From d12e7ef3b9c79cae30a2401c9ae6c0ac783c4b6b Mon Sep 17 00:00:00 2001 From: ctkhanhly Date: Tue, 8 Mar 2022 16:12:23 -0500 Subject: [PATCH] feat: Go server (#2339) * Remove sdk/go Signed-off-by: Tsotne Tabidze Signed-off-by: Achal Shah * Add interfaces and overall skeleton (incl working protobufs) Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Wire up FeatureStore & OnlineStore, implement RedisOnlineStore constructor, add tests Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Introduce RepoConfig struct instead of using raw map[string]interface{} Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Pass feast project name to RedisOnlineStore Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add Redis Online Read Test Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Implement gRPC server start logic Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Update OnlineRead interface Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Redis reader with hashing implemented Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added implementation for GetOnlineFeatures in featurestore and a simple test Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Iterate on key building Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Implement gRPC server Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix some warnings Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix bugs & tests Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Implement redis key builder and reader Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add more TODO comments Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Rebuilt protos Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Ignore read test Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add more TODO comments Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Clean up serialize function Signed-off-by: Felix Wang Signed-off-by: Achal Shah * fixed GetOnlineFeatures to so that each EntityKey is a row in the first param of OnlineRead, added values to SerializeValue Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Remove comment Signed-off-by: Felix Wang Signed-off-by: Achal Shah * return copy of Features from OnlineStore instead of reusing original copy + add response for OnlineStore Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Delete go/protos directory from git, since it's in .gitignore Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix go/server compilation Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add integration test Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added http json endpoint + add validation for feature names and entity keys for each requested feature view in GetOnlineFeatures Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Call go subprocess from Python Signed-off-by: Tsotne Tabidze Signed-off-by: Felix Wang Signed-off-by: Achal Shah * fixed GetOnlineFeatures bug Signed-off-by: Felix Wang Signed-off-by: Achal Shah * removed grpc-gateway + add go http server on fs.serve() Signed-off-by: Felix Wang Signed-off-by: Achal Shah * experimenting python connector Signed-off-by: Felix Wang Signed-off-by: Achal Shah * working version of python connector Signed-off-by: Felix Wang Signed-off-by: Achal Shah * fixed python connector error + add a script to build plugin binary Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added a simple connector config type to RepoConfig in python sdk to support feast alpha enable go_feature_server Signed-off-by: Felix Wang Signed-off-by: Achal Shah * migrating python's sdk get_online_features and its helper functions Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added redis pipeline + passed go tests, haven't tested feature service Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added integration test w/o odfv + dummy entity Signed-off-by: Felix Wang Signed-off-by: Achal Shah * accidentally removed entity from request Signed-off-by: Felix Wang Signed-off-by: Achal Shah * passed integration test Signed-off-by: Felix Wang Signed-off-by: Achal Shah * first go server clean version, keep python functions. Next commit will diverge from python function calls for more optimized calls Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added 'optimized' functions Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added goroutines to OnlineRead Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added goroutines to redis OnlineRead, getFeaturesToUse, getEntityMaps and entity struct Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Ensure the correct tests are run for the go feature server Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Format and lint Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Remove Go feature server implementation of Python feature server Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Remove incorrect comments Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Clean up Go feature server test logic Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add docstrings for GoServer class Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Remove unused GoServerError Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Remove unused ConnectorOnlineStore Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Run Go feature server tests separately from main integration tests Signed-off-by: Felix Wang Signed-off-by: Achal Shah * lint-go + cleaned go code + handle BrokenPipeError in go_server.py Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added create ./go/protos to compile-protos-go in Makefile Signed-off-by: Felix Wang Signed-off-by: Achal Shah * removed 1 unneeded comment Signed-off-by: Felix Wang Signed-off-by: Achal Shah * fix small bug in go_server raise if error is not brokenpipe in stop function Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add Snowflake back in for Go feature server tests Signed-off-by: Felix Wang Signed-off-by: Achal Shah * formatted go Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add CI for Go integration tests Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Modify setup.py to build Go protos and clean up Makefile Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Move go build logic to a different file to not trigger on pip install Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix Go protoc command Signed-off-by: Felix Wang Signed-off-by: Achal Shah * separated create config from json and yaml + changed go server _connect method name + add TODO to user proper logging + fix go_server exception on stop() + change go layout Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added go server lifecycle test + local infra for go server + experiment with new go server implementations Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Only run Go tests on FileSource Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix Makefile commands Signed-off-by: Felix Wang Signed-off-by: Achal Shah * fixed test to use go_feature_server flag in test + added option to 2 go server implementations + fix parsedKind Signed-off-by: Felix Wang Signed-off-by: Achal Shah * fixed goserverlifecyle test implementation Signed-off-by: Felix Wang Signed-off-by: Achal Shah * fixed goserverlifecycle --- still need to review this test Signed-off-by: Felix Wang Signed-off-by: Achal Shah * added a command to test goserver with thread, works in reasonable time now but need to review go server thread implementation Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Print output Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Clean up Makefile and fix errors in setup.py Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Pin Golang protobuf dependency to specific version Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Format + lint Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Revert previous change Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add back Python version Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix test errors due to rebase Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add Go version to unit test workflow Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix .gitignore Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Format + lint Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add setup Go action to set correct Go version for unit tests Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Test Gopath in workflow Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add Github action for installing protoc during unit tests Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Print stderr for Go proto generation Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Check for PATH and GOBIN in unit tests Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Lint Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Switch from using protoc binary for Go protos to grpcio-tools Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add psutil==5.9.0 dependency for test_go_server_life_cycle test Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Specify Go version during Github actions Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add back protoc setup Github action Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Add GOPATH to GITHUB_PATH so that protoc-gen-go is discovered Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Set PATH so that protoc-gen-go can be found Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Update Python3.7 ci-requirements file Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Update all requirements Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix test Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Fix protoc-gen-go bug for all workflows Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Clean up existing test and mark new test as integration Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Lint Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Correctly set GOPATH in workflows Signed-off-by: Felix Wang Signed-off-by: Achal Shah * Modify AWS Lambda Dockerfile to copy the necessary Go files Signed-off-by: Felix Wang Signed-off-by: Achal Shah * merge infra package into feast package Signed-off-by: Achal Shah * optimized go server + address some PR comments Signed-off-by: Ly Cao Signed-off-by: Achal Shah * added newServingServiceServer to comply with the rest of the code style Signed-off-by: Ly Cao Signed-off-by: Achal Shah * removed an extra err check Signed-off-by: Ly Cao Signed-off-by: Achal Shah * added pre-allocation to online response metadata Signed-off-by: Ly Cao Signed-off-by: Achal Shah * Fix protoc compilation for go and use a unix domain socket file Signed-off-by: Achal Shah * Use a flag for compilation Signed-off-by: Achal Shah * Change flag in Signed-off-by: Achal Shah * fix: Remove redis service to prevent more conflicts and add redis node to master_only (#2354) * Fix redis on master.yml Signed-off-by: Kevin Zhang * Remove hack in make_feature_store_yaml Signed-off-by: Kevin Zhang * Fix error Signed-off-by: Kevin Zhang * Fix tests Signed-off-by: Kevin Zhang Signed-off-by: Achal Shah * fix: Added additional value types to UI parser and removed references to registry-bq.json (#2361) Signed-off-by: Yun Nan Liu Co-authored-by: Yun Nan Liu Signed-off-by: Achal Shah * fix:revert back to jdk 11 for datatypes package Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * fix:upgrade feast ui packages to fix critical vulnerabilities Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * ci: Add support for semantic release (#2332) * Add support for semantic release Signed-off-by: Willem Pienaar * Fix typos Signed-off-by: Willem Pienaar * Require a Personal Access Token Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * feat: Allow all snowflake python connector connection methods to be available to Feast (#2356) * Allow all snowflake python connector connection methods to be available to feast Signed-off-by: Miles Adkins * format/lint Signed-off-by: Miles Adkins * feat: have feast using snowflake python connector for authentication Signed-off-by: Miles Adkins * fix random print Signed-off-by: Miles Adkins Signed-off-by: Achal Shah * fix: Fix Redshift bug that stops waiting on statements after 5 minutes (#2363) Signed-off-by: Tsotne Tabidze Signed-off-by: Achal Shah * feat: Feast Spark Offline Store (#2349) * State of feast Signed-off-by: Kevin Zhang * Clean up changes Signed-off-by: Kevin Zhang * Fix random incorrect changes Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Fix build errors Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Add spark offline store components to test against current integration tests Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Rename to pass checks Signed-off-by: Kevin Zhang * Fix issues Signed-off-by: Kevin Zhang * Fix type checking issues Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Clean up print statements for first review Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Fix flake 8 lint tests Signed-off-by: Kevin Zhang * Add warnings for alpha version release Signed-off-by: Kevin Zhang * Format Signed-off-by: Kevin Zhang * Address review Signed-off-by: Kevin Zhang * Address review Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Add file store functionality Signed-off-by: Kevin Zhang * lint Signed-off-by: Kevin Zhang * Add example feature repo Signed-off-by: Kevin Zhang * Update data source creator Signed-off-by: Kevin Zhang * Make cli work for feast init with spark Signed-off-by: Kevin Zhang * Update the docs Signed-off-by: Kevin Zhang * Clean up code Signed-off-by: Kevin Zhang * Clean up more code Signed-off-by: Kevin Zhang * Uncomment repo configs Signed-off-by: Kevin Zhang * Fix setup.py Signed-off-by: Kevin Zhang * Update dependencies Signed-off-by: Kevin Zhang * Fix ci dependencies Signed-off-by: Kevin Zhang * Screwed up rebase Signed-off-by: Kevin Zhang * Screwed up rebase Signed-off-by: Kevin Zhang * Screwed up rebase Signed-off-by: Kevin Zhang * Realign with master Signed-off-by: Kevin Zhang * Fix accidental changes Signed-off-by: Kevin Zhang * Make type map change cleaner Signed-off-by: Kevin Zhang * Address review comments Signed-off-by: Kevin Zhang * Fix tests accidentally broken Signed-off-by: Kevin Zhang * Add comments Signed-off-by: Kevin Zhang * Reformat Signed-off-by: Kevin Zhang * Fix logger Signed-off-by: Kevin Zhang * Remove unused imports Signed-off-by: Kevin Zhang * Fix imports Signed-off-by: Kevin Zhang * Fix CI dependencies Signed-off-by: Danny Chiao * Prefix destinations with project name Signed-off-by: Kevin Zhang * Update comment Signed-off-by: Kevin Zhang * Fix 3.8 Signed-off-by: Kevin Zhang * temporary fix Signed-off-by: Kevin Zhang * rollback Signed-off-by: Kevin Zhang * update Signed-off-by: Kevin Zhang * Update ci? Signed-off-by: Kevin Zhang * Move third party to contrib Signed-off-by: Kevin Zhang * Fix imports Signed-off-by: Kevin Zhang * Remove third_party refactor Signed-off-by: Kevin Zhang * Revert ci requirements and update comment in type map Signed-off-by: Kevin Zhang * Revert 3.8-requirements Signed-off-by: Kevin Zhang Co-authored-by: Danny Chiao Signed-off-by: Achal Shah * ci: Update versions of helm charts + java pom files Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * feat: Event timestamps response (#2355) * ability to get event timestamps from online response Signed-off-by: Vitaly Sergeyev * fix event timestamp bugs Signed-off-by: Vitaly Sergeyev * python formatting Signed-off-by: Vitaly Sergeyev * optional param to retrieve event_timestamp in online_reponse Signed-off-by: Vitaly Sergeyev * formatting Signed-off-by: Vitaly Sergeyev * renaming param Signed-off-by: Vitaly Sergeyev Signed-off-by: Achal Shah * feat: Metadata changes & making data sources top level objects to power Feast UI (#2336) * Squash commits for metadata changes Signed-off-by: Danny Chiao * tests Signed-off-by: Danny Chiao * Add more tests Signed-off-by: Danny Chiao * lint Signed-off-by: Danny Chiao * Add apply test Signed-off-by: Danny Chiao * Add apply test Signed-off-by: Danny Chiao * Add apply test Signed-off-by: Danny Chiao * lint Signed-off-by: Danny Chiao * fix bigquery source Signed-off-by: Danny Chiao * fix test Signed-off-by: Danny Chiao * fix spark source Signed-off-by: Danny Chiao * fix spark source Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * ci: Remove buggy branch identification Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * fix action and set go version Signed-off-by: Achal Shah * Complie python protos correctly Signed-off-by: Achal Shah * Set up go in the pr integration test workflow Signed-off-by: Achal Shah * Nuke go requirements for python ci (for the moment) Signed-off-by: Achal Shah * Update redis port Signed-off-by: Achal Shah * ci: Add version bump script Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * ci: Fix broken release preparation Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * ci: Add ci bot as committer and fix typo in dry-run config Signed-off-by: feast-ci-bot Signed-off-by: Achal Shah * chore(release): release 0.19.0 # [0.19.0](https://github.com/feast-dev/feast/compare/v0.18.0...v0.19.0) (2022-03-05) ### Bug Fixes * Added additional value types to UI parser and removed references to registry-bq.json ([#2361](https://github.com/feast-dev/feast/issues/2361)) ([d202d51](https://github.com/feast-dev/feast/commit/d202d5170b7e6bf1e1b0f103aac247bfc04c2760)) * Fix Redshift bug that stops waiting on statements after 5 minutes ([#2363](https://github.com/feast-dev/feast/issues/2363)) ([74f887f](https://github.com/feast-dev/feast/commit/74f887f72e109147a2e6214c2e3baade63d55fbe)) * Method _should_use_plan only returns true for local sqlite provider ([#2344](https://github.com/feast-dev/feast/issues/2344)) ([fdb5f21](https://github.com/feast-dev/feast/commit/fdb5f215fe7f4946a6c88cfb34dc0c24eb5ac733)) * Remove redis service to prevent more conflicts and add redis node to master_only ([#2354](https://github.com/feast-dev/feast/issues/2354)) ([993616f](https://github.com/feast-dev/feast/commit/993616fe152d097e2d918e5f56fc13e2e409175c)) * Rollback Redis-py to Redis-py-cluster ([#2347](https://github.com/feast-dev/feast/issues/2347)) ([1ba86fb](https://github.com/feast-dev/feast/commit/1ba86fb0cc7f2e86b8c70477462faa68075f99cd)) * Update github workflow to prevent redis from overlapping ports. ([#2350](https://github.com/feast-dev/feast/issues/2350)) ([c2a6c6c](https://github.com/feast-dev/feast/commit/c2a6c6cc34d64fd3483f0b2cef394f833e9124e2)) ### Features * Add owner field to Entity and rename labels to tags ([412d625](https://github.com/feast-dev/feast/commit/412d62516da184350de473c87dd2ab369ad4cf86)) * Allow all snowflake python connector connection methods to be available to Feast ([#2356](https://github.com/feast-dev/feast/issues/2356)) ([ec7385c](https://github.com/feast-dev/feast/commit/ec7385c16f6899c5388b7a786fce6e0d543776f5)) * Allowing password based authentication and SSL for Redis in Java feature server ([0af8adb](https://github.com/feast-dev/feast/commit/0af8adba1c56a2a29d02c2fc5aeccf51ee78fd5f)) * Event timestamps response ([#2355](https://github.com/feast-dev/feast/issues/2355)) ([5481caf](https://github.com/feast-dev/feast/commit/5481caf37989c347bf4469f5f081f4f15f20fdb7)) * Feast Spark Offline Store ([#2349](https://github.com/feast-dev/feast/issues/2349)) ([98b8d8d](https://github.com/feast-dev/feast/commit/98b8d8da7e8e717ec93197f253368551951ca675)) * Initial merge of Web UI logic ([#2352](https://github.com/feast-dev/feast/issues/2352)) ([ce3bc59](https://github.com/feast-dev/feast/commit/ce3bc598501949f82197c7fa2409319282197276)) * Key ttl setting for redis online store ([#2341](https://github.com/feast-dev/feast/issues/2341)) ([236a108](https://github.com/feast-dev/feast/commit/236a108c87aed106e0a46e48172d31dc94ed9c2b)) * Metadata changes & making data sources top level objects to power Feast UI ([#2336](https://github.com/feast-dev/feast/issues/2336)) ([43da230](https://github.com/feast-dev/feast/commit/43da2302dfcbf3b5e56ed068021b5821d544c05f)) Signed-off-by: Achal Shah * chore: Fix changelog and disable release comments Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * fix: Fix unhashable Snowflake and Redshift sources Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * chore: Remove needs-kind and release not requirement Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * chore: Remove release note block Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * ci: Uncheck prerelease status for patch releases Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * fix: Fix default feast apply path without any extras (#2373) * fix: Fix default feast apply path without any extras Signed-off-by: Danny Chiao * revert removing ge Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * docs: