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Support filtering runs by start_time #4922

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merged 9 commits into from
Oct 22, 2021

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harupy
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@harupy harupy commented Oct 21, 2021

Signed-off-by: harupy 17039389+harupy@users.noreply.github.com

What changes are proposed in this pull request?

Support filtering runs by start_time.

How is this patch tested?

Unit tests

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
  • area/docker: Docker use across MLflow's components, such as MLflow Projects and MLflow Models
  • area/sqlalchemy: Use of SQLAlchemy in the Tracking Service or Model Registry
  • area/windows: Windows support

Language

  • language/r: R APIs and clients
  • language/java: Java APIs and clients
  • language/new: Proposals for new client languages

Integrations

  • integrations/azure: Azure and Azure ML integrations
  • integrations/sagemaker: SageMaker integrations
  • integrations/databricks: Databricks integrations

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: harupy <17039389+harupy@users.noreply.github.com>
@harupy harupy changed the title Fix filtering by start_time Fix a bug where filtering runs by start_time cauese an internal server error Oct 21, 2021
@github-actions github-actions bot added the rn/none List under Small Changes in Changelogs. label Oct 21, 2021
Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
@harupy harupy changed the title Fix a bug where filtering runs by start_time cauese an internal server error Support filtering runs by start_time Oct 21, 2021
Comment on lines 36 to 38
VALID_STRING_ATTRIBUTE_COMPARATORS = set(["!=", "=", LIKE_OPERATOR, ILIKE_OPERATOR]).union(
VALID_METRIC_COMPARATORS
)
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@dbczumar dbczumar Oct 21, 2021

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I suppose it's a bit odd to do > / < lexical comparison on e.g. artifact location, but it doesn't seem outwardly harmful.

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I agree. Ideally, only the start_time column should be allowed to use [">", ">=", "!=", "=", "<", "<="]

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@harupy harupy Oct 21, 2021

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VALID_STRING_ATTRIBUTE_COMPARATORS is used here:

@classmethod
def is_attribute(cls, key_type, comparator):
if key_type == cls._ATTRIBUTE_IDENTIFIER:
if comparator not in cls.VALID_STRING_ATTRIBUTE_COMPARATORS:
raise MlflowException(
"Invalid comparator '{}' not one of "
"'{}".format(comparator, cls.VALID_STRING_ATTRIBUTE_COMPARATORS)
)
return True
return False

We could:

  1. Define VALID_STARTTIME_ATTRIBUTE_COMPARATORS
  2. Then fix is_attribute:
         @classmethod 
	 def is_attribute(cls, key_type, key_name, comparator): 
	     if key_type == cls._ATTRIBUTE_IDENTIFIER: 
                 if comparator not in cls.VALID_STARTTIME_ATTRIBUTE_COMPARATORS:
                     raise ...
	         elif comparator not in cls.VALID_STRING_ATTRIBUTE_COMPARATORS: 
	             raise MlflowException( 
	                 "Invalid comparator '{}' not one of " 
	                 "'{}".format(comparator, cls.VALID_STRING_ATTRIBUTE_COMPARATORS) 
	             ) 
	         return True 
	     return False 

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How about VALID_NUMERIC_ATTRIBUTE_COMPARATORS?

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Sounds good to me!

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@dbczumar dbczumar left a comment

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LGTM!

Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
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harupy commented Oct 22, 2021

I encountered another issue. Combining comparison expressions causes an error:

image

In this image, I set the start-time filter to Last 24 hours and type metrics.m2 > 0.2 in the search query textbox.

I'm investingating why this is happening.


The request payload in the image above looks like:

{
    "experiment_ids": [
        "0"
    ],
    "filter": "metrics.m2 > 0.2 && attributes.start_time >= 1634865257337",
    "run_view_type": "ACTIVE_ONLY",
    "max_results": 100,
    "order_by": [
        "attributes.start_time DESC"
    ],
    "page_token": null
}

The filter expressions are joined by && which needs to be replaced with and.


Found the culprit:

let filter = searchInput;
if (startTime) {
if (filter.length > 0) {
filter = `${filter} && ${startTime}`;
} else {
filter = startTime;
}

Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
@@ -186,7 +188,9 @@ def _get_value(cls, identifier_type, token):
error_code=INVALID_PARAMETER_VALUE,
)
elif identifier_type == cls._ATTRIBUTE_IDENTIFIER:
if token.ttype in cls.STRING_VALUE_TYPES or isinstance(token, Identifier):
if key == "start_time":
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Suggested change
if key == "start_time":
if key in cls.NUMERIC_ATTRIBUTES:

Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
Signed-off-by: harupy <17039389+harupy@users.noreply.github.com>
@dbczumar dbczumar merged commit 68067c2 into mlflow:master Oct 22, 2021
@harupy harupy deleted the fix-start_time-filtering branch October 22, 2021 12:57
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