score failed. The metric test_gold_f1_scorewill not be recorded. Metric error: '<' not supported between instances of 'float' and 'str'
2021/09/03 18:53:45 WARNING mlflow.sklearn.utils: accuracy_score failed. The metric test_gold_accuracy_scorewill not be recorded. Metric error: '<' not supported between instances of 'float' and 'str'
```

Signed-off-by: Louis Guitton <louisguitton93@gmail.com>

* Push MLflow model to Sagemaker model registry (#4669)

* Added push_sagemaker_model() api to enable push model from MLflow to Sagemaker model registry

Signed-off-by: Jinni Gu <jinnigu@uw.edu>

* Fixed the python doc for _find_transform_job()

Signed-off-by: Jinni Gu <jinnigu@uw.edu>

* Replace https protocol with s3:// protocol for the URL where Sagemaker model artifacts are stored in S3.

Signed-off-by: Yiqing Wang <yiqing@wangemail.com>

* rename push_sagemaker_model function
add CLI function for push_model_to_sagemaker

Signed-off-by: qtz123 <qiutingzhi1995@gmail.com>

* reformat CLI for push_model_to_sagemaker

Signed-off-by: qtz123 <qiutingzhi1995@gmail.com>

* Used describe_model instead of list_models to check if the model exists.

Signed-off-by: Yiqing Wang <yiqing@wangemail.com>

* Renamed the _find_model method to _does_model_exist and limit the scope

Signed-off-by: Yiqing Wang <yiqing@wangemail.com>

* Fixed lint error and changed command to push model

Signed-off-by: Yiqing Wang <yiqing@wangemail.com>

Co-authored-by: Yiqing Wang <yiqing@wangemail.com>
Co-authored-by: qtz123 <qiutingzhi1995@gmail.com>

* Fix tensorflow dev cross test (#4780)

* init

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* dummy tf update

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* Adding requirements for prophet examples

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* update conda versions for prophet

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* Fixing the prophet tests

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* PR fixes

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* Add notes on sub-dependencies

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* Updating docs for Prophet flavor

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* Resolve dependencies and add flavor tests

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* update conda.yaml in examples for prophet

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

Co-authored-by: jinzhang21 <78067366+jinzhang21@users.noreply.github.com>
Co-authored-by: Harutaka Kawamura <hkawamura0130@gmail.com>
Co-authored-by: Alexey Volkov <alexey.volkov@ark-kun.com>
Co-authored-by: dbczumar <39497902+dbczumar@users.noreply.github.com>
Co-authored-by: Weichen Xu <weichen.xu@databricks.com>
Co-authored-by: dbczumar <corey.zumar@databricks.com>
Co-authored-by: mlflow-automation <61449322+mlflow-automation@users.noreply.github.com>
Co-authored-by: Jenkins <jenkins@databricks.com>
Co-authored-by: Louis Guitton <louisguitton@users.noreply.github.com>
Co-authored-by: Jinni Gu <jinnigu@uw.edu>
Co-authored-by: Yiqing Wang <yiqing@wangemail.com>
Co-authored-by: qtz123 <qiutingzhi1995@gmail.com>
anjsam1402 pushed a commit to anjsam1402/mlflow that referenced this pull request Sep 14, 2021
* WIP build

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* Finish unit tests and address prophet build dependencies for serving

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* refactor example for prophet and add tracking validation test

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* adjusting build env

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* linting

Signed-off-by: benwilson <benjamin.wilson@databricks.com>

* Increase HTTP timeout to 90s. Disabled cloud storage HTTP timeout. (mlflow#4764)

* Increase HTTP timeout to 120s. Disabled cloud storage HTTP timeout.

* Enable auto dependency inference in spark flavor (mlflow#4759)

* use infer_pip_requirements to spark.py

Signed-off-by: harupy <hkawamura0130@gmail.com>

* fix tests

Signed-off-by: harupy <hkawamura0130@gmail.com>

* fix tests

Signed-off-by: harupy <hkawamura0130@gmail.com>

* rename test

Signed-off-by: harupy <hkawamura0130@gmail.com>

* workaround for databricks

Signed-off-by: harupy <hkawamura0130@gmail.com>

* workaround for pyspark in databricks

Signed-off-by: harupy <hkawamura0130@gmail.com>

* rename test

Signed-off-by: harupy <hkawamura0130@gmail.com>

* address comments

Signed-off-by: harupy <hkawamura0130@gmail.com>

* better error message

Signed-off-by: harupy <hkawamura0130@gmail.com>

* fix error message

Signed-off-by: harupy <hkawamura0130@gmail.com>

* Fix `test_autolog_emits_warning_message_when_model_prediction_fails` (mlflow#4768)

* Use AttributeError

Signed-off-by: harupy <hkawamura0130@gmail.com>

* comment

Signed-off-by: harupy <hkawamura0130@gmail.com>

* fix

Signed-off-by: harupy <hkawamura0130@gmail.com>

* use sanity_checking (mlflow#4767)

Signed-off-by: harupy <hkawamura0130@gmail.com>

* refactor: Extract the docker image building _build_image_from_context function (mlflow#4769)

* refactor: Extract the docker image building _build_image_from_context function

Signed-off-by: Alexey Volkov <alexey.volkov@ark-kun.com>

* blacken

Signed-off-by: harupy <hkawamura0130@gmail.com>

Co-authored-by: harupy <hkawamura0130@gmail.com>

* Fix autologging compatibility with Keras >= 2.6.0 (mlflow#4766)

* Increase HTTP timeout to 90s. Disabled cloud storage HTTP timeout. (mlflow#4764)

* Increase HTTP timeout to 120s. Disabled cloud storage HTTP timeout.