Add short section about github actions (#2315) * Add short section about github actions Signed-off-by: Kevin Zhang * Move to contributing.md Signed-off-by: Kevin Zhang Signed-off-by: Achal Shah * fix: Use the correct dockerhub image tag when building feature servers (#2372) * fix: Use the correct dockerhub image tag when building feature servers Signed-off-by: Achal Shah * Print attempt Signed-off-by: Achal Shah * Increase sleep interval Signed-off-by: Achal Shah * More logging and sleep Signed-off-by: Achal Shah * change logging to debug Signed-off-by: Achal Shah * Change the dockerimage name Signed-off-by: Achal Shah * Change version to have periods Signed-off-by: Achal Shah * Change version entirely Signed-off-by: Achal Shah * Undo unintended changes Signed-off-by: Achal Shah * Remove dead branch Signed-off-by: Achal Shah * compile go as part of python ci setup Signed-off-by: Achal Shah * set path with gopath/bin Signed-off-by: Achal Shah * Set path for commands correctly Signed-off-by: Achal Shah * Set up go for lint-go Signed-off-by: Achal Shah * Remove makefile stuff Signed-off-by: Achal Shah * Fix workflows and Makefile commands Signed-off-by: Achal Shah * protoc-gen-go-grpc Signed-off-by: Achal Shah * install go deps first Signed-off-by: Achal Shah * Compile go protos as well Signed-off-by: Achal Shah * Remove go mod tidy from the deps target Signed-off-by: Achal Shah * Better python tooling Signed-off-by: Achal Shah * Remove container Signed-off-by: Achal Shah * Upgrade lint go as well Signed-off-by: Achal Shah * Upgrade lint go as well Signed-off-by: Achal Shah * More logging for unit-go Signed-off-by: Achal Shah * Install using python setup.py develop Signed-off-by: Achal Shah * install-python-ci-dependencies Signed-off-by: Achal Shah * Skip tests that need a feature repo Signed-off-by: Achal Shah * Skip a scary forking test Signed-off-by: Achal Shah * Remove all the crusty port stuff and disable the lifecycle test Signed-off-by: Achal Shah * Remove more crusty port stuff Signed-off-by: Achal Shah * Update skip message Signed-off-by: Achal Shah * Introduce a sleep before reading values Signed-off-by: Achal Shah * Disable one more test configuration since background thread-based monitoring doesn't currently work Signed-off-by: Achal Shah * Disable the test entirely Signed-off-by: Achal Shah * ci: Add support for semantic release (#2332) * Add support for semantic release Signed-off-by: Willem Pienaar * Fix typos Signed-off-by: Willem Pienaar * Require a Personal Access Token Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * feat: Feast Spark Offline Store (#2349) * State of feast Signed-off-by: Kevin Zhang * Clean up changes Signed-off-by: Kevin Zhang * Fix random incorrect changes Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Fix build errors Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Add spark offline store components to test against current integration tests Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Rename to pass checks Signed-off-by: Kevin Zhang * Fix issues Signed-off-by: Kevin Zhang * Fix type checking issues Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Clean up print statements for first review Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Fix flake 8 lint tests Signed-off-by: Kevin Zhang * Add warnings for alpha version release Signed-off-by: Kevin Zhang * Format Signed-off-by: Kevin Zhang * Address review Signed-off-by: Kevin Zhang * Address review Signed-off-by: Kevin Zhang * Fix lint Signed-off-by: Kevin Zhang * Add file store functionality Signed-off-by: Kevin Zhang * lint Signed-off-by: Kevin Zhang * Add example feature repo Signed-off-by: Kevin Zhang * Update data source creator Signed-off-by: Kevin Zhang * Make cli work for feast init with spark Signed-off-by: Kevin Zhang * Update the docs Signed-off-by: Kevin Zhang * Clean up code Signed-off-by: Kevin Zhang * Clean up more code Signed-off-by: Kevin Zhang * Uncomment repo configs Signed-off-by: Kevin Zhang * Fix setup.py Signed-off-by: Kevin Zhang * Update dependencies Signed-off-by: Kevin Zhang * Fix ci dependencies Signed-off-by: Kevin Zhang * Screwed up rebase Signed-off-by: Kevin Zhang * Screwed up rebase Signed-off-by: Kevin Zhang * Screwed up rebase Signed-off-by: Kevin Zhang * Realign with master Signed-off-by: Kevin Zhang * Fix accidental changes Signed-off-by: Kevin Zhang * Make type map change cleaner Signed-off-by: Kevin Zhang * Address review comments Signed-off-by: Kevin Zhang * Fix tests accidentally broken Signed-off-by: Kevin Zhang * Add comments Signed-off-by: Kevin Zhang * Reformat Signed-off-by: Kevin Zhang * Fix logger Signed-off-by: Kevin Zhang * Remove unused imports Signed-off-by: Kevin Zhang * Fix imports Signed-off-by: Kevin Zhang * Fix CI dependencies Signed-off-by: Danny Chiao * Prefix destinations with project name Signed-off-by: Kevin Zhang * Update comment Signed-off-by: Kevin Zhang * Fix 3.8 Signed-off-by: Kevin Zhang * temporary fix Signed-off-by: Kevin Zhang * rollback Signed-off-by: Kevin Zhang * update Signed-off-by: Kevin Zhang * Update ci? Signed-off-by: Kevin Zhang * Move third party to contrib Signed-off-by: Kevin Zhang * Fix imports Signed-off-by: Kevin Zhang * Remove third_party refactor Signed-off-by: Kevin Zhang * Revert ci requirements and update comment in type map Signed-off-by: Kevin Zhang * Revert 3.8-requirements Signed-off-by: Kevin Zhang Co-authored-by: Danny Chiao Signed-off-by: Achal Shah * ci: Update versions of helm charts + java pom files Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * feat: Metadata changes & making data sources top level objects to power Feast UI (#2336) * Squash commits for metadata changes Signed-off-by: Danny Chiao * tests Signed-off-by: Danny Chiao * Add more tests Signed-off-by: Danny Chiao * lint Signed-off-by: Danny Chiao * Add apply test Signed-off-by: Danny Chiao * Add apply test Signed-off-by: Danny Chiao * Add apply test Signed-off-by: Danny Chiao * lint Signed-off-by: Danny Chiao * fix bigquery source Signed-off-by: Danny Chiao * fix test Signed-off-by: Danny Chiao * fix spark source Signed-off-by: Danny Chiao * fix spark source Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * ci: Remove buggy branch identification Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * ci: Add version bump script Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * ci: Fix broken release preparation Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * ci: Add ci bot as committer and fix typo in dry-run config Signed-off-by: feast-ci-bot Signed-off-by: Achal Shah * chore(release): release 0.19.0 * Added additional value types to UI parser and removed references to registry-bq.json ([#2361](https://github.com/feast-dev/feast/issues/2361)) ([d202d51](https://github.com/feast-dev/feast/commit/d202d5170b7e6bf1e1b0f103aac247bfc04c2760)) * Fix Redshift bug that stops waiting on statements after 5 minutes ([#2363](https://github.com/feast-dev/feast/issues/2363)) ([74f887f](https://github.com/feast-dev/feast/commit/74f887f72e109147a2e6214c2e3baade63d55fbe)) * Method _should_use_plan only returns true for local sqlite provider ([#2344](https://github.com/feast-dev/feast/issues/2344)) ([fdb5f21](https://github.com/feast-dev/feast/commit/fdb5f215fe7f4946a6c88cfb34dc0c24eb5ac733)) * Remove redis service to prevent more conflicts and add redis node to master_only ([#2354](https://github.com/feast-dev/feast/issues/2354)) ([993616f](https://github.com/feast-dev/feast/commit/993616fe152d097e2d918e5f56fc13e2e409175c)) * Rollback Redis-py to Redis-py-cluster ([#2347](https://github.com/feast-dev/feast/issues/2347)) ([1ba86fb](https://github.com/feast-dev/feast/commit/1ba86fb0cc7f2e86b8c70477462faa68075f99cd)) * Update github workflow to prevent redis from overlapping ports. ([#2350](https://github.com/feast-dev/feast/issues/2350)) ([c2a6c6c](https://github.com/feast-dev/feast/commit/c2a6c6cc34d64fd3483f0b2cef394f833e9124e2)) * Add owner field to Entity and rename labels to tags ([412d625](https://github.com/feast-dev/feast/commit/412d62516da184350de473c87dd2ab369ad4cf86)) * Allow all snowflake python connector connection methods to be available to Feast ([#2356](https://github.com/feast-dev/feast/issues/2356)) ([ec7385c](https://github.com/feast-dev/feast/commit/ec7385c16f6899c5388b7a786fce6e0d543776f5)) * Allowing password based authentication and SSL for Redis in Java feature server ([0af8adb](https://github.com/feast-dev/feast/commit/0af8adba1c56a2a29d02c2fc5aeccf51ee78fd5f)) * Event timestamps response ([#2355](https://github.com/feast-dev/feast/issues/2355)) ([5481caf](https://github.com/feast-dev/feast/commit/5481caf37989c347bf4469f5f081f4f15f20fdb7)) * Feast Spark Offline Store ([#2349](https://github.com/feast-dev/feast/issues/2349)) ([98b8d8d](https://github.com/feast-dev/feast/commit/98b8d8da7e8e717ec93197f253368551951ca675)) * Initial merge of Web UI logic ([#2352](https://github.com/feast-dev/feast/issues/2352)) ([ce3bc59](https://github.com/feast-dev/feast/commit/ce3bc598501949f82197c7fa2409319282197276)) * Key ttl setting for redis online store ([#2341](https://github.com/feast-dev/feast/issues/2341)) ([236a108](https://github.com/feast-dev/feast/commit/236a108c87aed106e0a46e48172d31dc94ed9c2b)) * Metadata changes & making data sources top level objects to power Feast UI ([#2336](https://github.com/feast-dev/feast/issues/2336)) ([43da230](https://github.com/feast-dev/feast/commit/43da2302dfcbf3b5e56ed068021b5821d544c05f)) Signed-off-by: Achal Shah * chore: Fix changelog and disable release comments Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * ci: Uncheck prerelease status for patch releases Signed-off-by: Willem Pienaar Signed-off-by: Achal Shah * fix: Fix default feast apply path without any extras (#2373) * fix: Fix default feast apply path without any extras Signed-off-by: Danny Chiao * revert removing ge Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * fix: Making a name for data sources not a breaking change (#2379) * fix: Making a name for data sources not a breaking change Signed-off-by: Danny Chiao * fix test Signed-off-by: Danny Chiao Signed-off-by: Achal Shah * fix: Update some fields optional in UI parser (#2380) Signed-off-by: Yun Nan Liu Co-authored-by: Yun Nan Liu Co-authored-by: Danny Chiao Signed-off-by: Achal Shah * fix: Fix spark docs (#2382) * Fix spark docs Signed-off-by: Kevin Zhang * Fix readme.md Signed-off-by: Kevin Zhang * Fix md Signed-off-by: Kevin Zhang Co-authored-by: Danny Chiao Signed-off-by: Achal Shah * feat: Makefile for contrib for Issue #2364 (#2366) * Add make file Signed-off-by: Kevin Zhang * Fix makefile Signed-off-by: Kevin Zhang * Clean up Signed-off-by: Kevin Zhang * Add documentation Signed-off-by: Kevin Zhang * Clean up Signed-off-by: Kevin Zhang * Update documentation Signed-off-by: Kevin Zhang * update make target Signed-off-by: Kevin Zhang Co-authored-by: Danny Chiao Signed-off-by: Achal Shah * Closes threadpool resources upon datastore online_write_batch completion (#2386) Signed-off-by: Pamela Toman Signed-off-by: Achal Shah * CR comments Signed-off-by: Achal Shah Co-authored-by: Tsotne Tabidze Co-authored-by: Willem Pienaar Co-authored-by: Ly Cao Co-authored-by: Willem Pienaar Co-authored-by: Ly Cao Co-authored-by: Felix Wang Co-authored-by: Achal Shah Co-authored-by: Kevin Zhang Co-authored-by: mickey-liu Co-authored-by: Yun Nan Liu Co-authored-by: Danny Chiao Co-authored-by: Willem Pienaar <6728866+woop@users.noreply.github.com> Co-authored-by: sfc-gh-madkins <82121043+sfc-gh-madkins@users.noreply.github.com> Co-authored-by: Vitaly Sergeyev Co-authored-by: feast-ci-bot Co-authored-by: ptoman-pa <95256508+ptoman-pa@users.noreply.github.com> --- .github/workflows/linter.yml | 27 +- .github/workflows/master_only.yml | 11 +- .github/workflows/pr_integration_tests.yml | 4 +- .github/workflows/release.yml | 2 +- .github/workflows/unit_tests.yml | 23 +- .gitignore | 3 + .releaserc.js | 1 - Makefile | 42 +- go.mod | 54 +- go.sum | 612 +-- go/cmd/goserver/main.go | 77 + go/cmd/goserver/server.go | 26 + go/cmd/goserver/server_test.go | 78 + go/internal/feast/basefeatureview.go | 43 + go/internal/feast/entity.go | 19 + go/internal/feast/errors.go | 21 + go/internal/feast/feature.go | 17 + go/internal/feast/featureservice.go | 27 + go/internal/feast/featurestore.go | 860 ++++ go/internal/feast/featurestore_test.go | 71 + go/internal/feast/featureview.go | 46 + go/internal/feast/featureviewprojection.go | 41 + go/internal/feast/local.go | 66 + go/internal/feast/ondemandfeatureview.go | 52 + go/internal/feast/onlinestore.go | 63 + go/internal/feast/redisonlinestore.go | 357 ++ go/internal/feast/registry.go | 322 ++ go/internal/feast/registrystore.go | 11 + go/internal/feast/repoconfig.go | 98 + go/internal/feast/repoconfig_test.go | 97 + go/internal/feast/requestfeatureview.go | 33 + infra/scripts/test-golang-sdk.sh | 17 - protos/feast/core/DataFormat.proto | 2 +- protos/feast/core/DataSource.proto | 2 +- protos/feast/core/DatastoreTable.proto | 2 +- protos/feast/core/DynamoDBTable.proto | 2 +- protos/feast/core/Entity.proto | 2 +- protos/feast/core/Feature.proto | 2 +- protos/feast/core/FeatureService.proto | 2 +- protos/feast/core/FeatureTable.proto | 2 +- protos/feast/core/FeatureView.proto | 2 +- protos/feast/core/FeatureViewProjection.proto | 2 +- protos/feast/core/InfraObject.proto | 2 +- protos/feast/core/OnDemandFeatureView.proto | 2 +- protos/feast/core/Registry.proto | 2 +- protos/feast/core/RequestFeatureView.proto | 2 +- protos/feast/core/SavedDataset.proto | 2 +- protos/feast/core/SqliteTable.proto | 2 +- protos/feast/core/Store.proto | 2 +- protos/feast/core/ValidationProfile.proto | 2 +- protos/feast/serving/Connector.proto | 34 + protos/feast/serving/ServingService.proto | 3 +- .../feast/serving/TransformationService.proto | 2 +- protos/feast/storage/Redis.proto | 2 +- protos/feast/types/EntityKey.proto | 2 +- protos/feast/types/Field.proto | 2 +- protos/feast/types/Value.proto | 2 +- sdk/go/README.md | 49 - sdk/go/auth.go | 136 - sdk/go/auth_test.go | 142 - sdk/go/client.go | 134 - sdk/go/client_test.go | 91 - sdk/go/go.mod | 16 - sdk/go/go.sum | 404 -- sdk/go/mocks/serving_mock.go | 77 - sdk/go/protos/feast/core/CoreService.pb.go | 3172 ------------- sdk/go/protos/feast/core/DataFormat.pb.go | 489 -- sdk/go/protos/feast/core/DataSource.pb.go | 1211 ----- sdk/go/protos/feast/core/Entity.pb.go | 395 -- sdk/go/protos/feast/core/Feature.pb.go | 200 - sdk/go/protos/feast/core/FeatureSet.pb.go | 1141 ----- .../feast/core/FeatureSetReference.pb.go | 183 - sdk/go/protos/feast/core/FeatureTable.pb.go | 467 -- sdk/go/protos/feast/core/IngestionJob.pb.go | 506 -- sdk/go/protos/feast/core/JobService.pb.go | 1789 -------- sdk/go/protos/feast/core/Runner.pb.go | 467 -- sdk/go/protos/feast/core/Source.pb.go | 360 -- sdk/go/protos/feast/core/Store.pb.go | 743 --- .../protos/feast/serving/ServingService.pb.go | 1180 ----- sdk/go/protos/feast/storage/Redis.pb.go | 191 - sdk/go/protos/feast/types/FeatureRow.pb.go | 219 - .../feast/types/FeatureRowExtended.pb.go | 370 -- sdk/go/protos/feast/types/Field.pb.go | 177 - sdk/go/protos/feast/types/Value.pb.go | 1200 ----- .../tensorflow_metadata/proto/v0/path.pb.go | 181 - .../tensorflow_metadata/proto/v0/schema.pb.go | 4078 ----------------- .../proto/v0/statistics.pb.go | 3115 ------------- sdk/go/request.go | 113 - sdk/go/request_test.go | 98 - sdk/go/response.go | 149 - sdk/go/response_test.go | 133 - sdk/go/types.go | 57 - .../feast/sdk/python/feast/binaries/goserver | Bin 0 -> 16064512 bytes sdk/python/MANIFEST.in | 3 +- sdk/python/feast/errors.py | 9 +- sdk/python/feast/feature_store.py | 33 +- sdk/python/feast/go_server.py | 344 ++ .../feature_servers/aws_lambda/Dockerfile | 1 + sdk/python/feast/repo_config.py | 2 + sdk/python/go_build.py | 37 + .../requirements/py3.7-ci-requirements.txt | 2 + .../requirements/py3.8-ci-requirements.txt | 6 +- .../requirements/py3.8-requirements.txt | 19 + .../requirements/py3.9-ci-requirements.txt | 2 + .../requirements/py3.9-requirements.txt | 19 + sdk/python/setup.py | 181 +- sdk/python/tests/conftest.py | 74 + .../integration_test_repo_config.py | 6 +- .../feature_repos/repo_configuration.py | 19 +- .../online_store/test_universal_online.py | 339 ++ 110 files changed, 3724 insertions(+), 24109 deletions(-) create mode 100644 go/cmd/goserver/main.go create mode 100644 go/cmd/goserver/server.go create mode 100644 go/cmd/goserver/server_test.go create mode 100644 go/internal/feast/basefeatureview.go create mode 100644 go/internal/feast/entity.go create mode 100644 go/internal/feast/errors.go create mode 100644 go/internal/feast/feature.go create mode 100644 go/internal/feast/featureservice.go create mode 100644 go/internal/feast/featurestore.go create mode 100644 go/internal/feast/featurestore_test.go create mode 100644 go/internal/feast/featureview.go create mode 100644 go/internal/feast/featureviewprojection.go create mode 100644 go/internal/feast/local.go create mode 100644 go/internal/feast/ondemandfeatureview.go create mode 100644 go/internal/feast/onlinestore.go create mode 100644 go/internal/feast/redisonlinestore.go create mode 100644 go/internal/feast/registry.go create mode 100644 go/internal/feast/registrystore.go create mode 100644 go/internal/feast/repoconfig.go create mode 100644 go/internal/feast/repoconfig_test.go create mode 100644 go/internal/feast/requestfeatureview.go delete mode 100755 infra/scripts/test-golang-sdk.sh create mode 100644 protos/feast/serving/Connector.proto delete mode 100644 sdk/go/README.md delete mode 100644 sdk/go/auth.go delete mode 100644 sdk/go/auth_test.go delete mode 100644 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sdk/go/protos/feast/serving/ServingService.pb.go delete mode 100644 sdk/go/protos/feast/storage/Redis.pb.go delete mode 100644 sdk/go/protos/feast/types/FeatureRow.pb.go delete mode 100644 sdk/go/protos/feast/types/FeatureRowExtended.pb.go delete mode 100644 sdk/go/protos/feast/types/Field.pb.go delete mode 100644 sdk/go/protos/feast/types/Value.pb.go delete mode 100644 sdk/go/protos/tensorflow_metadata/proto/v0/path.pb.go delete mode 100644 sdk/go/protos/tensorflow_metadata/proto/v0/schema.pb.go delete mode 100644 sdk/go/protos/tensorflow_metadata/proto/v0/statistics.pb.go delete mode 100644 sdk/go/request.go delete mode 100644 sdk/go/request_test.go delete mode 100644 sdk/go/response.go delete mode 100644 sdk/go/response_test.go delete mode 100644 sdk/go/types.go create mode 100755 sdk/python/$/Users/achal/tecton/feast/sdk/python/feast/binaries/goserver create mode 100644 sdk/python/feast/go_server.py create mode 100644 sdk/python/go_build.py diff --git a/.github/workflows/linter.yml b/.github/workflows/linter.yml index c1808bf03a..48354b92d4 100644 --- a/.github/workflows/linter.yml +++ b/.github/workflows/linter.yml @@ -15,6 +15,11 @@ jobs: with: python-version: "3.7" architecture: x64 + - name: Setup Go + id: setup-go + uses: actions/setup-go@v2 + with: + go-version: 1.17.7 - name: Upgrade pip version run: | pip install --upgrade "pip>=21.3.1" @@ -35,16 +40,30 @@ jobs: - name: Install pip-tools run: pip install pip-tools - name: Install dependencies - run: make install-python-ci-dependencies + run: | + make compile-protos-go + make install-python-ci-dependencies - name: Lint python run: make lint-python lint-go: - container: gcr.io/kf-feast/feast-ci:latest - runs-on: [ubuntu-latest] + runs-on: ubuntu-latest steps: - uses: actions/checkout@v2 + - name: Setup Go + id: setup-go + uses: actions/setup-go@v2 + with: + go-version: 1.17.7 + - name: Setup Python + id: setup-python + uses: actions/setup-python@v2 + with: + python-version: 3.7 + - name: Upgrade pip version + run: | + pip install --upgrade "pip>=21.3.1" - name: Install dependencies - run: make install-go-ci-dependencies + run: make install-go-ci-dependencies - name: Lint go run: make lint-go \ No newline at end of file diff --git a/.github/workflows/master_only.yml b/.github/workflows/master_only.yml index e7a89815fe..e5c89aadfd 100644 --- a/.github/workflows/master_only.yml +++ b/.github/workflows/master_only.yml @@ -54,13 +54,14 @@ jobs: docker push $ECR_REGISTRY/$ECR_REPOSITORY:${{ steps.image-tag.outputs.DOCKER_IMAGE_TAG }} outputs: DOCKER_IMAGE_TAG: ${{ steps.image-tag.outputs.DOCKER_IMAGE_TAG }} - integration-test-python: + integration-test-python-and-go: needs: build-lambda-docker-image runs-on: ${{ matrix.os }} strategy: fail-fast: false matrix: python-version: [ 3.7, 3.8, 3.9 ] + go-version: [ 1.17.0 ] os: [ ubuntu-latest ] env: OS: ${{ matrix.os }} @@ -73,6 +74,11 @@ jobs: with: python-version: ${{ matrix.python-version }} architecture: x64 + - name: Setup Go + id: setup-go + uses: actions/setup-go@v2 + with: + go-version: ${{ matrix.go-version }} - name: Set up Cloud SDK uses: google-github-actions/setup-gcloud@v0 with: @@ -113,13 +119,12 @@ jobs: - name: Start Redis uses: supercharge/redis-github-action@1.4.0 with: - redis-version: ${{ matrix.redis-version }} redis-port: 12345 - name: Setup Redis Cluster run: | docker pull vishnunair/docker-redis-cluster:latest docker run -d -p 6001:6379 -p 6002:6380 -p 6003:6381 -p 6004:6382 -p 6005:6383 -p 6006:6384 --name redis-cluster vishnunair/docker-redis-cluster - - name: Test python + - name: Test python and go env: FEAST_SERVER_DOCKER_IMAGE_TAG: ${{ needs.build-lambda-docker-image.outputs.DOCKER_IMAGE_TAG }} FEAST_USAGE: "False" diff --git a/.github/workflows/pr_integration_tests.yml b/.github/workflows/pr_integration_tests.yml index 3c363cdeed..3263659b6f 100644 --- a/.github/workflows/pr_integration_tests.yml +++ b/.github/workflows/pr_integration_tests.yml @@ -144,7 +144,9 @@ jobs: - name: Install pip-tools run: pip install pip-tools - name: Install dependencies - run: make install-python-ci-dependencies + run: | + make compile-protos-go + make install-python-ci-dependencies - name: Setup Redis Cluster run: | docker pull vishnunair/docker-redis-cluster:latest diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index d66f895bf5..2f4d15590a 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -40,4 +40,4 @@ jobs: - name: Release if: github.event.inputs.dry_run == 'false' run: | - npx -p @semantic-release/changelog -p @semantic-release/git -p @semantic-release/exec -p semantic-release semantic-release \ No newline at end of file + npx -p @semantic-release/changelog -p @semantic-release/git -p @semantic-release/exec -p semantic-release semantic-release diff --git a/.github/workflows/unit_tests.yml b/.github/workflows/unit_tests.yml index d9552e175e..b8b3a126c0 100644 --- a/.github/workflows/unit_tests.yml +++ b/.github/workflows/unit_tests.yml @@ -20,6 +20,11 @@ jobs: with: python-version: ${{ matrix.python-version }} architecture: x64 + - name: Setup Go + id: setup-go + uses: actions/setup-go@v2 + with: + go-version: 1.17.7 - name: Upgrade pip version run: | pip install --upgrade "pip>=21.3.1" @@ -40,7 +45,9 @@ jobs: - name: Install pip-tools run: pip install pip-tools - name: Install dependencies - run: make install-python-ci-dependencies + run: | + make compile-protos-go + make install-python-ci-dependencies - name: Test Python env: SNOWFLAKE_CI_DEPLOYMENT: ${{ secrets.SNOWFLAKE_CI_DEPLOYMENT }} @@ -61,9 +68,21 @@ jobs: unit-test-go: runs-on: ubuntu-latest - container: gcr.io/kf-feast/feast-ci:latest steps: - uses: actions/checkout@v2 + - name: Setup Python + id: setup-python + uses: actions/setup-python@v2 + with: + python-version: 3.7 + - name: Upgrade pip version + run: | + pip install --upgrade "pip>=21.3.1" + - name: Setup Go + id: setup-go + uses: actions/setup-go@v2 + with: + go-version: 1.17.7 - name: Install dependencies run: make install-go-ci-dependencies - name: Compile protos diff --git a/.gitignore b/.gitignore index 05c73a4295..5cd8d21885 100644 --- a/.gitignore +++ b/.gitignore @@ -186,6 +186,7 @@ dmypy.json sdk/python/docs/html sdk/python/feast/protos/ sdk/go/protos/ +go/protos/ #benchmarks .benchmarks @@ -218,3 +219,5 @@ ui/.vercel **/yarn-debug.log* **/yarn-error.log* +# Go subprocess binaries (built during feast pip package building) +sdk/python/feast/binaries/ diff --git a/.releaserc.js b/.releaserc.js index 810b7239de..0eee11771b 100644 --- a/.releaserc.js +++ b/.releaserc.js @@ -74,4 +74,3 @@ module.exports = { }], ] } - diff --git a/Makefile b/Makefile index bfea5e2826..a51e6331b5 100644 --- a/Makefile +++ b/Makefile @@ -16,8 +16,6 @@ ROOT_DIR := $(shell dirname $(realpath $(firstword $(MAKEFILE_LIST)))) MVN := mvn -f java/pom.xml ${MAVEN_EXTRA_OPTS} -PROTO_TYPE_SUBDIRS = core serving types storage -PROTO_SERVICE_SUBDIRS = core serving OS := linux ifeq ($(shell uname -s), Darwin) OS = osx @@ -35,13 +33,11 @@ protos: compile-protos-go compile-protos-python compile-protos-docs build: protos build-java build-docker build-html -install-ci-dependencies: install-python-ci-dependencies install-java-ci-dependencies install-go-ci-dependencies - # Python SDK -install-python-ci-dependencies: +install-python-ci-dependencies: install-go-ci-dependencies cd sdk/python && python -m piptools sync requirements/py$(PYTHON)-ci-requirements.txt - cd sdk/python && python setup.py develop + cd sdk/python && COMPILE_GO=true python setup.py develop lock-python-ci-dependencies: cd sdk/python && python -m piptools compile -U --extra ci --output-file requirements/py$(PYTHON)-ci-requirements.txt @@ -50,8 +46,7 @@ package-protos: cp -r ${ROOT_DIR}/protos ${ROOT_DIR}/sdk/python/feast/protos compile-protos-python: - @$(foreach dir,$(PROTO_TYPE_SUBDIRS),cd ${ROOT_DIR}/protos; python -m grpc_tools.protoc -I. --grpc_python_out=../sdk/python/feast/protos/ --python_out=../sdk/python/feast/protos/ --mypy_out=../sdk/python/feast/protos/ feast/$(dir)/*.proto;) - @$(foreach dir,$(PROTO_TYPE_SUBDIRS),grep -rli 'from feast.$(dir)' sdk/python/feast/protos | xargs -I@ sed -i.bak 's/from feast.$(dir)/from feast.protos.feast.$(dir)/g' @;) + python setup.py build_python_protos install-python: cd sdk/python && python -m piptools sync requirements/py$(PYTHON)-requirements.txt @@ -81,6 +76,14 @@ test-python-universal-local: test-python-universal: FEAST_USAGE=False IS_TEST=True python -m pytest -n 8 --integration --universal sdk/python/tests +test-python-go-server: + go build -o ${ROOT_DIR}/sdk/python/feast/binaries/goserver github.com/feast-dev/feast/go/cmd/goserver + FEAST_USAGE=False IS_TEST=True python -m pytest -n 8 --integration --goserver sdk/python/tests + +test-python-go-server-lifecycle: + go build -o ${ROOT_DIR}/sdk/python/feast/binaries/goserver github.com/feast-dev/feast/go/cmd/goserver + FEAST_USAGE=False IS_TEST=True python -m pytest -n 8 --integration --goserverlifecycle sdk/python/tests + format-python: # Sort cd ${ROOT_DIR}/sdk/python; python -m isort feast/ tests/ @@ -123,20 +126,25 @@ build-java-no-tests: # Go SDK install-go-ci-dependencies: - go get -u github.com/golang/protobuf/protoc-gen-go - go get -u golang.org/x/lint/golint + go install google.golang.org/protobuf/cmd/protoc-gen-go@v1.26.0 + go install google.golang.org/grpc/cmd/protoc-gen-go-grpc@v1.1.0 + +compile-protos-go: install-go-ci-dependencies + pip install grpcio-tools==1.34.0 + python sdk/python/setup.py build_go_protos -compile-protos-go: - $(foreach dir,types serving core storage,cd ${ROOT_DIR}/protos; protoc -I/usr/local/include -I. --go_out=plugins=grpc,paths=source_relative:../sdk/go/protos feast/$(dir)/*.proto;) +compile-go-feature-server: compile-protos-go + go mod tidy + go build -o ${ROOT_DIR}/sdk/python/feast/binaries/goserver github.com/feast-dev/feast/go/cmd/goserver -test-go: - cd ${ROOT_DIR}/sdk/go; go test ./... +test-go: install-go-ci-dependencies + go test ./... format-go: - cd ${ROOT_DIR}/sdk/go; gofmt -s -w *.go + gofmt -s -w go/ -lint-go: - cd ${ROOT_DIR}/sdk/go; go vet +lint-go: compile-protos-go + go vet ./go/internal/feast ./go/cmd/goserver # Docker diff --git a/go.mod b/go.mod index 109666b762..029d28201b 100644 --- a/go.mod +++ b/go.mod @@ -1,39 +1,29 @@ module github.com/feast-dev/feast +go 1.17 + require ( - github.com/Masterminds/goutils v1.1.0 // indirect - github.com/Masterminds/semver v1.5.0 // indirect - github.com/Masterminds/sprig v2.22.0+incompatible // indirect - github.com/feast-dev/feast/sdk/go v0.0.0-20200516052424-09ff3dda724c // indirect github.com/ghodss/yaml v1.0.0 - github.com/gogo/protobuf v1.3.1 // indirect - github.com/golang/groupcache v0.0.0-20200121045136-8c9f03a8e57e // indirect - github.com/golang/mock v1.2.0 + github.com/go-redis/redis/v8 v8.11.4 github.com/golang/protobuf v1.5.2 - github.com/google/go-cmp v0.5.5 - github.com/huandu/xstrings v1.2.0 // indirect - github.com/lyft/protoc-gen-validate v0.1.0 // indirect - github.com/mitchellh/copystructure v1.0.0 // indirect - github.com/mitchellh/go-homedir v1.1.0 - github.com/mwitkow/go-proto-validators v0.2.0 // indirect - github.com/pseudomuto/protoc-gen-doc v1.3.0 // indirect - github.com/pseudomuto/protokit v0.2.0 // indirect - github.com/russross/blackfriday/v2 v2.1.0 // indirect - github.com/spf13/cobra v0.0.4 - github.com/spf13/viper v1.4.0 - github.com/woop/protoc-gen-doc v1.3.0 // indirect - go.opencensus.io v0.22.3 // indirect - golang.org/x/crypto v0.0.0-20200622213623-75b288015ac9 // indirect - golang.org/x/lint v0.0.0-20210508222113-6edffad5e616 // indirect - golang.org/x/net v0.0.0-20211015210444-4f30a5c0130f - golang.org/x/tools v0.1.8 // indirect - google.golang.org/genproto v0.0.0-20200526211855-cb27e3aa2013 // indirect - google.golang.org/grpc v1.29.1 - google.golang.org/protobuf v1.27.1 // indirect - gopkg.in/russross/blackfriday.v2 v2.0.0 // indirect - gopkg.in/yaml.v2 v2.2.4 - istio.io/gogo-genproto v0.0.0-20191212213402-78a529a42cd8 // indirect - istio.io/tools v0.0.0-20191228030621-c4eb6a11039c // indirect + github.com/google/uuid v1.1.2 + github.com/kelseyhightower/envconfig v1.4.0 + github.com/spaolacci/murmur3 v1.1.0 + github.com/stretchr/testify v1.7.0 + google.golang.org/grpc v1.44.0 + google.golang.org/protobuf v1.27.1 ) -go 1.13 +require ( + github.com/cespare/xxhash/v2 v2.1.2 // indirect + github.com/davecgh/go-spew v1.1.1 // indirect + github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect + github.com/google/go-cmp v0.5.7 // indirect + github.com/pmezard/go-difflib v1.0.0 // indirect + golang.org/x/net v0.0.0-20210428140749-89ef3d95e781 // indirect + golang.org/x/sys v0.0.0-20210510120138-977fb7262007 // indirect + golang.org/x/text v0.3.6 // indirect + google.golang.org/genproto v0.0.0-20220118154757-00ab72f36ad5 // indirect + gopkg.in/yaml.v2 v2.4.0 // indirect + gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c // indirect +) diff --git a/go.sum b/go.sum index 8b0c2677f3..3798c0ff0e 100644 --- a/go.sum +++ b/go.sum @@ -1,659 +1,201 @@ cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU= -cuelang.org/go v0.0.14/go.mod h1:gehQASsTv+lFZknWIG0hANGVSBiHD7HyKWmAdEZL3No= -fortio.org/fortio v1.3.1/go.mod h1:Go0fRqoPJ1xy5JOWcS23jyF58byVZxFyEePYsGmCR0k= -github.com/Azure/go-ansiterm v0.0.0-20170929234023-d6e3b3328b78/go.mod h1:LmzpDX56iTiv29bbRTIsUNlaFfuhWRQBWjQdVyAevI8= -github.com/Azure/go-autorest v11.1.2+incompatible/go.mod h1:r+4oMnoxhatjLLJ6zxSWATqVooLgysK6ZNox3g/xq24= -github.com/Azure/go-autorest/autorest v0.9.0/go.mod h1:xyHB1BMZT0cuDHU7I0+g046+BFDTQ8rEZB0s4Yfa6bI= -github.com/Azure/go-autorest/autorest/adal v0.5.0/go.mod h1:8Z9fGy2MpX0PvDjB1pEgQTmVqjGhiHBW7RJJEciWzS0= -github.com/Azure/go-autorest/autorest/date v0.1.0/go.mod h1:plvfp3oPSKwf2DNjlBjWF/7vwR+cUD/ELuzDCXwHUVA= -github.com/Azure/go-autorest/autorest/mocks v0.1.0/go.mod h1:OTyCOPRA2IgIlWxVYxBee2F5Gr4kF2zd2J5cFRaIDN0= -github.com/Azure/go-autorest/autorest/mocks v0.2.0/go.mod h1:OTyCOPRA2IgIlWxVYxBee2F5Gr4kF2zd2J5cFRaIDN0= -github.com/Azure/go-autorest/logger v0.1.0/go.mod h1:oExouG+K6PryycPJfVSxi/koC6LSNgds39diKLz7Vrc= -github.com/Azure/go-autorest/tracing v0.5.0/go.mod h1:r/s2XiOKccPW3HrqB+W0TQzfbtp2fGCgRFtBroKn4Dk= -github.com/BurntSushi/toml v0.3.0/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= -github.com/BurntSushi/toml v0.3.1 h1:WXkYYl6Yr3qBf1K79EBnL4mak0OimBfB0XUf9Vl28OQ= github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= -github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo= -github.com/Masterminds/goutils v1.1.0 h1:zukEsf/1JZwCMgHiK3GZftabmxiCw4apj3a28RPBiVg= -github.com/Masterminds/goutils v1.1.0/go.mod h1:8cTjp+g8YejhMuvIA5y2vz3BpJxksy863GQaJW2MFNU= -github.com/Masterminds/semver v1.5.0 h1:H65muMkzWKEuNDnfl9d70GUjFniHKHRbFPGBuZ3QEww= -github.com/Masterminds/semver v1.5.0/go.mod h1:MB6lktGJrhw8PrUyiEoblNEGEQ+RzHPF078ddwwvV3Y= -github.com/Masterminds/sprig v2.22.0+incompatible h1:z4yfnGrZ7netVz+0EDJ0Wi+5VZCSYp4Z0m2dk6cEM60= -github.com/Masterminds/sprig v2.22.0+incompatible/go.mod h1:y6hNFY5UBTIWBxnzTeuNhlNS5hqE0NB0E6fgfo2Br3o= -github.com/NYTimes/gziphandler v0.0.0-20170623195520-56545f4a5d46/go.mod h1:3wb06e3pkSAbeQ52E9H9iFoQsEEwGN64994WTCIhntQ= github.com/OneOfOne/xxhash v1.2.2/go.mod h1:HSdplMjZKSmBqAxg5vPj2TmRDmfkzw+cTzAElWljhcU= -github.com/PuerkitoBio/purell v1.0.0/go.mod h1:c11w/QuzBsJSee3cPx9rAFu61PvFxuPbtSwDGJws/X0= -github.com/PuerkitoBio/purell v1.1.0/go.mod h1:c11w/QuzBsJSee3cPx9rAFu61PvFxuPbtSwDGJws/X0= -github.com/PuerkitoBio/urlesc v0.0.0-20160726150825-5bd2802263f2/go.mod h1:uGdkoq3SwY9Y+13GIhn11/XLaGBb4BfwItxLd5jeuXE= -github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578/go.mod h1:uGdkoq3SwY9Y+13GIhn11/XLaGBb4BfwItxLd5jeuXE= -github.com/alecthomas/template v0.0.0-20160405071501-a0175ee3bccc/go.mod h1:LOuyumcjzFXgccqObfd/Ljyb9UuFJ6TxHnclSeseNhc= -github.com/alecthomas/units v0.0.0-20151022065526-2efee857e7cf/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0= -github.com/armon/consul-api v0.0.0-20180202201655-eb2c6b5be1b6/go.mod h1:grANhF5doyWs3UAsr3K4I6qtAmlQcZDesFNEHPZAzj8= -github.com/asaskevich/govalidator v0.0.0-20180720115003-f9ffefc3facf/go.mod h1:lB+ZfQJz7igIIfQNfa7Ml4HSf2uFQQRzpGGRXenZAgY= -github.com/beorn7/perks v0.0.0-20180321164747-3a771d992973/go.mod h1:Dwedo/Wpr24TaqPxmxbtue+5NUziq4I4S80YR8gNf3Q= -github.com/beorn7/perks v1.0.0/go.mod h1:KWe93zE9D1o94FZ5RNwFwVgaQK1VOXiVxmqh+CedLV8= -github.com/blang/semver v3.5.0+incompatible/go.mod h1:kRBLl5iJ+tD4TcOOxsy/0fnwebNt5EWlYSAyrTnjyyk= +github.com/antihax/optional v1.0.0/go.mod h1:uupD/76wgC+ih3iEmQUL+0Ugr19nfwCT1kdvxnR2qWY= github.com/census-instrumentation/opencensus-proto v0.2.1/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU= +github.com/cespare/xxhash v1.1.0 h1:a6HrQnmkObjyL+Gs60czilIUGqrzKutQD6XZog3p+ko= github.com/cespare/xxhash v1.1.0/go.mod h1:XrSqR1VqqWfGrhpAt58auRo0WTKS1nRRg3ghfAqPWnc= -github.com/client9/gospell v0.0.0-20160306015952-90dfc71015df h1:XXCjxndsxMyNjoZtyuyDnzSck+h681QN7vKkK0EIVq0= -github.com/client9/gospell v0.0.0-20160306015952-90dfc71015df/go.mod h1:X4IDm8zK6KavjWkfKQCet43DKeLii9nJhUK/seHoSbA= +github.com/cespare/xxhash/v2 v2.1.1/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs= +github.com/cespare/xxhash/v2 v2.1.2 h1:YRXhKfTDauu4ajMg1TPgFO5jnlC2HCbmLXMcTG5cbYE= +github.com/cespare/xxhash/v2 v2.1.2/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs= github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw= github.com/cncf/udpa/go v0.0.0-20191209042840-269d4d468f6f/go.mod h1:M8M6+tZqaGXZJjfX53e64911xZQV5JYwmTeXPW+k8Sc= 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h1:lstksw84oURvj9y3tn8lGvRxyRC1S2+g5uuIzNfIOBs= -modernc.org/xc v1.0.0/go.mod h1:mRNCo0bvLjGhHO9WsyuKVU4q0ceiDDDoEeWDJHrNx8I= -sigs.k8s.io/structured-merge-diff v0.0.0-20190302045857-e85c7b244fd2/go.mod h1:wWxsB5ozmmv/SG7nM11ayaAW51xMvak/t1r0CSlcokI= -sigs.k8s.io/structured-merge-diff v0.0.0-20190525122527-15d366b2352e/go.mod h1:wWxsB5ozmmv/SG7nM11ayaAW51xMvak/t1r0CSlcokI= -sigs.k8s.io/yaml v1.1.0/go.mod h1:UJmg0vDUVViEyp3mgSv9WPwZCDxu4rQW1olrI1uml+o= diff --git a/go/cmd/goserver/main.go b/go/cmd/goserver/main.go new file mode 100644 index 0000000000..e06c71ab23 --- /dev/null +++ b/go/cmd/goserver/main.go @@ -0,0 +1,77 @@ +package main + +import ( + "fmt" + "github.com/feast-dev/feast/go/internal/feast" + "github.com/feast-dev/feast/go/protos/feast/serving" + "github.com/kelseyhightower/envconfig" + "google.golang.org/grpc" + "log" + "net" +) + +const ( + flagFeastRepoPath = "FEAST_REPO_PATH" + flagFeastRepoConfig = "FEAST_REPO_CONFIG" + feastServerVersion = "0.18.0" +) + +type FeastEnvConfig struct { + RepoPath string `envconfig:"FEAST_REPO_PATH"` + RepoConfig string `envconfig:"FEAST_REPO_CONFIG"` + SockFile string `envconfig:"FEAST_GRPC_SOCK_FILE"` +} + +// TODO: Add a proper logging library such as https://github.com/Sirupsen/logrus + +func main() { + + var feastEnvConfig FeastEnvConfig + var err error + err = envconfig.Process("feast", &feastEnvConfig) + if err != nil { + log.Fatal(err) + } + if feastEnvConfig.RepoPath == "" && feastEnvConfig.RepoConfig == "" { + log.Fatalln(fmt.Sprintf("One of %s of %s environment variables must be set", flagFeastRepoPath, flagFeastRepoConfig)) + } + // TODO(Ly): Review: Should we return and error here if both repoPath and repoConfigJson are set and use the cwd for NewRepoConfigFromJson? + + var repoConfig *feast.RepoConfig + + if len(feastEnvConfig.RepoConfig) > 0 { + repoConfig, err = feast.NewRepoConfigFromJson(feastEnvConfig.RepoPath, feastEnvConfig.RepoConfig) + if err != nil { + log.Fatalln(err) + } + } else { + repoConfig, err = feast.NewRepoConfigFromFile(feastEnvConfig.RepoPath) + if err != nil { + log.Fatalln(err) + } + } + + log.Println("Initializing feature store...") + fs, err := feast.NewFeatureStore(repoConfig) + if err != nil { + log.Fatalln(err) + } + defer fs.DestructOnlineStore() + startGrpcServer(fs, feastEnvConfig.SockFile) +} + +func startGrpcServer(fs *feast.FeatureStore, sockFile string) { + server := newServingServiceServer(fs) + log.Printf("Starting a gRPC server listening on %s\n", sockFile) + lis, err := net.Listen("unix", sockFile) + if err != nil { + log.Fatalln(err) + } + grpcServer := grpc.NewServer() + defer grpcServer.Stop() + serving.RegisterServingServiceServer(grpcServer, server) + err = grpcServer.Serve(lis) + if err != nil { + log.Fatalln(err) + } +} diff --git a/go/cmd/goserver/server.go b/go/cmd/goserver/server.go new file mode 100644 index 0000000000..05748e6cf8 --- /dev/null +++ b/go/cmd/goserver/server.go @@ -0,0 +1,26 @@ +package main + +import ( + "context" + "github.com/feast-dev/feast/go/internal/feast" + "github.com/feast-dev/feast/go/protos/feast/serving" +) + +type servingServiceServer struct { + fs *feast.FeatureStore + serving.UnimplementedServingServiceServer +} + +func newServingServiceServer(fs *feast.FeatureStore) *servingServiceServer { + return &servingServiceServer{fs: fs} +} + +func (s *servingServiceServer) GetFeastServingInfo(ctx context.Context, request *serving.GetFeastServingInfoRequest) (*serving.GetFeastServingInfoResponse, error) { + return &serving.GetFeastServingInfoResponse{ + Version: feastServerVersion, + }, nil +} + +func (s *servingServiceServer) GetOnlineFeatures(ctx context.Context, request *serving.GetOnlineFeaturesRequest) (*serving.GetOnlineFeaturesResponse, error) { + return s.fs.GetOnlineFeatures(ctx, request) +} diff --git a/go/cmd/goserver/server_test.go b/go/cmd/goserver/server_test.go new file mode 100644 index 0000000000..990fc79c72 --- /dev/null +++ b/go/cmd/goserver/server_test.go @@ -0,0 +1,78 @@ +package main + +import ( + "context" + "github.com/feast-dev/feast/go/internal/feast" + "github.com/feast-dev/feast/go/protos/feast/serving" + "github.com/stretchr/testify/assert" + "google.golang.org/grpc" + "google.golang.org/grpc/test/bufconn" + "net" + "path/filepath" + "runtime" + "testing" +) + +// Return absolute path to the test_repo directory regardless of the working directory +func getRepoPath() string { + // Get the file path of this source file, regardless of the working directory + _, filename, _, ok := runtime.Caller(0) + if !ok { + panic("couldn't find file path of the test file") + } + return filepath.Join(filename, "..", "..", "feature_repo") +} + +func getClient(ctx context.Context) (serving.ServingServiceClient, func()) { + buffer := 1024 * 1024 + listener := bufconn.Listen(buffer) + + server := grpc.NewServer() + config, err := feast.NewRepoConfigFromFile(getRepoPath()) + if err != nil { + panic(err) + } + fs, err := feast.NewFeatureStore(config) + if err != nil { + panic(err) + } + serving.RegisterServingServiceServer(server, &servingServiceServer{fs: fs}) + go func() { + if err := server.Serve(listener); err != nil { + panic(err) + } + }() + + conn, _ := grpc.DialContext(ctx, "", grpc.WithContextDialer(func(context.Context, string) (net.Conn, error) { + return listener.Dial() + }), grpc.WithInsecure()) + + closer := func() { + listener.Close() + server.Stop() + } + + client := serving.NewServingServiceClient(conn) + + return client, closer +} + +func TestGetFeastServingInfo(t *testing.T) { + t.Skip("@todo(achals): feature_repo isn't checked in yet") + ctx := context.Background() + client, closer := getClient(ctx) + defer closer() + response, err := client.GetFeastServingInfo(ctx, &serving.GetFeastServingInfoRequest{}) + assert.Nil(t, err) + assert.Equal(t, feastServerVersion, response.Version) +} + +func TestGetOnlineFeatures(t *testing.T) { + t.Skip("@todo(achals): feature_repo isn't checked in yet") + ctx := context.Background() + client, closer := getClient(ctx) + defer closer() + response, err := client.GetOnlineFeatures(ctx, &serving.GetOnlineFeaturesRequest{}) + assert.Nil(t, err) + assert.NotNil(t, response) +} diff --git a/go/internal/feast/basefeatureview.go b/go/internal/feast/basefeatureview.go new file mode 