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Title: Update ingestion to write feature metrics for validation by davidheryanto · Pull Request #449 · feast-dev/feast · GitHub

Open Graph Title: Update ingestion to write feature metrics for validation by davidheryanto · Pull Request #449 · feast-dev/feast

X Title: Update ingestion to write feature metrics for validation by davidheryanto · Pull Request #449 · feast-dev/feast

Description: What this PR does / why we need it: This PR updates Feast Ingestion to write feature level metrics so feature values and presence can be validated. The schema for feature validation follows that from Tensorflow metadata https://github.com/tensorflow/metadata/blob/master/tensorflow_metadata/proto/v0/schema.proto. The FeatureSpec and EntitySpec in FeatureSet.proto has been updated to partially support the validation schema in #438. This PR only addresses the Milestone 1 requirements in https://docs.google.com/document/d/1TPmd7r4mniL9Y-V_glZaWNo5LMXLshEAUpYsohojZ-8 In order to fully make use of these metrics, it is assumed that: StatsD collector is running so Feast ingestion job can push the feature level metrics via StatsD A StatsD to Prometheus exporter is running to convert StatsD metrics to Prometheus (This is because other metrics in Feast, makes use Prometheus, so the conversion is to standardize the metrics type. We use StatsD in ingestion job because of the pull based behaviour of Prometheus https://cloud.google.com/blog/products/data-analytics/managing-and-monitoring-a-cloud-dataflow-setup) The prometheus metrics are scraped regularly A sample grafana-dashboard.json is also provided for a generic Grafana dasboard that users can import to use the Prometheus metrics. The alerts can then be configured accordingly. Sample dashboard looks like the following: NOTE that FeaturePresence https://github.com/tensorflow/metadata/blob/master/tensorflow_metadata/proto/v0/schema.proto#L544 defined in the Tensorflow metadata is used in the batch use case in the Tensorflow example. The scope for feature counts and fractions are all the features in a particular batch ingestion. In the continuous ingestion case having an unbounded source, however, the scope needs to be specified by the user. In the sample Grafana dashboard provided above, this scope is defined by the range selected by the user (the top right Last 5 minutes) Which issue(s) this PR fixes: Partially addresses #172 Does this PR introduce a user-facing change?: NONE

Open Graph Description: What this PR does / why we need it: This PR updates Feast Ingestion to write feature level metrics so feature values and presence can be validated. The schema for feature validation follows that fr...

X Description: What this PR does / why we need it: This PR updates Feast Ingestion to write feature level metrics so feature values and presence can be validated. The schema for feature validation follows that fr...