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Include keras conditionally

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fixes

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix root cause

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* docstring

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Some test cases

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Some test cases

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Tests

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Test fixes

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Test fix 2

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Remove keras change

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Use is

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Remove unused modules

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Use fixtures

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Docstring

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix fixtures

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Lint fixes

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Try preserve find module

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* fix

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* fix2

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* Simplify fluent test cases

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Tweaks, add a warning

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Test excludee

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Reverts

Signed-off-by: dbczumar <corey.zumar@databricks.com>

Co-authored-by: jinzhang21 <78067366+jinzhang21@users.noreply.github.com>
Co-authored-by: Weichen Xu <weichen.xu@databricks.com>

* Update spark support version to be 3.2 (mlflow#4770)

* init

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* Fix set matrix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Fix

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Format

Signed-off-by: dbczumar <corey.zumar@databricks.com>

Co-authored-by: dbczumar <corey.zumar@databricks.com>

* merge

* merge

* fix build errors

* Changelog message tweak (mlflow#4777)

* Tweak

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Lang

Signed-off-by: dbczumar <corey.zumar@databricks.com>

* Update CHANGELOG.rst

* [ALL TESTS] Update  (mlflow#4778)

* Update MLflow version to 1.20.3

Signed-off-by: Jenkins <jenkins@databricks.com>

* Update

Signed-off-by: dbczumar <corey.zumar@databricks.com>

Co-authored-by: Jenkins <jenkins@databricks.com>
Co-authored-by: dbczumar <corey.zumar@databricks.com>

* Fix small typo (mlflow#4772)

Before:
```
2021/09/03 18:53:45 WARNING mlflow.sklearn.utils: precision_score failed. The metric test_gold_precision_scorewill not be recorded. Metric error: '<' not supported between instances of 'float' and 'str'
2021/09/03 18:53:45 WARNING mlflow.sklearn.utils: recall_score failed. The metric test_gold_recall_scorewill not be recorded. Metric error: '<' not supported between instances of 'float' and 'str'
2021/09/03 18:53:45 WARNING mlflow.sklearn.utils: f1_score failed. The metric test_gold_f1_scorewill not be recorded. Metric error: '<' not supported between instances of 'float' and 'str'
2021/09/03 18:53:45 WARNING mlflow.sklearn.utils: accuracy_score failed. The metric test_gold_accuracy_scorewill not be recorded. Metric error: '<' not supported between instances of 'float' and 'str'
```

Signed-off-by: Louis Guitton <louisguitton93@gmail.com>

* Push MLflow model to Sagemaker model registry (mlflow#4669)

* Added push_sagemaker_model() api to enable push model from MLflow to Sagemaker model registry

Signed-off-by: Jinni Gu <jinnigu@uw.edu>

* Fixed the python doc for _find_transform_job()

Signed-off-by: Jinni Gu <jinnigu@uw.edu>

* Replace https protocol with s3:// protocol for the URL where Sagemaker model artifacts are stored in S3.

Signed-off-by: Yiqing Wang <yiqing@wangemail.com>

* rename push_sagemaker_model function
add CLI function for push_model_to_sagemaker

Signed-off-by: qtz123 <qiutingzhi1995@gmail.com>

* reformat CLI for push_model_to_sagemaker

Signed-off-by: qtz123 <qiutingzhi1995@gmail.com>

* Used describe_model instead of list_models to check if the model exists.

Signed-off-by: Yiqing Wang <yiqing@wangemail.com>

* Renamed the _find_model method to _does_model_exist and limit the scope

Signed-off-by: Yiqing Wang <yiqing@wangemail.com>

* Fixed lint error and changed command to push model

Signed-off-by: Yiqing Wang <yiqing@wangemail.com>

Co-authored-by: Yiqing Wang <yiqing@wangemail.com>
Co-authored-by: qtz123 <qiutingzhi1995@gmail.com>

* Fix tensorflow dev cross test (mlflow#4780)

* init

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* dummy tf update

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>

* Adding requirements for prophet examples

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* update conda versions for prophet

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* Fixing the prophet tests

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* PR fixes

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* Add notes on sub-dependencies

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* Updating docs for Prophet flavor

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* Resolve dependencies and add flavor tests

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

* update conda.yaml in examples for prophet

Signed-off-by: Ben Wilson <benjamin.wilson@databricks.com>

Co-authored-by: jinzhang21 <78067366+jinzhang21@users.noreply.github.com>
Co-authored-by: Harutaka Kawamura <hkawamura0130@gmail.com>
Co-authored-by: Alexey Volkov <alexey.volkov@ark-kun.com>
Co-authored-by: dbczumar <39497902+dbczumar@users.noreply.github.com>
Co-authored-by: Weichen Xu <weichen.xu@databricks.com>
Co-authored-by: dbczumar <corey.zumar@databricks.com>
Co-authored-by: mlflow-automation <61449322+mlflow-automation@users.noreply.github.com>
Co-authored-by: Jenkins <jenkins@databricks.com>
Co-authored-by: Louis Guitton <louisguitton@users.noreply.github.com>
Co-authored-by: Jinni Gu <jinnigu@uw.edu>
Co-authored-by: Yiqing Wang <yiqing@wangemail.com>
Co-authored-by: qtz123 <qiutingzhi1995@gmail.com>
Signed-off-by: Anjali Samad <samad.anjali.14@gmail.com>
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