100644 index 0000000000..2cc0b6ef8b --- /dev/null +++ b/go/internal/feast/basefeatureview.go @@ -0,0 +1,43 @@ +package feast + +import ( + "errors" + "fmt" + "github.com/feast-dev/feast/go/protos/feast/core" +) + +type BaseFeatureView struct { + name string + features []*Feature + projection *FeatureViewProjection +} + +func NewBaseFeatureView(name string, featureProtos []*core.FeatureSpecV2) *BaseFeatureView { + base := &BaseFeatureView{name: name} + features := make([]*Feature, len(featureProtos)) + for index, featureSpecV2 := range featureProtos { + features[index] = NewFeatureFromProto(featureSpecV2) + } + base.features = features + base.projection = NewFeatureViewProjectionFromDefinition(base) + return base +} + +func (fv *BaseFeatureView) withProjection(projection *FeatureViewProjection) (*BaseFeatureView, error) { + if projection.name != fv.name { + return nil, errors.New(fmt.Sprintf("The projection for the %s FeatureView cannot be applied because it differs in name. "+ + "The projection is named %s and the name indicates which "+ + "FeatureView the projection is for.", fv.name, projection.name)) + } + features := make(map[string]bool) + for _, feature := range fv.features { + features[feature.name] = true + } + for _, feature := range projection.features { + if _, ok := features[feature.name]; !ok { + return nil, errors.New(fmt.Sprintf("The projection for %s cannot be applied because it contains %s which the "+ + "FeatureView doesn't have.", projection.name, feature.name)) + } + } + return &BaseFeatureView{name: fv.name, features: fv.features, projection: projection}, nil +} diff --git a/go/internal/feast/entity.go b/go/internal/feast/entity.go new file mode 100644 index 0000000000..39908f1ecd --- /dev/null +++ b/go/internal/feast/entity.go @@ -0,0 +1,19 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" + "github.com/feast-dev/feast/go/protos/feast/types" +) + +type Entity struct { + name string + valueType types.ValueType_Enum + joinKey string +} + +func NewEntityFromProto(proto *core.Entity) *Entity { + return &Entity{name: proto.Spec.Name, + valueType: proto.Spec.ValueType, + joinKey: proto.Spec.JoinKey, + } +} diff --git a/go/internal/feast/errors.go b/go/internal/feast/errors.go new file mode 100644 index 0000000000..49a7d3fce0 --- /dev/null +++ b/go/internal/feast/errors.go @@ -0,0 +1,21 @@ +package feast + +import ( + "fmt" + "strings" +) + +// TODO: Add more errors here especially once that have been created in python sdk +// and coordinate error exceptions in GoServer in python sdk +type FeatureNameCollisionError struct { + featureRefCollisions []string + fullFeatureNames bool +} + +func NewFeatureNameCollisionError(featureRefCollisions []string, fullFeatureNames bool) FeatureNameCollisionError { + return FeatureNameCollisionError{featureRefCollisions, fullFeatureNames} +} + +func (e FeatureNameCollisionError) Error() string { + return fmt.Sprintf("featureNameCollisionError: %s; %t", strings.Join(e.featureRefCollisions, ", "), e.fullFeatureNames) +} diff --git a/go/internal/feast/feature.go b/go/internal/feast/feature.go new file mode 100644 index 0000000000..50a4ffd5e9 --- /dev/null +++ b/go/internal/feast/feature.go @@ -0,0 +1,17 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" + "github.com/feast-dev/feast/go/protos/feast/types" +) + +type Feature struct { + name string + dtype types.ValueType_Enum +} + +func NewFeatureFromProto(proto *core.FeatureSpecV2) *Feature { + return &Feature{name: proto.Name, + dtype: proto.ValueType, + } +} diff --git a/go/internal/feast/featureservice.go b/go/internal/feast/featureservice.go new file mode 100644 index 0000000000..351a55dcad --- /dev/null +++ b/go/internal/feast/featureservice.go @@ -0,0 +1,27 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" + timestamppb "google.golang.org/protobuf/types/known/timestamppb" +) + +type FeatureService struct { + name string + project string + createdTimestamp *timestamppb.Timestamp + lastUpdatedTimestamp *timestamppb.Timestamp + projections []*FeatureViewProjection +} + +func NewFeatureServiceFromProto(proto *core.FeatureService) *FeatureService { + projections := make([]*FeatureViewProjection, len(proto.Spec.Features)) + for index, projectionProto := range proto.Spec.Features { + projections[index] = NewFeatureViewProjectionFromProto(projectionProto) + } + return &FeatureService{name: proto.Spec.Name, + project: proto.Spec.Project, + createdTimestamp: proto.Meta.CreatedTimestamp, + lastUpdatedTimestamp: proto.Meta.LastUpdatedTimestamp, + projections: projections, + } +} diff --git a/go/internal/feast/featurestore.go b/go/internal/feast/featurestore.go new file mode 100644 index 0000000000..fb5ed92bdc --- /dev/null +++ b/go/internal/feast/featurestore.go @@ -0,0 +1,860 @@ +package feast + +import ( + "context" + "errors" + "fmt" + "github.com/feast-dev/feast/go/protos/feast/serving" + "github.com/feast-dev/feast/go/protos/feast/types" + durationpb "google.golang.org/protobuf/types/known/durationpb" + timestamppb "google.golang.org/protobuf/types/known/timestamppb" + "sort" + "strings" +) + +type FeatureStore struct { + config *RepoConfig + registry *Registry + onlineStore OnlineStore +} + +type entityKeyRow struct { + entityKey *types.EntityKey + rowIndices []int +} + +type ParsedKind struct { + features []string + featureService *FeatureService +} + +type GroupedFeaturesPerEntitySet struct { + // A list of requested feature references of the form featureViewName:featureName that share this entity set + featureNames []string + featureViewNames []string + // A list of requested featureName if fullFeatureNames = False or a list of featureViewNameAlias__featureName that share this + // entity set + featureResponseMeta []string + // Entity set as a list of EntityKeys to pass to OnlineRead + entityKeys []*types.EntityKey + // Indices for each requested feature in a featureView to return to OnlineResponse that match with the corresponding row in entityKeys + // Dim(indices[i]) = number of requested rows + indices [][]int + // Map from featureIndex to the set of indices it shares with other requested features in the same feature view / feature projection + indicesMapper map[int]int +} + +// NewFeatureStore constructs a feature store fat client using the +// repo config (contents of feature_store.yaml converted to JSON map). +func NewFeatureStore(config *RepoConfig) (*FeatureStore, error) { + onlineStore, err := getOnlineStore(config) + if err != nil { + return nil, err + } + + registry, err := NewRegistry(config.GetRegistryConfig(), config.RepoPath) + if err != nil { + return nil, err + } + registry.initializeRegistry() + + return &FeatureStore{ + config: config, + registry: registry, + onlineStore: onlineStore, + }, nil +} + +// TODO: Review all functions that use ODFV and Request FV since these have not been tested +func (fs *FeatureStore) GetOnlineFeatures(ctx context.Context, request *serving.GetOnlineFeaturesRequest) (*serving.GetOnlineFeaturesResponse, error) { + kind := request.GetKind() + fullFeatureNames := request.GetFullFeatureNames() + parsedKind, err := fs.parseKind(kind) + if err != nil { + return nil, err + } + + featureRefs, err := fs.getFeatures(parsedKind, true) + if err != nil { + return nil, err + } + entityProtos := request.GetEntities() + numRows, err := fs.validateEntityValues(entityProtos) + if err != nil { + return nil, err + } + err = fs.validateFeatureRefs(featureRefs, fullFeatureNames) + if err != nil { + return nil, err + } + + fvs, requestedFeatureViews, requestedRequestFeatureViews, requestedOnDemandFeatureViews, err := fs.getFeatureViewsToUse(parsedKind, true, false) + + // TODO (Ly): Remove this BLOCK once odfv is supported + if len(requestedRequestFeatureViews)+len(requestedOnDemandFeatureViews) > 0 { + return nil, errors.New("ODFV is not supported in this iteration, please wait!") + } + // END BLOCK + + if err != nil { + return nil, err + } + entityNameToJoinKeyMap, err := fs.getEntityMaps(requestedFeatureViews) + if err != nil { + return nil, err + } + + // TODO (Ly): This should return empty now + // Expect no ODFV or Request FV passed in GetOnlineFearuresRequest + neededRequestData, neededRequestODFVFeatures, err := fs.getNeededRequestData(requestedRequestFeatureViews, requestedOnDemandFeatureViews) + if err != nil { + return nil, err + } + + // TODO: Add a map that contains provided entities + ODFV schema entities + request schema + // to use for ODFV + // Remove comments for requestDataFeatures when ODFV is supported + // requestDataFeatures := make(map[string]*types.RepeatedValue) // TODO (Ly): Should be empty now until ODFV and Request FV are supported + responseEntities := make(map[string]*types.RepeatedValue) + for entityName, vals := range entityProtos { + if _, ok := neededRequestODFVFeatures[entityName]; ok { + responseEntities[entityName] = vals + // requestDataFeatures[entityName] = vals + } else if _, ok = neededRequestData[entityName]; ok { + // requestDataFeatures[entityName] = vals + } else { + if joinKey, ok := entityNameToJoinKeyMap[entityName]; !ok { + return nil, errors.New(fmt.Sprintf("entityNotFoundException: %s\n%v", entityName, entityNameToJoinKeyMap)) + } else { + responseEntities[joinKey] = vals + } + } + } + + // TODO (Ly): Skip this validation since we're not supporting ODFV yet + + // err = fs.ensureRequestedDataExist(neededRequestData, neededRequestODFVFeatures, requestDataFeatures) + // if err != nil { + // return nil, err + // } + + numOfReturnedFeatures := len(responseEntities) + len(featureRefs) + onlineFeatureResponse := &serving.GetOnlineFeaturesResponse{Metadata: &serving.GetOnlineFeaturesResponseMetadata{ + FeatureNames: &serving.FeatureList{Val: make([]string, numOfReturnedFeatures)}, + }, + Results: make([]*serving.GetOnlineFeaturesResponse_FeatureVector, numRows), + } + + // Allocate memory for each GetOnlineFeaturesResponse_FeatureVector + for index := 0; index < numRows; index++ { + onlineFeatureResponse.Results[index] = &serving.GetOnlineFeaturesResponse_FeatureVector{Values: make([]*types.Value, numOfReturnedFeatures), + Statuses: make([]serving.FieldStatus, numOfReturnedFeatures), + EventTimestamps: make([]*timestamppb.Timestamp, numOfReturnedFeatures), + } + } + + // Add provided entities + ODFV schema entities to response + fs.populateResponseEntities(onlineFeatureResponse, responseEntities) + offset := len(responseEntities) + + featureViews := make([]*FeatureView, len(requestedFeatureViews)) + index := 0 + for featureView := range requestedFeatureViews { + featureViews[index] = featureView + index += 1 + } + + entitylessCase := false + + for _, featureView := range featureViews { + if _, ok := featureView.entities[DUMMY_ENTITY_NAME]; ok { + entitylessCase = true + break + } + } + + if entitylessCase { + dummyEntityColumn := &types.RepeatedValue{Val: make([]*types.Value, numRows)} + for index := 0; index < numRows; index++ { + dummyEntityColumn.Val[index] = &DUMMY_ENTITY + } + responseEntities[DUMMY_ENTITY_ID] = dummyEntityColumn + } + + groupedRefs, err := fs.groupFeatureRefs(requestedFeatureViews, responseEntities, entityNameToJoinKeyMap, fullFeatureNames) + if err != nil { + return nil, err + } + + for _, groupRef := range groupedRefs { + featureData, err := fs.readFromOnlineStore(ctx, groupRef.entityKeys, groupRef.featureViewNames, groupRef.featureNames) + if err != nil { + return nil, err + } + fs.populateResponseFromFeatureData(featureData, + groupRef, + onlineFeatureResponse, + fvs, + offset, + ) + offset += len(groupRef.featureNames) + } + // TODO (Ly): ODFV, skip augmentResponseWithOnDemandTransforms + return onlineFeatureResponse, nil +} + +func (fs *FeatureStore) DestructOnlineStore() { + fs.onlineStore.Destruct() +} + +func (fs *FeatureStore) parseKind(kind interface{}) (*ParsedKind, error) { + if featureList, ok := kind.(*serving.GetOnlineFeaturesRequest_Features); ok { + return &ParsedKind{features: featureList.Features.GetVal(), featureService: nil}, nil + } + if featureServiceRequest, ok := kind.(*serving.GetOnlineFeaturesRequest_FeatureService); ok { + featureService, err := fs.registry.getFeatureService(fs.config.Project, featureServiceRequest.FeatureService) + if err != nil { + return nil, err + } + return &ParsedKind{features: nil, featureService: featureService}, nil + } + return nil, errors.New("cannot parse kind from GetOnlineFeaturesRequest") +} + +/* + This function returns all feature references from GetOnlineFeaturesRequest. + If a list of feature references is passed, return it. + Otherwise, FeatureService was passed, parse this feature service to get a list of FeatureViewProjection and return feature + references from this list +*/ + +func (fs *FeatureStore) getFeatures(parsedKind *ParsedKind, allowCache bool) ([]string, error) { + + if parsedKind.featureService != nil { + + var featureViewName string + features := make([]string, 0) + for _, featureProjection := range parsedKind.featureService.projections { + featureViewName = featureProjection.nameToUse() + for _, feature := range featureProjection.features { + features = append(features, fmt.Sprintf("%s:%s", featureViewName, feature.name)) + } + } + return features, nil + } else { + return parsedKind.features, nil + } +} + +/* + If features passed into GetOnlineFeaturesRequest as a list of feature references, + return all FeatureView, OnDemandFeatureView, RequestFeatureView from the registry + Otherwise, a FeatureService was passed, return a list of copies of FeatureViewProjection + copied from FeatureView, OnDemandFeatureView, RequestFeatureView existed in the registry + + TODO (Ly): Since the implementation of registry has changed, a better approach here is just + retrieving featureViews asked in the passed in list of feature references instead of + retrieving all feature views. Similar argument to FeatureService applies. + +*/ +func (fs *FeatureStore) getFeatureViewsToUse(parsedKind *ParsedKind, allowCache, hideDummyEntity bool) (map[string]*FeatureView, map[*FeatureView][]string, []*RequestFeatureView, []*OnDemandFeatureView, error) { + + fvs := make(map[string]*FeatureView) + requestFvs := make(map[string]*RequestFeatureView) + odFvs := make(map[string]*OnDemandFeatureView) + + featureViews := fs.listFeatureViews(allowCache, hideDummyEntity) + for _, featureView := range featureViews { + fvs[featureView.base.name] = featureView + } + + requestFeatureViews := fs.registry.listRequestFeatureViews(fs.config.Project) + for _, requestFeatureView := range requestFeatureViews { + requestFvs[requestFeatureView.base.name] = requestFeatureView + } + + onDemandFeatureViews := fs.registry.listOnDemandFeatureViews(fs.config.Project) + for _, onDemandFeatureView := range onDemandFeatureViews { + odFvs[onDemandFeatureView.base.name] = onDemandFeatureView + } + + if parsedKind.featureService != nil { + featureService := parsedKind.featureService + + fvsToUse := make(map[*FeatureView][]string) + requestFvsToUse := make([]*RequestFeatureView, 0) + odFvsToUse := make([]*OnDemandFeatureView, 0) + + for _, featureProjection := range featureService.projections { + // Create copies of FeatureView that may contains the same *FeatureView but + // each differentiated by a *FeatureViewProjection + featureViewName := featureProjection.name + if fv, ok := fvs[featureViewName]; ok { + base, err := fv.base.withProjection(featureProjection) + if err != nil { + return nil, nil, nil, nil, err + } + newFv := fv.NewFeatureViewFromBase(base) + fvsToUse[newFv] = make([]string, len(newFv.base.features)) + for index, feature := range newFv.base.features { + fvsToUse[newFv][index] = feature.name + } + } else if requestFv, ok := requestFvs[featureViewName]; ok { + base, err := requestFv.base.withProjection(featureProjection) + if err != nil { + return nil, nil, nil, nil, err + } + requestFvsToUse = append(requestFvsToUse, requestFv.NewRequestFeatureViewFromBase(base)) + } else if odFv, ok := odFvs[featureViewName]; ok { + base, err := odFv.base.withProjection(featureProjection) + if err != nil { + return nil, nil, nil, nil, err + } + odFvsToUse = append(odFvsToUse, odFv.NewOnDemandFeatureViewFromBase(base)) + } else { + return nil, nil, nil, nil, errors.New(fmt.Sprintf("the provided feature service %s contains a reference to a feature view"+ + "%s which doesn't exist. Please make sure that you have created the feature view"+ + "%s and that you have registered it by running \"apply\".", featureService.name, featureViewName, featureViewName)) + } + } + return fvs, fvsToUse, requestFvsToUse, odFvsToUse, nil + } + + fvsToUse := make(map[*FeatureView][]string) + requestFvsToUse := make([]*RequestFeatureView, 0) + odFvsToUse := make([]*OnDemandFeatureView, 0) + + for _, featureRef := range parsedKind.features { + featureViewName, featureName, err := parseFeatureReference(featureRef) + if err != nil { + return nil, nil, nil, nil, err + } + if fv, ok := fvs[featureViewName]; ok { + fvsToUse[fv] = append(fvsToUse[fv], featureName) + } else if requestFv, ok := requestFvs[featureViewName]; ok { + requestFvsToUse = append(requestFvsToUse, requestFv) + } else if odFv, ok := odFvs[featureViewName]; ok { + odFvsToUse = append(odFvsToUse, odFv) + } else { + return nil, nil, nil, nil, errors.New(fmt.Sprintf("feature view %s doesn't exist. Please make sure that you have created the"+ + " feature view %s and that you have registered it by running \"apply\".", featureViewName, featureViewName)) + } + } + + return fvs, fvsToUse, requestFvsToUse, odFvsToUse, nil +} + +func (fs *FeatureStore) getEntityMaps(requestedFeatureViews map[*FeatureView][]string) (map[string]string, error) { + + entityNameToJoinKeyMap := make(map[string]string) + var entityNames map[string]struct{} + var entityName string + var joinKeyMap map[string]string + var featureView *FeatureView + + entities := fs.listEntities(true, false) + + for _, entity := range entities { + entityNameToJoinKeyMap[entity.name] = entity.joinKey + } + + for featureView = range requestedFeatureViews { + + entityNames = featureView.entities + joinKeyMap = featureView.base.projection.joinKeyMap + for entityName = range entityNames { + + entity, err := fs.registry.getEntity(fs.config.Project, entityName) + if err != nil { + return nil, err + } + entityName := entity.name + joinKey := entity.joinKey + + // TODO (Ly): Review: weird that both uses the same map? + // from python's sdk + if entityNameMapped, ok := joinKeyMap[joinKey]; ok { + entityName = entityNameMapped + } + if joinKeyMapped, ok := joinKeyMap[joinKey]; ok { + joinKey = joinKeyMapped + } + entityNameToJoinKeyMap[entityName] = joinKey + // TODO (Ly): Review: Can we skip entity_type_map + // in go's version? + } + } + return entityNameToJoinKeyMap, nil +} + +func (fs *FeatureStore) validateEntityValues(joinKeyValues map[string]*types.RepeatedValue) (int, error) { + setOfRowLengths := make(map[int]bool) + var numRows int + for _, col := range joinKeyValues { + setOfRowLengths[len(col.Val)] = true + numRows = len(col.Val) + } + if len(setOfRowLengths) > 1 { + return 0, errors.New("valueError: All entity rows must have the same columns.") + } + return numRows, nil +} + +func (fs *FeatureStore) validateFeatureRefs(featureRefs []string, fullFeatureNames bool) error { + collidedFeatureRefs := make(map[string]int) + if fullFeatureNames { + for _, featureRef := range featureRefs { + collidedFeatureRefs[featureRef] += 1 + } + for featureName, occurrences := range collidedFeatureRefs { + if occurrences == 1 { + delete(collidedFeatureRefs, featureName) + } + } + if len(collidedFeatureRefs) >= 1 { + collidedFeatureRefList := make([]string, len(collidedFeatureRefs)) + index := 0 + for featureName := range collidedFeatureRefs { + collidedFeatureRefList[index] = featureName + index += 1 + } + return NewFeatureNameCollisionError(collidedFeatureRefList, fullFeatureNames) + } + } else { + for _, featureRef := range featureRefs { + _, featureName, err := parseFeatureReference(featureRef) + if err != nil { + return err + } + collidedFeatureRefs[featureName] += 1 + } + + for featureName, occurrences := range collidedFeatureRefs { + if occurrences == 1 { + delete(collidedFeatureRefs, featureName) + } + } + if len(collidedFeatureRefs) >= 1 { + collidedFeatureRefList := make([]string, 0) + for _, featureRef := range featureRefs { + _, featureName, err := parseFeatureReference(featureRef) + if err != nil { + return err + } + if _, ok := collidedFeatureRefs[featureName]; ok { + collidedFeatureRefList = append(collidedFeatureRefList, featureRef) + } + + } + return errors.New(fmt.Sprintf("featureNameCollisionError: %s; %t", strings.Join(collidedFeatureRefList, ", "), fullFeatureNames)) + } + } + return nil +} + +func (fs *FeatureStore) getNeededRequestData(requestedRequestFeatureViews []*RequestFeatureView, + requestedOnDemandFeatureViews []*OnDemandFeatureView) (map[string]struct{}, map[string]struct{}, error) { + neededRequestData := make(map[string]struct{}) + neededRequestFvFeatures := make(map[string]struct{}) + + for _, onDemandFeatureView := range requestedOnDemandFeatureViews { + requestSchema := onDemandFeatureView.getRequestDataSchema() + for fieldName := range requestSchema { + neededRequestData[fieldName] = struct{}{} + } + } + + for _, requestFeatureView := range requestedRequestFeatureViews { + for _, feature := range requestFeatureView.base.features { + neededRequestFvFeatures[feature.name] = struct{}{} + } + } + + return neededRequestData, neededRequestFvFeatures, nil +} + +func (fs *FeatureStore) ensureRequestedDataExist(neededRequestData map[string]struct{}, + neededRequestFvFeatures map[string]struct{}, + requestDataFeatures map[string]*types.RepeatedValue) error { + // TODO (Ly): Review: Skip checking even if composite set of + // neededRequestData neededRequestFvFeatures is different from + // request_data_features but same length? + if len(neededRequestData)+len(neededRequestFvFeatures) != len(requestDataFeatures) { + missingFeatures := make([]string, 0) + for feature := range neededRequestData { + if _, ok := requestDataFeatures[feature]; !ok { + missingFeatures = append(missingFeatures, feature) + } + } + for feature := range neededRequestFvFeatures { + if _, ok := requestDataFeatures[feature]; !ok { + missingFeatures = append(missingFeatures, feature) + } + } + return errors.New(fmt.Sprintf("requestDataNotFoundInEntityRowsException: %s", strings.Join(missingFeatures, ", "))) + } + return nil +} + +func (fs *FeatureStore) checkOutsideTtl(featureTimestamp *timestamppb.Timestamp, currentTimestamp *timestamppb.Timestamp, ttl *durationpb.Duration) bool { + return currentTimestamp.GetSeconds()-featureTimestamp.GetSeconds() > ttl.Seconds +} + +func (fs *FeatureStore) populateResponseEntities(response *serving.GetOnlineFeaturesResponse, responseEntities map[string]*types.RepeatedValue) { + timeStamp := timestamppb.Now() + featureIndex := 0 + for entityName, values := range responseEntities { + response.Metadata.FeatureNames.Val[featureIndex] = entityName + + for rowIndex, value := range values.GetVal() { + featureVector := response.Results[rowIndex] + featureTimeStamp := timestamppb.Timestamp{Seconds: timeStamp.Seconds, Nanos: timeStamp.Nanos} + featureValue := types.Value{Val: value.Val} + featureVector.Values[featureIndex] = &featureValue + featureVector.Statuses[featureIndex] = serving.FieldStatus_PRESENT + featureVector.EventTimestamps[featureIndex] = &featureTimeStamp + } + featureIndex += 1 + } +} + +func (fs *FeatureStore) readFromOnlineStore(ctx context.Context, entityRows []*types.EntityKey, + requestedFeatureViewNames []string, + requestedFeatureNames []string, +) ([][]FeatureData, error) { + numRows := len(entityRows) + entityRowsValue := make([]types.EntityKey, numRows) + for index, entityKey := range entityRows { + entityRowsValue[index] = types.EntityKey{JoinKeys: entityKey.JoinKeys, EntityValues: entityKey.EntityValues} + } + return fs.onlineStore.OnlineRead(ctx, entityRowsValue, requestedFeatureViewNames, requestedFeatureNames) +} + +func (fs *FeatureStore) populateResponseFromFeatureData(featureData2D [][]FeatureData, + groupRef *GroupedFeaturesPerEntitySet, + onlineFeaturesResponse *serving.GetOnlineFeaturesResponse, + fvs map[string]*FeatureView, + offset int) { + + numFeatures := len(groupRef.featureResponseMeta) + + var value *types.Value + var status serving.FieldStatus + var eventTimeStamp *timestamppb.Timestamp + var featureData *FeatureData + var fv *FeatureView + var featureViewName string + var indicesToUse []int + + for featureIndex := 0; featureIndex < numFeatures; featureIndex++ { + indicesToUse = groupRef.indices[groupRef.indicesMapper[featureIndex]] + onlineFeaturesResponse.Metadata.FeatureNames.Val[offset+featureIndex] = groupRef.featureResponseMeta[featureIndex] + for rowIndex, rowEntityIndex := range indicesToUse { + if featureData2D[rowEntityIndex] == nil { + value = nil + status = serving.FieldStatus_NOT_FOUND + eventTimeStamp = ×tamppb.Timestamp{} + } else { + featureData = &featureData2D[rowEntityIndex][featureIndex] + eventTimeStamp = ×tamppb.Timestamp{Seconds: featureData.timestamp.Seconds, Nanos: featureData.timestamp.Nanos} + featureViewName = featureData.reference.FeatureViewName + fv = fvs[featureViewName] + if _, ok := featureData.value.Val.(*types.Value_NullVal); ok { + value = nil + status = serving.FieldStatus_NOT_FOUND + } else if fs.checkOutsideTtl(eventTimeStamp, timestamppb.Now(), fv.ttl) { + value = &types.Value{Val: featureData.value.Val} + status = serving.FieldStatus_OUTSIDE_MAX_AGE + } else { + value = &types.Value{Val: featureData.value.Val} + status = serving.FieldStatus_PRESENT + } + } + onlineFeaturesResponse.Results[rowIndex].Values[offset+featureIndex] = value + onlineFeaturesResponse.Results[rowIndex].Statuses[offset+featureIndex] = status + onlineFeaturesResponse.Results[rowIndex].EventTimestamps[offset+featureIndex] = eventTimeStamp + } + } + +} + +// TODO (Ly): Complete this function + ODFV +func (fs *FeatureStore) augmentResponseWithOnDemandTransforms(onlineFeaturesResponse *serving.GetOnlineFeaturesResponse, + featureRefs []string, + requestedOnDemandFeatureViews []*OnDemandFeatureView, + fullFeatureNames bool, +) { + requestedOdfvMap := make(map[string]*OnDemandFeatureView) + requestedOdfvNames := make([]string, len(requestedOnDemandFeatureViews)) + for index, requestedOdfv := range requestedOnDemandFeatureViews { + requestedOdfvMap[requestedOdfv.base.name] = requestedOdfv + requestedOdfvNames[index] = requestedOdfv.base.name + } + + odfvFeatureRefs := make(map[string][]string) + for _, featureRef := range featureRefs { + viewName, featureName, err := parseFeatureReference(featureRef) + if err != nil { + + } + + if _, ok := requestedOdfvMap[viewName]; ok { + + viewNameToUse := requestedOdfvMap[viewName].base.projection.nameToUse() + if fullFeatureNames { + featureName = fmt.Sprintf("%s__%s", viewNameToUse, featureName) + } + odfvFeatureRefs[viewName] = append(odfvFeatureRefs[viewName], featureName) + } + } +} + +func (fs *FeatureStore) dropUnneededColumns(onlineFeaturesResponse *serving.GetOnlineFeaturesResponse, + requestedResultRowNames map[string]struct{}) { + metaDataLen := len(onlineFeaturesResponse.Metadata.FeatureNames.Val) + neededMask := make([]bool, metaDataLen) + for index, featureName := range onlineFeaturesResponse.Metadata.FeatureNames.Val { + + if _, ok := requestedResultRowNames[featureName]; !ok { + neededMask[index] = false + } else { + neededMask[index] = true + } + } + firstIndex := 0 + for index := 0; index < metaDataLen; index++ { + if neededMask[index] { + for rowIndex := 0; rowIndex < len(onlineFeaturesResponse.Results); rowIndex++ { + onlineFeaturesResponse.Results[rowIndex].Values[firstIndex] = onlineFeaturesResponse.Results[rowIndex].Values[index] + onlineFeaturesResponse.Results[rowIndex].Statuses[firstIndex] = onlineFeaturesResponse.Results[rowIndex].Statuses[index] + onlineFeaturesResponse.Results[rowIndex].EventTimestamps[firstIndex] = onlineFeaturesResponse.Results[rowIndex].EventTimestamps[index] + onlineFeaturesResponse.Metadata.FeatureNames.Val[firstIndex] = onlineFeaturesResponse.Metadata.FeatureNames.Val[index] + + } + firstIndex += 1 + } + } + for rowIndex := 0; rowIndex < len(onlineFeaturesResponse.Results); rowIndex++ { + onlineFeaturesResponse.Results[rowIndex].Values = onlineFeaturesResponse.Results[rowIndex].Values[:firstIndex] + onlineFeaturesResponse.Results[rowIndex].Statuses = onlineFeaturesResponse.Results[rowIndex].Statuses[:firstIndex] + onlineFeaturesResponse.Results[rowIndex].EventTimestamps = onlineFeaturesResponse.Results[rowIndex].EventTimestamps[:firstIndex] + onlineFeaturesResponse.Metadata.FeatureNames.Val = onlineFeaturesResponse.Metadata.FeatureNames.Val[:firstIndex] + } +} + +func (fs *FeatureStore) listFeatureViews(allowCache, hideDummyEntity bool) []*FeatureView { + featureViews := fs.registry.listFeatureViews(fs.config.Project) + for _, featureView := range featureViews { + if _, ok := featureView.entities[DUMMY_ENTITY_NAME]; ok && hideDummyEntity { + featureView.entities = make(map[string]struct{}) + } + } + return featureViews +} + +func (fs *FeatureStore) listEntities(allowCache, hideDummyEntity bool) []*Entity { + + allEntities := fs.registry.listEntities(fs.config.Project) + entities := make([]*Entity, 0) + for _, entity := range allEntities { + if entity.name != DUMMY_ENTITY_NAME || !hideDummyEntity { + entities = append(entities, entity) + } + } + return entities +} + +func (fs *FeatureStore) getFvEntityValues(fv *FeatureView, + joinKeyValues map[string]*types.RepeatedValue, + entityNameToJoinKeyMap map[string]string) map[string]*types.RepeatedValue { + + fvJoinKeys := make(map[string]struct{}) + for entityName := range fv.entities { + fvJoinKeys[entityNameToJoinKeyMap[entityName]] = struct{}{} + } + + aliasToJoinKeyMap := make(map[string]string) + for k, v := range fv.base.projection.joinKeyMap { + aliasToJoinKeyMap[v] = k + } + + entityValues := make(map[string]*types.RepeatedValue) + + for k, v := range joinKeyValues { + entityKey := k + if _, ok := aliasToJoinKeyMap[k]; ok { + entityKey = aliasToJoinKeyMap[k] + } + if _, ok := fvJoinKeys[entityKey]; ok { + entityValues[entityKey] = v + } + } + + return entityValues +} + +/* entityValues are rows of the same feature view */ + +func serializeEntityKeySet(entityValues []*types.EntityKey) string { + if len(entityValues) == 0 { + return "" + } + joinKeys := make([]string, len(entityValues[0].JoinKeys)) + for _, entityKey := range entityValues { + for index, joinKey := range entityKey.JoinKeys { + joinKeys[index] = joinKey + } + break + } + byteEntitySet := []byte{} + sort.Strings(joinKeys) + for _, key := range joinKeys { + byteEntitySet = append(byteEntitySet, []byte(key)...) + byteEntitySet = append(byteEntitySet, byte(0)) + } + return string(byteEntitySet) +} + +func (fs *FeatureStore) getEntityKeysFromFeatureView(fv *FeatureView, + joinKeyValues map[string]*types.RepeatedValue, + entityNameToJoinKeyMap map[string]string) []*types.EntityKey { + fvEntityValues := fs.getFvEntityValues(fv, joinKeyValues, entityNameToJoinKeyMap) + keys := make([]string, len(fvEntityValues)) + index := 0 + var numRows int + for k, v := range fvEntityValues { + keys[index] = k + index += 1 + numRows = len(v.Val) + } + sort.Strings(keys) + entityKeys := make([]*types.EntityKey, numRows) + numJoinKeys := len(keys) + // Construct each EntityKey object + for index = 0; index < numRows; index++ { + entityKeys[index] = &types.EntityKey{JoinKeys: keys, EntityValues: make([]*types.Value, numJoinKeys)} + } + + for colIndex, key := range keys { + for index, value := range fvEntityValues[key].GetVal() { + entityKeys[index].EntityValues[colIndex] = value + } + } + return entityKeys +} + +func (fs *FeatureStore) getUniqueEntities(entityKeys []*types.EntityKey, +) ([]*types.EntityKey, [][]int, error) { + + rowise := make(map[string]*entityKeyRow) + // start here + for index, entityKey := range entityKeys { + key, err := serializeEntityKey(entityKey) + if err != nil { + return nil, nil, err + } + keyStr := string(*key) + if ekRow, ok := rowise[keyStr]; ok { + ekRow.rowIndices = append(ekRow.rowIndices, index) + } else { + ekRow = &entityKeyRow{entityKey: entityKeys[index], rowIndices: make([]int, 1)} + rowise[keyStr] = ekRow + ekRow.rowIndices[0] = index + } + } + numUniqueRows := len(rowise) + uniqueEntityKeys := make([]*types.EntityKey, numUniqueRows) + indices := make([][]int, numUniqueRows) + index := 0 + for _, ekRow := range rowise { + uniqueEntityKeys[index] = ekRow.entityKey + indices[index] = ekRow.rowIndices + index += 1 + } + return uniqueEntityKeys, indices, nil +} + +/* +Group feature views that share the same set of join keys. For each group, we store only unique rows and save indices to retrieve those +rows for each requested feature +*/ + +func (fs *FeatureStore) groupFeatureRefs(requestedFeatureViews map[*FeatureView][]string, + joinKeyValues map[string]*types.RepeatedValue, + entityNameToJoinKeyMap map[string]string, + fullFeatureNames bool, +) (map[string]*GroupedFeaturesPerEntitySet, + error, +) { + fvFeatures := make(map[string]*GroupedFeaturesPerEntitySet) + uniqueRowsPerEntitySet := make(map[string]map[string]int) + var featureIndex int + for fv, featureNames := range requestedFeatureViews { + entityKeys := fs.getEntityKeysFromFeatureView(fv, joinKeyValues, entityNameToJoinKeyMap) + indices := make([]int, len(entityKeys)) + entityKeySet := serializeEntityKeySet(entityKeys) + if _, ok := uniqueRowsPerEntitySet[entityKeySet]; !ok { + uniqueRowsPerEntitySet[entityKeySet] = make(map[string]int) + } + if _, ok := fvFeatures[entityKeySet]; !ok { + // Feature names should be unique per feature view to pass validateFeatureRefs + fvFeatures[entityKeySet] = &GroupedFeaturesPerEntitySet{indicesMapper: make(map[int]int)} + } + for index, entityKey := range entityKeys { + serializedRow, err := serializeEntityKey(entityKey) + if err != nil { + return nil, err + } + rowKey := string(*serializedRow) + if _, ok := uniqueRowsPerEntitySet[entityKeySet][rowKey]; !ok { + uniqueRowsPerEntitySet[entityKeySet][rowKey] = len(uniqueRowsPerEntitySet[entityKeySet]) + fvFeatures[entityKeySet].entityKeys = append(fvFeatures[entityKeySet].entityKeys, entityKey) + } + indices[index] = uniqueRowsPerEntitySet[entityKeySet][rowKey] + } + + for _, featureName := range featureNames { + featureIndex = len(fvFeatures[entityKeySet].featureNames) + fvFeatures[entityKeySet].featureNames = append(fvFeatures[entityKeySet].featureNames, featureName) + fvFeatures[entityKeySet].featureViewNames = append(fvFeatures[entityKeySet].featureViewNames, fv.base.name) + fvFeatures[entityKeySet].featureResponseMeta = append(fvFeatures[entityKeySet].featureResponseMeta, + getFeatureResponseMeta(fv.base.projection.nameToUse(), featureName, fullFeatureNames)) + fvFeatures[entityKeySet].indicesMapper[featureIndex] = len(fvFeatures[entityKeySet].indices) + } + fvFeatures[entityKeySet].indices = append(fvFeatures[entityKeySet].indices, indices) + } + return fvFeatures, nil +} + +func (fs *FeatureStore) getFeatureView(project, featureViewName string, allowCache, hideDummyEntity bool) (*FeatureView, error) { + fv, err := fs.registry.getFeatureView(fs.config.Project, featureViewName) + if err != nil { + return nil, err + } + if _, ok := fv.entities[DUMMY_ENTITY_NAME]; ok && hideDummyEntity { + fv.entities = make(map[string]struct{}) + } + return fv, nil +} + +func parseFeatureReference(featureRef string) (featureViewName, featureName string, e error) { + parsedFeatureName := strings.Split(featureRef, ":") + + if len(parsedFeatureName) == 0 { + e = errors.New("featureReference should be in the format: 'FeatureViewName:FeatureName'") + } else if len(parsedFeatureName) == 1 { + featureName = parsedFeatureName[0] + } else { + featureViewName = parsedFeatureName[0] + featureName = parsedFeatureName[1] + } + return +} + +func getFeatureResponseMeta(featureNameAlias string, featureName string, fullFeatureNames bool) string { + if fullFeatureNames { + return fmt.Sprintf("%s__%s", featureNameAlias, featureName) + } else { + return featureName + } +} diff --git a/go/internal/feast/featurestore_test.go b/go/internal/feast/featurestore_test.go new file mode 100644 index 0000000000..0eaa4960e8 --- /dev/null +++ b/go/internal/feast/featurestore_test.go @@ -0,0 +1,71 @@ +package feast + +import ( + "context" + "github.com/feast-dev/feast/go/protos/feast/serving" + "github.com/feast-dev/feast/go/protos/feast/types" + "github.com/stretchr/testify/assert" + "path/filepath" + "runtime" + "testing" +) + +// Return absolute path to the test_repo registry regardless of the working directory +func getRegistryPath() map[string]interface{} { + // Get the file path of this source file, regardless of the working directory + _, filename, _, ok := runtime.Caller(0) + if !ok { + panic("couldn't find file path of the test file") + } + registry := map[string]interface{}{ + "path": filepath.Join(filename, "..", "..", "..", "feature_repo/data/registry.db"), + } + return registry +} + +func TestNewFeatureStore(t *testing.T) { + t.Skip("@todo(achals): feature_repo isn't checked in yet") + config := RepoConfig{ + Project: "feature_repo", + Registry: getRegistryPath(), + Provider: "local", + OnlineStore: map[string]interface{}{ + "type": "redis", + }, + } + fs, err := NewFeatureStore(&config) + assert.Nil(t, err) + assert.IsType(t, &RedisOnlineStore{}, fs.onlineStore) +} + +func TestGetOnlineFeaturesRedis(t *testing.T) { + t.Skip("@todo(achals): feature_repo isn't checked in yet") + config := RepoConfig{ + Project: "feature_repo", + Registry: getRegistryPath(), + Provider: "local", + OnlineStore: map[string]interface{}{ + "type": "redis", + "connection_string": "localhost:6379", + }, + } + + featureViewNames := []string{"driver_hourly_stats:conv_rate", + "driver_hourly_stats:acc_rate", + "driver_hourly_stats:avg_daily_trips", + } + featureList := serving.FeatureList{Val: featureViewNames} + featureListRequest := serving.GetOnlineFeaturesRequest_Features{Features: &featureList} + entities := map[string]*types.RepeatedValue{"driver_id": {Val: []*types.Value{{Val: &types.Value_Int64Val{Int64Val: 1001}}, + {Val: &types.Value_Int64Val{Int64Val: 1002}}, + {Val: &types.Value_Int64Val{Int64Val: 1003}}}}, + } + request := serving.GetOnlineFeaturesRequest{Kind: &featureListRequest, Entities: entities, FullFeatureNames: true} + + fs, err := NewFeatureStore(&config) + assert.Nil(t, err) + ctx := context.Background() + response, err := fs.GetOnlineFeatures(ctx, &request) + assert.Nil(t, err) + assert.NotEmpty(t, response.Results) +} diff --git a/go/internal/feast/featureview.go b/go/internal/feast/featureview.go new file mode 100644 index 0000000000..94930f4eea --- /dev/null +++ b/go/internal/feast/featureview.go @@ -0,0 +1,46 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" + "github.com/feast-dev/feast/go/protos/feast/types" + durationpb "google.golang.org/protobuf/types/known/durationpb" +) + +const ( + DUMMY_ENTITY_ID = "__dummy_id" + DUMMY_ENTITY_NAME = "__dummy" + DUMMY_ENTITY_VAL = "" +) + +var DUMMY_ENTITY types.Value = types.Value{Val: &types.Value_StringVal{StringVal: DUMMY_ENTITY_VAL}} + +type FeatureView struct { + base *BaseFeatureView + ttl *durationpb.Duration + // Make entities set so that search for dummy entity is faster + entities map[string]struct{} +} + +func NewFeatureViewFromProto(proto *core.FeatureView) *FeatureView { + featureView := &FeatureView{base: NewBaseFeatureView(proto.Spec.Name, proto.Spec.Features), + ttl: &(*proto.Spec.Ttl), + } + if len(proto.Spec.Entities) == 0 { + featureView.entities = map[string]struct{}{DUMMY_ENTITY_NAME: {}} + } else { + featureView.entities = make(map[string]struct{}) + for _, entityName := range proto.Spec.Entities { + featureView.entities[entityName] = struct{}{} + } + } + return featureView +} + +func (fs *FeatureView) NewFeatureViewFromBase(base *BaseFeatureView) *FeatureView { + ttl := durationpb.Duration{Seconds: fs.ttl.Seconds, Nanos: fs.ttl.Nanos} + featureView := &FeatureView{base: base, + ttl: &ttl, + entities: fs.entities, + } + return featureView +} diff --git a/go/internal/feast/featureviewprojection.go b/go/internal/feast/featureviewprojection.go new file mode 100644 index 0000000000..ba80838490 --- /dev/null +++ b/go/internal/feast/featureviewprojection.go @@ -0,0 +1,41 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" +) + +type FeatureViewProjection struct { + name string + nameAlias string + features []*Feature + joinKeyMap map[string]string +} + +func (fv *FeatureViewProjection) nameToUse() string { + if len(fv.nameAlias) == 0 { + return fv.name + } + return fv.nameAlias +} + +func NewFeatureViewProjectionFromProto(proto *core.FeatureViewProjection) *FeatureViewProjection { + featureProjection := &FeatureViewProjection{name: proto.FeatureViewName, + nameAlias: proto.FeatureViewNameAlias, + joinKeyMap: proto.JoinKeyMap, + } + + features := make([]*Feature, len(proto.FeatureColumns)) + for index, featureSpecV2 := range proto.FeatureColumns { + features[index] = NewFeatureFromProto(featureSpecV2) + } + featureProjection.features = features + return featureProjection +} + +func NewFeatureViewProjectionFromDefinition(base *BaseFeatureView) *FeatureViewProjection { + return &FeatureViewProjection{name: base.name, + nameAlias: "", + features: base.features, + joinKeyMap: make(map[string]string), + } +} diff --git a/go/internal/feast/local.go b/go/internal/feast/local.go new file mode 100644 index 0000000000..ea80c326c6 --- /dev/null +++ b/go/internal/feast/local.go @@ -0,0 +1,66 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" + "github.com/golang/protobuf/proto" + "github.com/google/uuid" + timestamppb "google.golang.org/protobuf/types/known/timestamppb" + "io/ioutil" + "os" + "path/filepath" +) + +type LocalRegistryStore struct { + filePath string +} + +func NewLocalRegistryStore(config *RegistryConfig, repoPath string) *LocalRegistryStore { + lr := LocalRegistryStore{} + registryPath := config.Path + if filepath.IsAbs(registryPath) { + lr.filePath = registryPath + } else { + lr.filePath = filepath.Join(repoPath, registryPath) + } + return &lr +} + +func (r *LocalRegistryStore) GetRegistryProto() (*core.Registry, error) { + registry := &core.Registry{} + // Read the local registry + in, err := ioutil.ReadFile(r.filePath) + // Use an empty Registry Proto if file not exists or parse Registry Proto content from file + if err != nil { + return nil, err + } + if err := proto.Unmarshal(in, registry); err != nil { + return nil, err + } + return registry, nil +} + +func (r *LocalRegistryStore) UpdateRegistryProto(rp *core.Registry) error { + return r.writeRegistry(rp) +} + +func (r *LocalRegistryStore) Teardown() error { + err := os.Remove(r.filePath) + if err != nil { + return err + } + return nil +} + +func (r *LocalRegistryStore) writeRegistry(rp *core.Registry) error { + rp.VersionId = uuid.New().String() + rp.LastUpdated = timestamppb.Now() + bytes, err := proto.Marshal(rp) + if err != nil { + return err + } + err = ioutil.WriteFile(r.filePath, bytes, 0644) + if err != nil { + return err + } + return nil +} diff --git a/go/internal/feast/ondemandfeatureview.go b/go/internal/feast/ondemandfeatureview.go new file mode 100644 index 0000000000..293365d9da --- /dev/null +++ b/go/internal/feast/ondemandfeatureview.go @@ -0,0 +1,52 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" + "github.com/feast-dev/feast/go/protos/feast/types" +) + +type OnDemandFeatureView struct { + base *BaseFeatureView + inputFeatureViewProjections map[string]*FeatureViewProjection + inputRequestDataSources map[string]*core.DataSource_RequestDataOptions +} + +func NewOnDemandFeatureViewFromProto(proto *core.OnDemandFeatureView) *OnDemandFeatureView { + onDemandFeatureView := &OnDemandFeatureView{base: NewBaseFeatureView(proto.Spec.Name, proto.Spec.Features), + inputFeatureViewProjections: make(map[string]*FeatureViewProjection), + inputRequestDataSources: make(map[string]*core.DataSource_RequestDataOptions), + } + for inputName, onDemandInput := range proto.Spec.Inputs { + if onDemandInputFeatureView, ok := onDemandInput.Input.