Opengraph URL: https://github.com/feast-dev/feast/pull/449

X: @github

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4aedd7c Add metric for feature_value, cleanup tags davidheryanto Jan 21, 2020 https://github.com/feast-dev/feast/pull/449/commits/4aedd7c82afeb7edd8bb0e7b59bfe2e658acaec1
d25f77d Refactor map variable for feature set ref to feature set object davidheryanto Jan 21, 2020 https://github.com/feast-dev/feast/pull/449/commits/d25f77debe531fa9ad8883bbb8c449fa9bae2d27
cbb720b Update documentation for FeatureRow.proto davidheryanto Jan 21, 2020 https://github.com/feast-dev/feast/pull/449/commits/cbb720b30bb6e5d087152d90455b92c6e6252d44
3059bc4 Add docs to ImportOptions for metrics exporter type. davidheryanto Jan 21, 2020 https://github.com/feast-dev/feast/pull/449/commits/3059bc48617b4c8ef00845b4a74c7e568e780dbf
13bc909 Write value and constraint metrics for each feature davidheryanto Jan 27, 2020 https://github.com/feast-dev/feast/pull/449/commits/13bc909faaee6c7b89081ea06d8ac3f04308c8af
2e44197 Add grafana-dashboard.json for features validation davidheryanto Jan 28, 2020 https://github.com/feast-dev/feast/pull/449/commits/2e441971fb4ff8d752ef987d91de19b160b9a3c4
6fb8725 Make fixed window size a part of pipeline options davidheryanto Jan 28, 2020 https://github.com/feast-dev/feast/pull/449/commits/6fb87258805dd58b6ea0f6cb0c8e13d3263e21ec
d2f74e5 Merge branch 'master' into update-ingestion-metrics-for-validation davidheryanto Jan 28, 2020 https://github.com/feast-dev/feast/pull/449/commits/d2f74e5593adc3e09feee9132f51da9d0f62dc95
ec2e6c8 Update generated protobuf code for Python to include Tensorflow metad… davidheryanto Jan 29, 2020 https://github.com/feast-dev/feast/pull/449/commits/ec2e6c843b2b7258f98482ea66ae80557158f6dd
539cd1d Add skeleton for update/get schema in FeatureSet davidheryanto Jan 29, 2020 https://github.com/feast-dev/feast/pull/449/commits/539cd1de418ed8d5bbf94e00f735fdb2ce8f2ff0
dcbf9c1 Update tag name for feast ingestion job davidheryanto Jan 29, 2020 https://github.com/feast-dev/feast/pull/449/commits/dcbf9c115b7bbf1005a36eac375f3993d39cd014
d33c546 Add update_schema method to FeatureSet davidheryanto Jan 30, 2020 https://github.com/feast-dev/feast/pull/449/commits/d33c546951104798e5e8e9d0ec2f108ad29010ec
08654c4 Update error message when domain ref is missing from top level schema davidheryanto Jan 30, 2020 https://github.com/feast-dev/feast/pull/449/commits/08654c44f0e12ff154b2b27ca20a70a9a45d6262
c3b68f7 Add more assertion in test_update_schema before updating schema davidheryanto Jan 30, 2020 https://github.com/feast-dev/feast/pull/449/commits/c3b68f7038c7baf865fe69b57adf2cadd3973d4a
a831a8c Fix conflicting versions in package requirements davidheryanto Jan 30, 2020 https://github.com/feast-dev/feast/pull/449/commits/a831a8ce4030b307fca7e61d40102ebdbd6ec5bd
7ef9ed6 Check against NaN value in stats, count the occurence of NaN feature … davidheryanto Jan 30, 2020 https://github.com/feast-dev/feast/pull/449/commits/7ef9ed6a5c06a5ebf65273d31eef46d6661f2ed9
9a1f24a Add export_schema method to export schema from FeatureSet davidheryanto Jan 31, 2020 https://github.com/feast-dev/feast/pull/449/commits/9a1f24aba6abf50f5a91cd123d1d1a939cc0137c
7d63a2d Fix statsd gauge argument when the value is negative davidheryanto Jan 31, 2020 https://github.com/feast-dev/feast/pull/449/commits/7d63a2d27bcf2a7d06f07d1a08347cfb1e5676db
571fa81 Add exporting of Tensorflow metadata schema from FeatureSet. davidheryanto Feb 2, 2020 https://github.com/feast-dev/feast/pull/449/commits/571fa81c6710cf4c0b4b942e1519ccd87f7514ce
e8e02d4 Add telegraf and prometheus installation to e2e test davidheryanto Feb 3, 2020 https://github.com/feast-dev/feast/pull/449/commits/e8e02d4fb375588d0be475d1df515d5a63112217
a79847b Add e2e test for metrics for ingestion of basic DataFrame davidheryanto Feb 3, 2020 https://github.com/feast-dev/feast/pull/449/commits/a79847b54056503369ce4ff1444de89c66e98f70
8e29325 Merge branch 'update-python-sdk-import-export-tf-metadata-schema' int… davidheryanto Feb 3, 2020 https://github.com/feast-dev/feast/pull/449/commits/8e29325a6d76190c2c1ccb3b705e91fdc181203e
39f9c59 Add tests for feature constraints metrics for basic dataframe davidheryanto Feb 4, 2020 https://github.com/feast-dev/feast/pull/449/commits/39f9c59130012caf11a54fb5075ff9c4d45de942
67cf4e5 Fix incorrect name of test files davidheryanto Feb 4, 2020 https://github.com/feast-dev/feast/pull/449/commits/67cf4e5f4dda73d218bb06f2abf9c893dc4c9648
305171f Helm Chart Upgrades Yanson Feb 3, 2020 https://github.com/feast-dev/feast/pull/449/commits/305171f168de40b6499094ca59d4488aebc23f1a
e9afebc Merge remote-tracking branch 'Yanson/chart_upgrades' into update-inge… davidheryanto Feb 9, 2020 https://github.com/feast-dev/feast/pull/449/commits/e9afebc4267e25cdcbe9ed400c3744d9fd061192
d13b588 Update templates for prometheus statsd exporter davidheryanto Feb 9, 2020 https://github.com/feast-dev/feast/pull/449/commits/d13b588bbc7f6ec5462519c70da61febe0f69085
0b72ddd Update grafana-dashboard for ingestion davidheryanto Feb 9, 2020 https://github.com/feast-dev/feast/pull/449/commits/0b72ddd583112cacb195dd8ad210add1f5d5bddd
1fe767a Add sample csv for data validation davidheryanto Feb 9, 2020 https://github.com/feast-dev/feast/pull/449/commits/1fe767a0efd6b4ea66698fc9569831def97e46f1
5593040 Add sample notebook for working with schema for data validation davidheryanto Feb 9, 2020 https://github.com/feast-dev/feast/pull/449/commits/55930400cca9d0b88441c92c30e07a81ffabe7b3
1708373 Update validation schema in test dataset davidheryanto Feb 10, 2020 https://github.com/feast-dev/feast/pull/449/commits/17083738e1c82db2d49cdb55452c22b32373c80a
861f21d Add grafana and prometheus dependency in feast-core davidheryanto Feb 10, 2020 https://github.com/feast-dev/feast/pull/449/commits/861f21d252df41da28483e26fb2ef27a27fcf5f2
1a6ebc5 Add statsdexporter, prometheus and grafana to docker-compose davidheryanto Feb 10, 2020 https://github.com/feast-dev/feast/pull/449/commits/1a6ebc5bc43f5abb7721746ae6cc6b603ab800b5
63809f5 ApplyFeatureSet should update FeatureSet when constraints are updated davidheryanto Feb 10, 2020 https://github.com/feast-dev/feast/pull/449/commits/63809f5234d0e77cfc71fb8d94e8f8ca931a6cdc
467fbdc Merge branch 'master' into update-ingestion-metrics-for-validation davidheryanto Feb 11, 2020 https://github.com/feast-dev/feast/pull/449/commits/467fbdc3073d77a276a0e270059fa5f3ea0b622e
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