(*core.OnDemandInput_FeatureView); ok { + featureViewProto := onDemandInputFeatureView.FeatureView + featureView := NewFeatureViewFromProto(featureViewProto) + onDemandFeatureView.inputFeatureViewProjections[inputName] = featureView.base.projection + } else if onDemandInputFeatureViewProjection, ok := onDemandInput.Input.(*core.OnDemandInput_FeatureViewProjection); ok { + featureProjectionProto := onDemandInputFeatureViewProjection.FeatureViewProjection + onDemandFeatureView.inputFeatureViewProjections[inputName] = NewFeatureViewProjectionFromProto(featureProjectionProto) + } else if onDemandInputRequestFeatureView, ok := onDemandInput.Input.(*core.OnDemandInput_RequestDataSource); ok { + + if dataSourceRequestOptions, ok := onDemandInputRequestFeatureView.RequestDataSource.Options.(*core.DataSource_RequestDataOptions_); ok { + onDemandFeatureView.inputRequestDataSources[inputName] = dataSourceRequestOptions.RequestDataOptions + } + } + } + + return onDemandFeatureView +} + +func (fs *OnDemandFeatureView) NewOnDemandFeatureViewFromBase(base *BaseFeatureView) *OnDemandFeatureView { + + featureView := &OnDemandFeatureView{base: base} + return featureView +} + +func (fs *OnDemandFeatureView) getRequestDataSchema() map[string]types.ValueType_Enum { + schema := make(map[string]types.ValueType_Enum) + for _, requestDataSource := range fs.inputRequestDataSources { + for fieldName, fieldValueType := range requestDataSource.Schema { + schema[fieldName] = fieldValueType + } + } + return schema +} diff --git a/go/internal/feast/onlinestore.go b/go/internal/feast/onlinestore.go new file mode 100644 index 0000000000..9de03a6fc1 --- /dev/null +++ b/go/internal/feast/onlinestore.go @@ -0,0 +1,63 @@ +package feast + +import ( + "context" + "errors" + "fmt" + "github.com/feast-dev/feast/go/protos/feast/serving" + "github.com/feast-dev/feast/go/protos/feast/types" + "github.com/golang/protobuf/ptypes/timestamp" +) + +type FeatureData struct { + reference serving.FeatureReferenceV2 + timestamp timestamp.Timestamp + value types.Value +} + +type OnlineStore interface { + // OnlineRead reads multiple features (specified in featureReferences) for multiple + // entity keys (specified in entityKeys) and returns an array of array of features, + // where each feature contains 3 fields: + // 1. feature Reference + // 2. feature event timestamp + // 3. feature value + // The inner array will have the same size as featureReferences, + // while the outer array will have the same size as entityKeys. + + // TODO: Can we return [][]FeatureData, []timstamps, error + // instead and remove timestamp from FeatureData struct to mimic Python's code + // and reduces repeated memory storage for the same timstamp (which is stored as value and not as a pointer). + // Should each attribute in FeatureData be stored as a pointer instead since the current + // design forces value copied in OnlineRead + GetOnlineFeatures + // (array is destructed so we cannot use the same fields in each + // Feature object as pointers in GetOnlineFeaturesResponse) + // => allocate memory for each field once in OnlineRead + // and reuse them in GetOnlineFeaturesResponse? + OnlineRead(ctx context.Context, entityKeys []types.EntityKey, featureViewNames []string, featureNames []string) ([][]FeatureData, error) + // Destruct must be call once user is done using OnlineStore + // This is to comply with the Connector since we have to close the plugin + Destruct() +} + +func getOnlineStoreType(onlineStoreConfig map[string]interface{}) (string, bool) { + if onlineStoreType, ok := onlineStoreConfig["type"]; !ok { + return "", false + } else { + result, ok := onlineStoreType.(string) + return result, ok + } +} + +func getOnlineStore(config *RepoConfig) (OnlineStore, error) { + onlineStoreType, ok := getOnlineStoreType(config.OnlineStore) + if !ok { + return nil, errors.New(fmt.Sprintf("could not get online store type from online store config: %+v", config.OnlineStore)) + } + if onlineStoreType == "redis" { + onlineStore, err := NewRedisOnlineStore(config.Project, config.OnlineStore) + return onlineStore, err + } else { + return nil, errors.New("only Redis is supported as an online store for now") + } +} diff --git a/go/internal/feast/redisonlinestore.go b/go/internal/feast/redisonlinestore.go new file mode 100644 index 0000000000..c0af52c3c7 --- /dev/null +++ b/go/internal/feast/redisonlinestore.go @@ -0,0 +1,357 @@ +package feast + +import ( + "context" + "encoding/binary" + "errors" + "fmt" + "github.com/feast-dev/feast/go/protos/feast/serving" + "github.com/feast-dev/feast/go/protos/feast/types" + "github.com/go-redis/redis/v8" + "github.com/golang/protobuf/proto" + "github.com/spaolacci/murmur3" + timestamppb "google.golang.org/protobuf/types/known/timestamppb" + "sort" + "strconv" + "strings" +) + +type redisType int + +const ( + redisNode redisType = 0 + redisCluster redisType = 1 +) + +type RedisOnlineStore struct { + + // Feast project name + // TODO (woop): Should we remove project as state that is tracked at the store level? + project string + + // Redis database type, either a single node server (RedisType.Redis) or a cluster (RedisType.RedisCluster) + t redisType + + // Redis client connector + client *redis.Client +} + +func NewRedisOnlineStore(project string, onlineStoreConfig map[string]interface{}) (*RedisOnlineStore, error) { + store := RedisOnlineStore{project: project} + + var address []string + var password string + var db int // Default to 0 + + // Parse redis_type and write it into conf.t + t, err := getRedisType(onlineStoreConfig) + if err != nil { + return nil, err + } + + // Parse connection_string and write it into conf.address, conf.password, and conf.ssl + redisConnJson, ok := onlineStoreConfig["connection_string"] + if !ok { + // Default to "localhost:6379" + redisConnJson = "localhost:6379" + } + if redisConnStr, ok := redisConnJson.(string); !ok { + return nil, errors.New(fmt.Sprintf("failed to convert connection_string to string: %+v", redisConnJson)) + } else { + parts := strings.Split(redisConnStr, ",") + for _, part := range parts { + if strings.Contains(part, ":") { + address = append(address, part) + } else if strings.Contains(part, "=") { + kv := strings.SplitN(part, "=", 2) + if kv[0] == "password" { + password = kv[1] + } else if kv[0] == "ssl" { + // TODO (woop): Add support for TLS/SSL + // ssl = kv[1] == "true" + } else if kv[0] == "db" { + db, err = strconv.Atoi(kv[1]) + if err != nil { + return nil, err + } + } else { + return nil, errors.New(fmt.Sprintf("unrecognized option in connection_string: %s. Must be one of 'password', 'ssl'", kv[0])) + } + } else { + return nil, errors.New(fmt.Sprintf("unable to parse a part of connection_string: %s. Must contain either ':' (addresses) or '=' (options", part)) + } + } + } + + if t == redisNode { + store.client = redis.NewClient(&redis.Options{ + Addr: address[0], + Password: password, // No password set + DB: db, + }) + } else { + return nil, errors.New("only single node Redis is supported at this time") + } + + return &store, nil +} + +func getRedisType(onlineStoreConfig map[string]interface{}) (redisType, error) { + var t redisType + + redisTypeJson, ok := onlineStoreConfig["redis_type"] + if !ok { + // Default to "redis" + redisTypeJson = "redis" + } else if redisTypeStr, ok := redisTypeJson.(string); !ok { + return -1, errors.New(fmt.Sprintf("failed to convert redis_type to string: %+v", redisTypeJson)) + } else { + if redisTypeStr == "redis" { + t = redisNode + } else if redisTypeStr == "redis_cluster" { + t = redisCluster + } else { + return -1, errors.New(fmt.Sprintf("failed to convert redis_type to enum: %s. Must be one of 'redis', 'redis_cluster'", redisTypeStr)) + } + } + return t, nil +} + +func (r *RedisOnlineStore) OnlineRead(ctx context.Context, entityKeys []types.EntityKey, featureViewNames []string, featureNames []string) ([][]FeatureData, error) { + featureCount := len(featureNames) + index := featureCount + featureViewIndices := make(map[string]int) + indicesFeatureView := make(map[int]string) + for _, featureViewName := range featureViewNames { + if _, ok := featureViewIndices[featureViewName]; !ok { + featureViewIndices[featureViewName] = index + indicesFeatureView[index] = featureViewName + index += 1 + } + } + var hsetKeys = make([]string, index) + h := murmur3.New32() + intBuffer := h.Sum32() + byteBuffer := make([]byte, 4) + + for i := 0; i < featureCount; i++ { + h.Write([]byte(fmt.Sprintf("%s:%s", featureViewNames[i], featureNames[i]))) + intBuffer = h.Sum32() + binary.LittleEndian.PutUint32(byteBuffer, intBuffer) + hsetKeys[i] = string(byteBuffer) + h.Reset() + } + for i := featureCount; i < index; i++ { + view := indicesFeatureView[i] + tsKey := fmt.Sprintf("_ts:%s", view) + hsetKeys[i] = tsKey + featureNames = append(featureNames, tsKey) + } + + redisKeys := make([]*[]byte, len(entityKeys)) + redisKeyToEntityIndex := make(map[string]int) + for i := 0; i < len(entityKeys); i++ { + + var key, err = buildRedisKey(r.project, &entityKeys[i]) + if err != nil { + return nil, err + } + redisKeys[i] = key + redisKeyToEntityIndex[string(*key)] = i + } + + // Retrieve features from Redis + // TODO: Move context object out + + results := make([][]FeatureData, len(entityKeys)) + pipe := r.client.Pipeline() + commands := map[string]*redis.SliceCmd{} + + for _, redisKey := range redisKeys { + keyString := string(*redisKey) + commands[keyString] = pipe.HMGet(ctx, keyString, hsetKeys...) + } + + _, err := pipe.Exec(ctx) + if err != nil { + return nil, err + } + + var entityIndex int + var resContainsNonNil bool + for redisKey, values := range commands { + + entityIndex = redisKeyToEntityIndex[redisKey] + resContainsNonNil = false + + results[entityIndex] = make([]FeatureData, featureCount) + res, err := values.Result() + if err != nil { + return nil, err + } + + var timeStamp timestamppb.Timestamp + + for featureIndex, resString := range res { + if featureIndex == featureCount { + break + } + + if resString == nil { + // TODO (Ly): Can there be nil result within each feature or they will all be returned as string proto of types.Value_NullVal proto? + featureName := featureNames[featureIndex] + featureViewName := featureViewNames[featureIndex] + timeStampIndex := featureViewIndices[featureViewName] + timeStampInterface := res[timeStampIndex] + if timeStampInterface != nil { + if timeStampString, ok := timeStampInterface.(string); !ok { + return nil, errors.New("error parsing value from redis") + } else { + if err := proto.Unmarshal([]byte(timeStampString), &timeStamp); err != nil { + return nil, errors.New("error converting parsed redis value to timestamppb.Timestamp") + } + } + } + + results[entityIndex][featureIndex] = FeatureData{reference: serving.FeatureReferenceV2{FeatureViewName: featureViewName, FeatureName: featureName}, + timestamp: timestamppb.Timestamp{Seconds: timeStamp.Seconds, Nanos: timeStamp.Nanos}, + value: types.Value{Val: &types.Value_NullVal{NullVal: types.Null_NULL}}, + } + + } else if valueString, ok := resString.(string); !ok { + return nil, errors.New("error parsing value from redis") + } else { + resContainsNonNil = true + var value types.Value + if err := proto.Unmarshal([]byte(valueString), &value); err != nil { + return nil, errors.New("error converting parsed redis value to types.Value") + } else { + featureName := featureNames[featureIndex] + featureViewName := featureViewNames[featureIndex] + timeStampIndex := featureViewIndices[featureViewName] + timeStampInterface := res[timeStampIndex] + if timeStampInterface != nil { + if timeStampString, ok := timeStampInterface.(string); !ok { + return nil, errors.New("error parsing value from redis") + } else { + if err := proto.Unmarshal([]byte(timeStampString), &timeStamp); err != nil { + return nil, errors.New("error converting parsed redis value to timestamppb.Timestamp") + } + } + } + results[entityIndex][featureIndex] = FeatureData{reference: serving.FeatureReferenceV2{FeatureViewName: featureViewName, FeatureName: featureName}, + timestamp: timestamppb.Timestamp{Seconds: timeStamp.Seconds, Nanos: timeStamp.Nanos}, + value: types.Value{Val: value.Val}, + } + } + } + } + + if !resContainsNonNil { + results[entityIndex] = nil + } + + } + + return results, nil +} + +// Dummy destruct function to conform with plugin OnlineStore interface +func (r *RedisOnlineStore) Destruct() { + +} + +func buildRedisKey(project string, entityKey *types.EntityKey) (*[]byte, error) { + serKey, err := serializeEntityKey(entityKey) + if err != nil { + return nil, err + } + fullKey := append(*serKey, []byte(project)...) + return &fullKey, nil +} + +func serializeEntityKey(entityKey *types.EntityKey) (*[]byte, error) { + // Serialize entity key to a bytestring so that it can be used as a lookup key in a hash table. + + // Ensure that we have the right amount of join keys and entity values + if len(entityKey.JoinKeys) != len(entityKey.EntityValues) { + return nil, errors.New(fmt.Sprintf("the amount of join key names and entity values don't match: %s vs %s", entityKey.JoinKeys, entityKey.EntityValues)) + } + + // Make sure that join keys are sorted so that we have consistent key building + m := make(map[string]*types.Value) + + for i := 0; i < len(entityKey.JoinKeys); i++ { + m[entityKey.JoinKeys[i]] = entityKey.EntityValues[i] + } + + keys := make([]string, 0, len(m)) + for k := range entityKey.JoinKeys { + keys = append(keys, entityKey.JoinKeys[k]) + } + sort.Strings(keys) + + // Build the key + length := 5 * len(keys) + bufferList := make([][]byte, length) + + for i := 0; i < len(keys); i++ { + offset := i * 2 + byteBuffer := make([]byte, 4) + binary.LittleEndian.PutUint32(byteBuffer, uint32(types.ValueType_Enum_value["STRING"])) + bufferList[offset] = byteBuffer + bufferList[offset+1] = []byte(keys[i]) + } + + for i := 0; i < len(keys); i++ { + offset := (2 * len(keys)) + (i * 3) + value := m[keys[i]].GetVal() + + valueBytes, valueTypeBytes, err := serializeValue(value) + if err != nil { + return valueBytes, err + } + + typeBuffer := make([]byte, 4) + binary.LittleEndian.PutUint32(typeBuffer, uint32(valueTypeBytes)) + + lenBuffer := make([]byte, 4) + binary.LittleEndian.PutUint32(lenBuffer, uint32(len(*valueBytes))) + + bufferList[offset+0] = typeBuffer + bufferList[offset+1] = lenBuffer + bufferList[offset+2] = *valueBytes + } + + // Convert from an array of byte arrays to a single byte array + var entityKeyBuffer []byte + for i := 0; i < len(bufferList); i++ { + entityKeyBuffer = append(entityKeyBuffer, bufferList[i]...) + } + + return &entityKeyBuffer, nil +} + +func serializeValue(value interface{}) (*[]byte, types.ValueType_Enum, error) { + // TODO: Implement support for other types (at least the major types like ints, strings, bytes) + switch x := (value).(type) { + case *types.Value_StringVal: + valueString := []byte(x.StringVal) + return &valueString, types.ValueType_STRING, nil + case *types.Value_BytesVal: + return &x.BytesVal, types.ValueType_BYTES, nil + case *types.Value_Int32Val: + valueBuffer := make([]byte, 4) + binary.LittleEndian.PutUint32(valueBuffer, uint32(x.Int32Val)) + return &valueBuffer, types.ValueType_INT32, nil + case *types.Value_Int64Val: + // TODO (woop): We unfortunately have to use 32 bit here for backward compatibility :( + valueBuffer := make([]byte, 4) + binary.LittleEndian.PutUint32(valueBuffer, uint32(x.Int64Val)) + return &valueBuffer, types.ValueType_INT64, nil + case nil: + return nil, types.ValueType_INVALID, fmt.Errorf("could not detect type for %v", x) + default: + return nil, types.ValueType_INVALID, fmt.Errorf("could not detect type for %v", x) + } +} diff --git a/go/internal/feast/registry.go b/go/internal/feast/registry.go new file mode 100644 index 0000000000..f8ba83c45d --- /dev/null +++ b/go/internal/feast/registry.go @@ -0,0 +1,322 @@ +package feast + +import ( + "errors" + "fmt" + "github.com/feast-dev/feast/go/protos/feast/core" + "net/url" + "time" +) + +var REGISTRY_SCHEMA_VERSION string = "1" +var REGISTRY_STORE_CLASS_FOR_SCHEME map[string]string = map[string]string{ + "gs": "GCSRegistryStore", + "s3": "S3RegistryStore", + "file": "LocalRegistryStore", + "": "LocalRegistryStore", +} + +/* + Store protos of FeatureView, FeatureService, Entity, OnDemandFeatureView, RequestFeatureView + but return to user copies of non-proto versions of these objects +*/ + +type Registry struct { + registryStore RegistryStore + cachedFeatureServices map[string]map[string]*core.FeatureService + cachedEntities map[string]map[string]*core.Entity + cachedFeatureViews map[string]map[string]*core.FeatureView + cachedOnDemandFeatureViews map[string]map[string]*core.OnDemandFeatureView + cachedRequestFeatureViews map[string]map[string]*core.RequestFeatureView + + cachedRegistryProtoCreated time.Time + cachedRegistryProtoTtl time.Duration +} + +func NewRegistry(registryConfig *RegistryConfig, repoPath string) (*Registry, error) { + registryStoreType := registryConfig.RegistryStoreType + registryPath := registryConfig.Path + r := &Registry{ + cachedRegistryProtoTtl: time.Duration(registryConfig.CacheTtlSeconds), + } + + if len(registryStoreType) == 0 { + registryStore, err := getRegistryStoreFromSheme(registryPath, registryConfig, repoPath) + if err != nil { + return nil, err + } + r.registryStore = registryStore + } else { + registryStore, err := getRegistryStoreFromType(registryStoreType, registryConfig, repoPath) + if err != nil { + return nil, err + } + r.registryStore = registryStore + } + + return r, nil +} + +func (r *Registry) initializeRegistry() { + err := r.getRegistryProto(false) + if err != nil { + registryProto := &core.Registry{RegistrySchemaVersion: REGISTRY_SCHEMA_VERSION} + r.registryStore.UpdateRegistryProto(registryProto) + r.load(registryProto) + } +} + +// TODO: Add a goroutine and automatically refresh every cachedRegistryProtoTtl +func (r *Registry) refresh() error { + return r.getRegistryProto(false) +} + +func (r *Registry) getRegistryProto(allowCache bool) error { + expired := r.cachedFeatureServices == nil || (r.cachedRegistryProtoTtl > 0 && time.Now().After(r.cachedRegistryProtoCreated.Add(r.cachedRegistryProtoTtl))) + if allowCache && !expired { + return nil + } + registryProto, err := r.registryStore.GetRegistryProto() + if err != nil { + return err + } + r.load(registryProto) + return nil +} + +func (r *Registry) load(registry *core.Registry) { + r.cachedFeatureServices = make(map[string]map[string]*core.FeatureService) + r.cachedEntities = make(map[string]map[string]*core.Entity) + r.cachedFeatureViews = make(map[string]map[string]*core.FeatureView) + r.cachedOnDemandFeatureViews = make(map[string]map[string]*core.OnDemandFeatureView) + r.cachedRequestFeatureViews = make(map[string]map[string]*core.RequestFeatureView) + r.loadEntities(registry) + r.loadFeatureServices(registry) + r.loadFeatureViews(registry) + r.loadOnDemandFeatureViews(registry) + r.loadRequestFeatureViews(registry) +} + +func (r *Registry) loadEntities(registry *core.Registry) { + entities := registry.Entities + for _, entity := range entities { + if _, ok := r.cachedEntities[entity.Spec.Project]; !ok { + r.cachedEntities[entity.Spec.Project] = make(map[string]*core.Entity) + } + r.cachedEntities[entity.Spec.Project][entity.Spec.Name] = entity + } +} + +func (r *Registry) loadFeatureServices(registry *core.Registry) { + featureServices := registry.FeatureServices + for _, featureService := range featureServices { + if _, ok := r.cachedFeatureServices[featureService.Spec.Project]; !ok { + r.cachedFeatureServices[featureService.Spec.Project] = make(map[string]*core.FeatureService) + } + r.cachedFeatureServices[featureService.Spec.Project][featureService.Spec.Name] = featureService + } +} + +func (r *Registry) loadFeatureViews(registry *core.Registry) { + featureViews := registry.FeatureViews + for _, featureView := range featureViews { + if _, ok := r.cachedFeatureViews[featureView.Spec.Project]; !ok { + r.cachedFeatureViews[featureView.Spec.Project] = make(map[string]*core.FeatureView) + } + r.cachedFeatureViews[featureView.Spec.Project][featureView.Spec.Name] = featureView + } +} + +func (r *Registry) loadOnDemandFeatureViews(registry *core.Registry) { + onDemandFeatureViews := registry.OnDemandFeatureViews + for _, onDemandFeatureView := range onDemandFeatureViews { + if _, ok := r.cachedOnDemandFeatureViews[onDemandFeatureView.Spec.Project]; !ok { + r.cachedOnDemandFeatureViews[onDemandFeatureView.Spec.Project] = make(map[string]*core.OnDemandFeatureView) + } + r.cachedOnDemandFeatureViews[onDemandFeatureView.Spec.Project][onDemandFeatureView.Spec.Name] = onDemandFeatureView + } +} + +func (r *Registry) loadRequestFeatureViews(registry *core.Registry) { + requestFeatureViews := registry.RequestFeatureViews + for _, requestFeatureView := range requestFeatureViews { + if _, ok := r.cachedRequestFeatureViews[requestFeatureView.Spec.Project]; !ok { + r.cachedRequestFeatureViews[requestFeatureView.Spec.Project] = make(map[string]*core.RequestFeatureView) + } + r.cachedRequestFeatureViews[requestFeatureView.Spec.Project][requestFeatureView.Spec.Name] = requestFeatureView + } +} + +/* + Look up Entities inside project + Returns empty list if project not found +*/ + +func (r *Registry) listEntities(project string) []*Entity { + if entities, ok := r.cachedEntities[project]; !ok { + return []*Entity{} + } else { + entityList := make([]*Entity, len(entities)) + index := 0 + for _, entity := range entities { + entityList[index] = NewEntityFromProto(entity) + index += 1 + } + return entityList + } +} + +/* + Look up Feature Views inside project + Returns empty list if project not found +*/ + +func (r *Registry) listFeatureViews(project string) []*FeatureView { + if featureViewProtos, ok := r.cachedFeatureViews[project]; !ok { + return []*FeatureView{} + } else { + featureViews := make([]*FeatureView, len(featureViewProtos)) + index := 0 + for _, featureViewProto := range featureViewProtos { + featureViews[index] = NewFeatureViewFromProto(featureViewProto) + index += 1 + } + return featureViews + } +} + +/* + Look up Feature Views inside project + Returns empty list if project not found +*/ + +func (r *Registry) listFeatureServices(project string) []*FeatureService { + if featureServiceProtos, ok := r.cachedFeatureServices[project]; !ok { + return []*FeatureService{} + } else { + featureServices := make([]*FeatureService, len(featureServiceProtos)) + index := 0 + for _, featureServiceProto := range featureServiceProtos { + featureServices[index] = NewFeatureServiceFromProto(featureServiceProto) + index += 1 + } + return featureServices + } +} + +/* + Look up On Demand Feature Views inside project + Returns empty list if project not found +*/ + +func (r *Registry) listOnDemandFeatureViews(project string) []*OnDemandFeatureView { + if onDemandFeatureViewProtos, ok := r.cachedOnDemandFeatureViews[project]; !ok { + return []*OnDemandFeatureView{} + } else { + onDemandFeatureViews := make([]*OnDemandFeatureView, len(onDemandFeatureViewProtos)) + index := 0 + for _, onDemandFeatureViewProto := range onDemandFeatureViewProtos { + onDemandFeatureViews[index] = NewOnDemandFeatureViewFromProto(onDemandFeatureViewProto) + index += 1 + } + return onDemandFeatureViews + } +} + +/* + Look up Request Feature Views inside project + Returns empty list if project not found +*/ + +func (r *Registry) listRequestFeatureViews(project string) []*RequestFeatureView { + if requestFeatureViewProtos, ok := r.cachedRequestFeatureViews[project]; !ok { + return []*RequestFeatureView{} + } else { + requestFeatureViews := make([]*RequestFeatureView, len(requestFeatureViewProtos)) + index := 0 + for _, requestFeatureViewProto := range requestFeatureViewProtos { + requestFeatureViews[index] = NewRequestFeatureViewFromProto(requestFeatureViewProto) + index += 1 + } + return requestFeatureViews + } +} + +func (r *Registry) getEntity(project, entityName string) (*Entity, error) { + if entities, ok := r.cachedEntities[project]; !ok { + return nil, errors.New(fmt.Sprintf("project %s not found in getEntity", project)) + } else { + if entity, ok := entities[entityName]; !ok { + return nil, errors.New(fmt.Sprintf("entity %s not found inside project %s", entityName, project)) + } else { + return NewEntityFromProto(entity), nil + } + } +} + +func (r *Registry) getFeatureView(project, featureViewName string) (*FeatureView, error) { + if featureViews, ok := r.cachedFeatureViews[project]; !ok { + return nil, errors.New(fmt.Sprintf("project %s not found in getFeatureView", project)) + } else { + if featureViewProto, ok := featureViews[featureViewName]; !ok { + return nil, errors.New(fmt.Sprintf("featureView %s not found inside project %s", featureViewName, project)) + } else { + return NewFeatureViewFromProto(featureViewProto), nil + } + } +} + +func (r *Registry) getFeatureService(project, featureServiceName string) (*FeatureService, error) { + if featureServices, ok := r.cachedFeatureServices[project]; !ok { + return nil, errors.New(fmt.Sprintf("project %s not found in getFeatureService", project)) + } else { + if featureServiceProto, ok := featureServices[featureServiceName]; !ok { + return nil, errors.New(fmt.Sprintf("featureService %s not found inside project %s", featureServiceName, project)) + } else { + return NewFeatureServiceFromProto(featureServiceProto), nil + } + } +} + +func (r *Registry) getOnDemandFeatureView(project, onDemandFeatureViewName string) (*OnDemandFeatureView, error) { + if onDemandFeatureViews, ok := r.cachedOnDemandFeatureViews[project]; !ok { + return nil, errors.New(fmt.Sprintf("project %s not found in getOnDemandFeatureView", project)) + } else { + if onDemandFeatureViewProto, ok := onDemandFeatureViews[onDemandFeatureViewName]; !ok { + return nil, errors.New(fmt.Sprintf("onDemandFeatureView %s not found inside project %s", onDemandFeatureViewName, project)) + } else { + return NewOnDemandFeatureViewFromProto(onDemandFeatureViewProto), nil + } + } +} + +func (r *Registry) getRequestFeatureView(project, requestFeatureViewName string) (*RequestFeatureView, error) { + if requestFeatureViews, ok := r.cachedRequestFeatureViews[project]; !ok { + return nil, errors.New(fmt.Sprintf("project %s not found in getRequestFeatureView", project)) + } else { + if requestFeatureViewProto, ok := requestFeatureViews[requestFeatureViewName]; !ok { + return nil, errors.New(fmt.Sprintf("requestFeatureView %s not found inside project %s", requestFeatureViewName, project)) + } else { + return NewRequestFeatureViewFromProto(requestFeatureViewProto), nil + } + } +} + +func getRegistryStoreFromSheme(registryPath string, registryConfig *RegistryConfig, repoPath string) (RegistryStore, error) { + uri, err := url.Parse(registryPath) + if err != nil { + return nil, err + } + if registryStoreType, ok := REGISTRY_STORE_CLASS_FOR_SCHEME[uri.Scheme]; ok { + return getRegistryStoreFromType(registryStoreType, registryConfig, repoPath) + } + return nil, errors.New(fmt.Sprintf("registry path %s has unsupported scheme %s. Supported schemes are file, s3 and gs.", registryPath, uri.Scheme)) +} + +func getRegistryStoreFromType(registryStoreType string, registryConfig *RegistryConfig, repoPath string) (RegistryStore, error) { + switch registryStoreType { + case "LocalRegistryStore": + return NewLocalRegistryStore(registryConfig, repoPath), nil + } + return nil, errors.New("only LocalRegistryStore as a RegistryStore is supported at this moment") +} diff --git a/go/internal/feast/registrystore.go b/go/internal/feast/registrystore.go new file mode 100644 index 0000000000..337ca0f74f --- /dev/null +++ b/go/internal/feast/registrystore.go @@ -0,0 +1,11 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" +) + +type RegistryStore interface { + GetRegistryProto() (*core.Registry, error) + UpdateRegistryProto(*core.Registry) error + Teardown() error +} diff --git a/go/internal/feast/repoconfig.go b/go/internal/feast/repoconfig.go new file mode 100644 index 0000000000..1192399b20 --- /dev/null +++ b/go/internal/feast/repoconfig.go @@ -0,0 +1,98 @@ +package feast + +import ( + "encoding/json" + "errors" + "fmt" + "github.com/ghodss/yaml" + "os" + "path/filepath" +) + +type RepoConfig struct { + // Feast project name + Project string `json:"project"` + // Feast provider name + Provider string `json:"provider"` + // Path to the registry. Custom registry loaders are not yet supported + // Registry string `json:"registry"` + Registry interface{} `json:"registry"` + // Online store config + OnlineStore map[string]interface{} `json:"online_store"` + // Offline store config + OfflineStore map[string]interface{} `json:"offline_store"` + // Feature server config (currently unrelated to Go server) + FeatureServer map[string]interface{} `json:"feature_server"` + // Feature flags for experimental features + Flags map[string]interface{} `json:"flags"` + // RepoPath + RepoPath string `json:"repo_path"` +} + +type RegistryConfig struct { + RegistryStoreType string `json:"registry_store_type"` + Path string `json:"path"` + CacheTtlSeconds int64 `json:"cache_ttl_seconds" default:"600"` +} + +// NewRepoConfig reads file /feature_store.yaml and converts the YAML format into RepoConfig struct. +// It first uses repoPath to read feature_store.yaml if it exists, however if it doesn't then it checks configJSON and tries parsing that. +func NewRepoConfigFromJson(repoPath, configJSON string) (*RepoConfig, error) { + + config := RepoConfig{} + if err := json.Unmarshal([]byte(configJSON), &config); err != nil { + return nil, err + } + repoPath, err := filepath.Abs(repoPath) + if err != nil { + return nil, err + } + config.RepoPath = repoPath + return &config, nil +} + +func NewRepoConfigFromFile(repoPath string) (*RepoConfig, error) { + data, err := os.ReadFile(filepath.Join(repoPath, "feature_store.yaml")) + repoPath, err = filepath.Abs(repoPath) + if err != nil { + return nil, err + } + + config := RepoConfig{} + if err != nil { + return nil, errors.New(fmt.Sprintf("FEAST_REPO_PATH: %s not found", repoPath)) + } else { + if err = yaml.Unmarshal(data, &config); err != nil { + return nil, err + } + } + + config.RepoPath = repoPath + return &config, nil +} + +func (r *RepoConfig) GetRegistryConfig() *RegistryConfig { + if registryConfigMap, ok := r.Registry.(map[string]interface{}); ok { + // Default CacheTtlSeconds to 600 + registryConfig := RegistryConfig{CacheTtlSeconds: 600} + for k, v := range registryConfigMap { + switch k { + case "path": + if value, ok := v.(string); ok { + registryConfig.Path = value + } + case "registry_store_type": + if value, ok := v.(string); ok { + registryConfig.RegistryStoreType = value + } + case "cache_ttl_seconds": + if value, ok := v.(int64); ok { + registryConfig.CacheTtlSeconds = value + } + } + } + return ®istryConfig + } else { + return &RegistryConfig{Path: r.Registry.(string)} + } +} diff --git a/go/internal/feast/repoconfig_test.go b/go/internal/feast/repoconfig_test.go new file mode 100644 index 0000000000..c15cecad71 --- /dev/null +++ b/go/internal/feast/repoconfig_test.go @@ -0,0 +1,97 @@ +package feast + +import ( + "github.com/stretchr/testify/assert" + "os" + "path/filepath" + "testing" +) + +func TestNewRepoConfig(t *testing.T) { + dir, err := os.MkdirTemp("", "feature_repo_*") + assert.Nil(t, err) + defer func() { + assert.Nil(t, os.RemoveAll(dir)) + }() + filePath := filepath.Join(dir, "feature_store.yaml") + data := []byte(` +project: feature_repo +registry: "data/registry.db" +provider: local +online_store: + type: redis + connection_string: "localhost:6379" +`) + err = os.WriteFile(filePath, data, 0666) + assert.Nil(t, err) + config, err := NewRepoConfigFromFile(dir) + assert.Nil(t, err) + assert.Equal(t, "feature_repo", config.Project) + assert.Equal(t, dir, config.RepoPath) + assert.Equal(t, "data/registry.db", config.GetRegistryConfig().Path) + assert.Equal(t, "local", config.Provider) + assert.Equal(t, map[string]interface{}{ + "type": "redis", + "connection_string": "localhost:6379", + }, config.OnlineStore) + assert.Empty(t, config.OfflineStore) + assert.Empty(t, config.FeatureServer) + assert.Empty(t, config.Flags) +} + +func TestNewRepoConfigRegistryMap(t *testing.T) { + dir, err := os.MkdirTemp("", "feature_repo_*") + assert.Nil(t, err) + defer func() { + assert.Nil(t, os.RemoveAll(dir)) + }() + filePath := filepath.Join(dir, "feature_store.yaml") + data := []byte(` +registry: + path: data/registry.db +project: feature_repo +provider: local +online_store: + type: redis + connection_string: "localhost:6379" +`) + err = os.WriteFile(filePath, data, 0666) + assert.Nil(t, err) + config, err := NewRepoConfigFromFile(dir) + assert.Nil(t, err) + assert.Equal(t, "feature_repo", config.Project) + assert.Equal(t, dir, config.RepoPath) + assert.Equal(t, "data/registry.db", config.GetRegistryConfig().Path) + assert.Equal(t, "local", config.Provider) + assert.Equal(t, map[string]interface{}{ + "type": "redis", + "connection_string": "localhost:6379", + }, config.OnlineStore) + assert.Empty(t, config.OfflineStore) + assert.Empty(t, config.FeatureServer) + assert.Empty(t, config.Flags) +} + +func TestNewRepoConfigRegistryConfig(t *testing.T) { + dir, err := os.MkdirTemp("", "feature_repo_*") + assert.Nil(t, err) + defer func() { + assert.Nil(t, os.RemoveAll(dir)) + }() + filePath := filepath.Join(dir, "feature_store.yaml") + data := []byte(` +registry: + path: data/registry.db +project: feature_repo +provider: local +online_store: + type: redis + connection_string: "localhost:6379" +`) + err = os.WriteFile(filePath, data, 0666) + assert.Nil(t, err) + config, err := NewRepoConfigFromFile(dir) + assert.Nil(t, err) + assert.Equal(t, dir, config.RepoPath) + assert.Equal(t, "data/registry.db", config.GetRegistryConfig().Path) +} diff --git a/go/internal/feast/requestfeatureview.go b/go/internal/feast/requestfeatureview.go new file mode 100644 index 0000000000..39074aa39e --- /dev/null +++ b/go/internal/feast/requestfeatureview.go @@ -0,0 +1,33 @@ +package feast + +import ( + "github.com/feast-dev/feast/go/protos/feast/core" +) + +type RequestFeatureView struct { + base *BaseFeatureView +} + +func NewRequestFeatureViewFromProto(proto *core.RequestFeatureView) *RequestFeatureView { + requestFeatureView := &RequestFeatureView{} + if dataSourceRequestOptions, ok := proto.Spec.RequestDataSource.Options.(*core.DataSource_RequestDataOptions_); !ok { + return nil + } else { + numFeatures := len(dataSourceRequestOptions.RequestDataOptions.Schema) + features := make([]*core.FeatureSpecV2, numFeatures) + index := 0 + for featureName, valueType := range dataSourceRequestOptions.RequestDataOptions.Schema { + features[index] = &core.FeatureSpecV2{Name: featureName, + ValueType: valueType, + } + } + requestFeatureView.base = NewBaseFeatureView(proto.Spec.Name, features) + return requestFeatureView + } +} + +func (fs *RequestFeatureView) NewRequestFeatureViewFromBase(base *BaseFeatureView) *RequestFeatureView { + + featureView := &RequestFeatureView{base: base} + return featureView +} diff --git a/infra/scripts/test-golang-sdk.sh b/infra/scripts/test-golang-sdk.sh deleted file mode 100755 index 666f6c12d0..0000000000 --- a/infra/scripts/test-golang-sdk.sh +++ /dev/null @@ -1,17 +0,0 @@ -#!/usr/bin/env bash - -set -o pipefail - -make lint-go - -cd sdk/go -go test -v 2>&1 | tee /tmp/test_output -TEST_EXIT_CODE=$? - -# Default artifact location setting in Prow jobs -LOGS_ARTIFACT_PATH=/logs/artifacts - -go get -u github.com/jstemmer/go-junit-report -cat /tmp/test_output | ${GOPATH}/bin/go-junit-report > ${LOGS_ARTIFACT_PATH}/golang-sdk-test-report.xml - -exit ${TEST_EXIT_CODE} \ No newline at end of file diff --git a/protos/feast/core/DataFormat.proto b/protos/feast/core/DataFormat.proto index 2926e08c63..9fd01e865c 100644 --- a/protos/feast/core/DataFormat.proto +++ b/protos/feast/core/DataFormat.proto @@ -18,7 +18,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "DataFormatProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/DataSource.proto b/protos/feast/core/DataSource.proto index 82f6c4ab4a..e954733195 100644 --- a/protos/feast/core/DataSource.proto +++ b/protos/feast/core/DataSource.proto @@ -18,7 +18,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "DataSourceProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/DatastoreTable.proto b/protos/feast/core/DatastoreTable.proto index 15720ad809..4246a6ae6e 100644 --- a/protos/feast/core/DatastoreTable.proto +++ b/protos/feast/core/DatastoreTable.proto @@ -19,7 +19,7 @@ syntax = "proto3"; package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "DatastoreTableProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; import "google/protobuf/wrappers.proto"; diff --git a/protos/feast/core/DynamoDBTable.proto b/protos/feast/core/DynamoDBTable.proto index 1ab77febbd..4e5c8714e8 100644 --- a/protos/feast/core/DynamoDBTable.proto +++ b/protos/feast/core/DynamoDBTable.proto @@ -19,7 +19,7 @@ syntax = "proto3"; package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "DynamoDBTableProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; // Represents a DynamoDB table message DynamoDBTable { diff --git a/protos/feast/core/Entity.proto b/protos/feast/core/Entity.proto index cd54c64922..d8d8bedc5e 100644 --- a/protos/feast/core/Entity.proto +++ b/protos/feast/core/Entity.proto @@ -19,7 +19,7 @@ syntax = "proto3"; package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "EntityProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; import "feast/types/Value.proto"; import "google/protobuf/timestamp.proto"; diff --git a/protos/feast/core/Feature.proto b/protos/feast/core/Feature.proto index ea0d340a00..a96423bfbd 100644 --- a/protos/feast/core/Feature.proto +++ b/protos/feast/core/Feature.proto @@ -18,7 +18,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "FeatureProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/FeatureService.proto b/protos/feast/core/FeatureService.proto index 4aaa0d5f06..2295677583 100644 --- a/protos/feast/core/FeatureService.proto +++ b/protos/feast/core/FeatureService.proto @@ -1,7 +1,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "FeatureServiceProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/FeatureTable.proto b/protos/feast/core/FeatureTable.proto index 661f4eecfc..4054db58ae 100644 --- a/protos/feast/core/FeatureTable.proto +++ b/protos/feast/core/FeatureTable.proto @@ -19,7 +19,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "FeatureTableProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/FeatureView.proto b/protos/feast/core/FeatureView.proto index 6edba9f7fe..60cf5d28d3 100644 --- a/protos/feast/core/FeatureView.proto +++ b/protos/feast/core/FeatureView.proto @@ -18,7 +18,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "FeatureViewProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/FeatureViewProjection.proto b/protos/feast/core/FeatureViewProjection.proto index e81d8dad01..36d17632e7 100644 --- a/protos/feast/core/FeatureViewProjection.proto +++ b/protos/feast/core/FeatureViewProjection.proto @@ -1,7 +1,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "FeatureReferenceProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/InfraObject.proto b/protos/feast/core/InfraObject.proto index 863f1b64da..3520401517 100644 --- a/protos/feast/core/InfraObject.proto +++ b/protos/feast/core/InfraObject.proto @@ -19,7 +19,7 @@ syntax = "proto3"; package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "InfraObjectProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; import "feast/core/DatastoreTable.proto"; import "feast/core/DynamoDBTable.proto"; diff --git a/protos/feast/core/OnDemandFeatureView.proto b/protos/feast/core/OnDemandFeatureView.proto index bd9a289a1b..5c373ab6f6 100644 --- a/protos/feast/core/OnDemandFeatureView.proto +++ b/protos/feast/core/OnDemandFeatureView.proto @@ -18,7 +18,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "OnDemandFeatureViewProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/Registry.proto b/protos/feast/core/Registry.proto index a19e4c0a09..1978f41064 100644 --- a/protos/feast/core/Registry.proto +++ b/protos/feast/core/Registry.proto @@ -19,7 +19,7 @@ syntax = "proto3"; package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "RegistryProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; import "feast/core/Entity.proto"; import "feast/core/FeatureService.proto"; diff --git a/protos/feast/core/RequestFeatureView.proto b/protos/feast/core/RequestFeatureView.proto index 39711d8d3f..541ad788dc 100644 --- a/protos/feast/core/RequestFeatureView.proto +++ b/protos/feast/core/RequestFeatureView.proto @@ -18,7 +18,7 @@ syntax = "proto3"; package feast.core; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; option java_outer_classname = "RequestFeatureViewProto"; option java_package = "feast.proto.core"; diff --git a/protos/feast/core/SavedDataset.proto b/protos/feast/core/SavedDataset.proto index e6d103a691..fd8fdecde0 100644 --- a/protos/feast/core/SavedDataset.proto +++ b/protos/feast/core/SavedDataset.proto @@ -20,7 +20,7 @@ syntax = "proto3"; package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "SavedDatasetProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; import "google/protobuf/timestamp.proto"; import "feast/core/DataSource.proto"; diff --git a/protos/feast/core/SqliteTable.proto b/protos/feast/core/SqliteTable.proto index 1732931b8f..8665be840a 100644 --- a/protos/feast/core/SqliteTable.proto +++ b/protos/feast/core/SqliteTable.proto @@ -19,7 +19,7 @@ syntax = "proto3"; package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "SqliteTableProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; // Represents a Sqlite table message SqliteTable { diff --git a/protos/feast/core/Store.proto b/protos/feast/core/Store.proto index 41a76a11c2..c92a526354 100644 --- a/protos/feast/core/Store.proto +++ b/protos/feast/core/Store.proto @@ -19,7 +19,7 @@ package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "StoreProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; // Store provides a location where Feast reads and writes feature values. // Feature values will be written to the Store in the form of FeatureRow elements. diff --git a/protos/feast/core/ValidationProfile.proto b/protos/feast/core/ValidationProfile.proto index 502e79f72b..673a792fdf 100644 --- a/protos/feast/core/ValidationProfile.proto +++ b/protos/feast/core/ValidationProfile.proto @@ -20,7 +20,7 @@ syntax = "proto3"; package feast.core; option java_package = "feast.proto.core"; option java_outer_classname = "ValidationProfile"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/core"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/core"; import "feast/core/SavedDataset.proto"; diff --git a/protos/feast/serving/Connector.proto b/protos/feast/serving/Connector.proto new file mode 100644 index 0000000000..4e4ec51774 --- /dev/null +++ b/protos/feast/serving/Connector.proto @@ -0,0 +1,34 @@ +syntax = "proto3"; + +package grpc.connector; + +import "google/protobuf/timestamp.proto"; +import "feast/types/Value.proto"; +import "feast/types/EntityKey.proto"; +import "feast/serving/ServingService.proto"; + +option go_package = "github.com/feast-dev/feast/go/protos/feast/serving"; + +message ConnectorFeature { + feast.serving.FeatureReferenceV2 reference = 1; + google.protobuf.Timestamp timestamp = 2; + feast.types.Value value = 3; +} + +message ConnectorFeatureList { + repeated ConnectorFeature featureList = 1; +} + +service OnlineStore { + rpc OnlineRead(OnlineReadRequest) returns (OnlineReadResponse); +} + +message OnlineReadRequest { + repeated feast.types.EntityKey entityKeys = 1; + string view = 2; + repeated string features = 3; +} + +message OnlineReadResponse { + repeated ConnectorFeatureList results = 1; +} \ No newline at end of file diff --git a/protos/feast/serving/ServingService.proto b/protos/feast/serving/ServingService.proto index 6c551a97ba..a940b72502 100644 --- a/protos/feast/serving/ServingService.proto +++ b/protos/feast/serving/ServingService.proto @@ -23,12 +23,11 @@ import "feast/types/Value.proto"; option java_package = "feast.proto.serving"; option java_outer_classname = "ServingAPIProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/serving"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/serving"; service ServingService { // Get information about this Feast serving. rpc GetFeastServingInfo (GetFeastServingInfoRequest) returns (GetFeastServingInfoResponse); - // Get online features synchronously. rpc GetOnlineFeatures (GetOnlineFeaturesRequest) returns (GetOnlineFeaturesResponse); } diff --git a/protos/feast/serving/TransformationService.proto b/protos/feast/serving/TransformationService.proto index 113bd120c8..bd1a7917f3 100644 --- a/protos/feast/serving/TransformationService.proto +++ b/protos/feast/serving/TransformationService.proto @@ -20,7 +20,7 @@ package feast.serving; option java_package = "feast.proto.serving"; option java_outer_classname = "TransformationServiceAPIProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/serving"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/serving"; service TransformationService { rpc GetTransformationServiceInfo (GetTransformationServiceInfoRequest) returns (GetTransformationServiceInfoResponse); diff --git a/protos/feast/storage/Redis.proto b/protos/feast/storage/Redis.proto index bc9d0c61d3..c89e0b6b2f 100644 --- a/protos/feast/storage/Redis.proto +++ b/protos/feast/storage/Redis.proto @@ -22,7 +22,7 @@ package feast.storage; option java_outer_classname = "RedisProto"; option java_package = "feast.proto.storage"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/storage"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/storage"; message RedisKeyV2 { string project = 1; diff --git a/protos/feast/types/EntityKey.proto b/protos/feast/types/EntityKey.proto index cbc3c55442..d7eebf25d0 100644 --- a/protos/feast/types/EntityKey.proto +++ b/protos/feast/types/EntityKey.proto @@ -22,7 +22,7 @@ package feast.types; option java_package = "feast.proto.types"; option java_outer_classname = "EntityKeyProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/types"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/types"; message EntityKey { repeated string join_keys = 1; diff --git a/protos/feast/types/Field.proto b/protos/feast/types/Field.proto index 3b8416c253..57c53b3b6c 100644 --- a/protos/feast/types/Field.proto +++ b/protos/feast/types/Field.proto @@ -22,7 +22,7 @@ package feast.types; option java_package = "feast.proto.types"; option java_outer_classname = "FieldProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/types"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/types"; message Field { string name = 1; diff --git a/protos/feast/types/Value.proto b/protos/feast/types/Value.proto index b00d4d9b84..b273fecfea 100644 --- a/protos/feast/types/Value.proto +++ b/protos/feast/types/Value.proto @@ -20,7 +20,7 @@ package feast.types; option java_package = "feast.proto.types"; option java_outer_classname = "ValueProto"; -option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/types"; +option go_package = "github.com/feast-dev/feast/go/protos/feast/types"; message ValueType { enum Enum { diff --git a/sdk/go/README.md b/sdk/go/README.md deleted file mode 100644 index 79211df4a5..0000000000 --- a/sdk/go/README.md +++ /dev/null @@ -1,49 +0,0 @@ -# Feast Golang SDK - -The Feast golang SDK currently only supports retrieval from online stores. - -## Quickstart -```{go} -import ( - "context" - feast "github.com/feast-dev/feast/sdk/go" -) - -func main() { - cli, err := feast.NewGrpcClient("localhost", 6565) - if err != nil { - panic(err) - } - - ctx := context.Background() - req := feast.OnlineFeaturesRequest{ - Features: []string{"my_project_1/feature1", "my_project_2/feature1", "my_project_4/feature3", "feature2", "feature2"}, - Entities: []feast.Row{ - {"entity1": feast.Int64Val(1), "entity2": feast.StrVal("bob")}, - {"entity1": feast.Int64Val(1), "entity2": feast.StrVal("annie")}, - {"entity1": feast.Int64Val(1), "entity2": feast.StrVal("jane")}, - }, - Project: "my_project_3", - } - - resp, err := cli.GetOnlineFeatures(ctx, &req) - if err != nil { - panic(err) - } - - // returns a list of rows (map[string]featureValue) - out := resp.Rows() -} - -``` - -If all features retrieved are of a single type, Feast provides convenience functions to retrieve your features as a vector of feature values: -```{go} -arr, err := resp.Int64Arrays( - []string{"my_project_1/feature1", - "my_project_2/feature1", - "my_project_4/feature3", - "feature2", - "feature2"}, // order of features - []int64{1,2,3,4,5}) // fillNa values -``` diff --git a/sdk/go/auth.go b/sdk/go/auth.go deleted file mode 100644 index 1b6703dae1..0000000000 --- a/sdk/go/auth.go +++ /dev/null @@ -1,136 +0,0 @@ -package feast - -import ( - "bytes" - "context" - "encoding/json" - "fmt" - "golang.org/x/oauth2" - "golang.org/x/oauth2/google" - "google.golang.org/api/idtoken" - "io/ioutil" - "net/http" - "net/url" -) - -// Credential provides OIDC ID tokens used when authenticating with Feast. -// Implements credentials.PerRPCCredentials -type Credential struct { - tokenSrc oauth2.TokenSource -} - -// GetRequestMetadata attaches OIDC token as metadata, refreshing tokens if required. -// This should be called by the GRPC to authenticate each request. -func (provider *Credential) GetRequestMetadata(ctx context.Context, uri ...string) (map[string]string, error) { - token, err := provider.tokenSrc.Token() - if err != nil { - return map[string]string{}, nil - } - return map[string]string{ - "Authorization": "Bearer " + token.AccessToken, - }, nil -} - -// Disable requirement of transport security to allow user to configure it explictly instead. -func (provider *Credential) RequireTransportSecurity() bool { - return false -} - -// Create a Static Authentication Provider that provides a static token -func NewStaticCredential(token string) *Credential { - return &Credential{tokenSrc: oauth2.StaticTokenSource( - &oauth2.Token{ - AccessToken: token, - }), - } -} - -func newGoogleCredential( - audience string, - findDefaultCredentials func(ctx context.Context, scopes ...string) (*google.Credentials, error), - makeTokenSource func(ctx context.Context, audience string, opts ...idtoken.ClientOption) (oauth2.TokenSource, error)) (*Credential, error) { - // Refresh a Google Id token - // Attempt to id token from Google Application Default Credentials - ctx := context.Background() - creds, err := findDefaultCredentials(ctx, "openid", "email") - if err != nil { - return nil, err - } - tokenSrc, err := makeTokenSource(ctx, audience, idtoken.WithCredentialsJSON(creds.JSON)) - if err != nil { - return nil, err - } - return &Credential{tokenSrc: tokenSrc}, nil -} - -// Creates a new Google Credential which obtains credentials from Application Default Credentials -func NewGoogleCredential(audience string) (*Credential, error) { - return newGoogleCredential(audience, google.FindDefaultCredentials, idtoken.NewTokenSource) -} - -// Creates a new OAuth credential witch obtains credentials by making a client credentials request to an OAuth endpoint. -// clientId, clientSecret - Client credentials used to authenticate the client when obtaining credentials. -// endpointURL - target URL of the OAuth endpoint to make the OAuth request to. -func NewOAuthCredential(audience string, clientId string, clientSecret string, endpointURL *url.URL) *Credential { - tokenSrc := &oauthTokenSource{ - clientId: clientId, - clientSecret: clientSecret, - endpointURL: endpointURL, - audience: audience, - } - return &Credential{tokenSrc: tokenSrc} -} - -// Defines a Token Source that obtains tokens via making a OAuth client credentials request. -type oauthTokenSource struct { - clientId string - clientSecret string - endpointURL *url.URL - audience string - token *oauth2.Token -} - -// Defines a Oauth cleint credentials request. -type oauthClientCredientialsRequest struct { - GrantType string `json:"grant_type"` - ClientId string `json:"client_id"` - ClientSecret string `json:"client_secret"` - Audience string `json:"audience"` -} - -// Obtain or Refresh token from OAuth Token Source. -func (tokenSrc *oauthTokenSource) Token() (*oauth2.Token, error) { - if tokenSrc.token == nil || !tokenSrc.token.Valid() { - // Refresh Oauth Id token by making Oauth client credentials request - req := &oauthClientCredientialsRequest{ - GrantType: "client_credentials", - ClientId: tokenSrc.clientId, - ClientSecret: tokenSrc.clientSecret, - Audience: tokenSrc.audience, - } - - reqBytes, err := json.Marshal(req) - if err != nil { - return nil, err - } - resp, err := http.Post(tokenSrc.endpointURL.String(), - "application/json", bytes.NewBuffer(reqBytes)) - if err != nil { - return nil, err - } - if resp.StatusCode != http.StatusOK { - return nil, fmt.Errorf("OAuth Endpoint returned unexpected status: %s", resp.Status) - } - respBytes, err := ioutil.ReadAll(resp.Body) - if err != nil { - return nil, err - } - tokenSrc.token = &oauth2.Token{} - err = json.Unmarshal(respBytes, tokenSrc.token) - if err != nil { - return nil, err - } - } - - return tokenSrc.token, nil -} diff --git a/sdk/go/auth_test.go b/sdk/go/auth_test.go deleted file mode 100644 index 5c1711994c..0000000000 --- a/sdk/go/auth_test.go +++ /dev/null @@ -1,142 +0,0 @@ -package feast - -import ( - "context" - "encoding/json" - "fmt" - "io/ioutil" - "net/http" - "net/http/httptest" - "net/url" - "testing" - - "golang.org/x/oauth2" - "golang.org/x/oauth2/google" - "google.golang.org/api/idtoken" -) - -// Returns a mocked google credential. -func mockGoogleCredential(token string, targetAudience string) (*Credential, error) { - // mock find default credentials implementation. - findDefaultCredentials := func(ctx context.Context, scopes ...string) (*google.Credentials, error) { - if len(scopes) != 2 && scopes[0] != "openid" && scopes[1] != "email" { - return nil, fmt.Errorf("Got bad scopes. Expected 'openid', 'email'") - } - - return &google.Credentials{ - ProjectID: "project_id", - JSON: []byte("mock key json"), - }, nil - } - - // mock id token source implementation. - makeTokenSource := func(ctx context.Context, audience string, opts ...idtoken.ClientOption) (oauth2.TokenSource, error) { - // unable to check opts as ClientOption refrences internal type. - if targetAudience != audience { - return nil, fmt.Errorf("Audience does not match up with target audience") - } - - return oauth2.StaticTokenSource(&oauth2.Token{ - AccessToken: "google token", - }), nil - } - - return newGoogleCredential(targetAudience, findDefaultCredentials, makeTokenSource) -} - -// Create a mocked OAuth credential with a backing mocked OAuth server. -func mockOAuthCredential(token string, audience string) (*httptest.Server, *Credential) { - clientId := "id" - clientSecret := "secret" - path := "/oauth" - - // Create a mock OAuth server to test Oauth provider. - handlers := http.NewServeMux() - handlers.HandleFunc(path, func(resp http.ResponseWriter, req *http.Request) { - reqBytes, err := ioutil.ReadAll(req.Body) - if err != nil { - resp.WriteHeader(http.StatusBadRequest) - } - - oauthReq := oauthClientCredientialsRequest{} - err = json.Unmarshal(reqBytes, &oauthReq) - if err != nil { - resp.WriteHeader(http.StatusBadRequest) - } - - if oauthReq.GrantType != "client_credentials" || - oauthReq.ClientId != clientId || - oauthReq.ClientSecret != clientSecret || - oauthReq.Audience != audience { - resp.WriteHeader(http.StatusUnauthorized) - } - - _, err = resp.Write([]byte(fmt.Sprintf("{\"access_token\": \"%s\"}", token))) - if err != nil { - resp.WriteHeader(http.StatusInternalServerError) - } - }) - - srv := httptest.NewServer(handlers) - endpointURL, _ := url.Parse(srv.URL + path) - return srv, NewOAuthCredential(audience, clientId, clientSecret, endpointURL) -} - -func TestCredentials(t *testing.T) { - audience := "localhost" - srv, oauthCred := mockOAuthCredential("oauth token", audience) - defer srv.Close() - googleCred, err := mockGoogleCredential("google token", audience) - if err != nil { - t.Errorf("Unexpected error creating mock google credential: %v", err) - } - - tt := []struct { - name string - credential *Credential - want string - wantErr bool - err error - }{ - { - name: "Valid Static Credential get authentication metadata.", - credential: NewStaticCredential("static token"), - want: "static token", - wantErr: false, - err: nil, - }, - { - name: "Valid Google Credential get authentication metadata.", - credential: googleCred, - want: "google token", - wantErr: false, - err: nil, - }, - { - name: "Valid OAuth Credential get authentication metadata.", - credential: oauthCred, - want: "oauth token", - wantErr: false, - err: nil, - }, - } - - for _, tc := range tt { - t.Run(tc.name, func(t *testing.T) { - ctx := context.Background() - meta, err := tc.credential.GetRequestMetadata(ctx, "feast.serving") - if err != nil { - t.Error(err) - } - authKey := "Authorization" - if _, ok := meta[authKey]; !ok { - t.Errorf("Expected authentication metadata with key: '%s'", authKey) - } - - expectedVal := "Bearer " + tc.want - if meta[authKey] != expectedVal { - t.Errorf("Expected authentication metadata with value: '%s' Got instead: '%s'", expectedVal, meta[authKey]) - } - }) - } -} diff --git a/sdk/go/client.go b/sdk/go/client.go deleted file mode 100644 index c7251e3319..0000000000 --- a/sdk/go/client.go +++ /dev/null @@ -1,134 +0,0 @@ -package feast - -import ( - "context" - "crypto/x509" - "fmt" - - "github.com/feast-dev/feast/sdk/go/protos/feast/serving" - "github.com/opentracing-contrib/go-grpc" - "github.com/opentracing/opentracing-go" - "go.opencensus.io/plugin/ocgrpc" - "google.golang.org/grpc" - "google.golang.org/grpc/credentials" -) - -// Client is a feast serving client. -type Client interface { - GetOnlineFeatures(ctx context.Context, req *OnlineFeaturesRequest) (*OnlineFeaturesResponse, error) - GetFeastServingInfo(ctx context.Context, in *serving.GetFeastServingInfoRequest) (*serving.GetFeastServingInfoResponse, error) - Close() error -} - -// GrpcClient is a grpc client for feast serving. -type GrpcClient struct { - cli serving.ServingServiceClient - conn *grpc.ClientConn -} - -// SecurityConfig wraps security config for GrpcClient -type SecurityConfig struct { - // Whether to enable TLS SSL trasnport security if true. - EnableTLS bool - // Optional: Provides path to TLS certificate used the verify Service identity. - TLSCertPath string - // Optional: Credential used for authentication. - // Disables authentication if unspecified. - Credential *Credential -} - -// NewGrpcClient constructs a client that can interact via grpc with the feast serving instance at the given host:port. -func NewGrpcClient(host string, port int) (*GrpcClient, error) { - return NewSecureGrpcClient(host, port, SecurityConfig{ - EnableTLS: false, - Credential: nil, - }) -} - -// NewSecureGrpcClient constructs a secure client that uses security features (ie authentication). -// host - hostname of the serving host/instance to connect to. -// port - post of the host to service host/instancf to connect to. -// securityConfig - security config configures client security. -func NewSecureGrpcClient(host string, port int, security SecurityConfig) (*GrpcClient, error) { - return NewSecureGrpcClientWithDialOptions(host, port, security) -} - -// NewSecureGrpcClientWithDialOptions constructs a secure client that uses security features (ie authentication) along with custom grpc dial options. -// host - hostname of the serving host/instance to connect to. -// port - post of the host to service host/instancf to connect to. -// securityConfig - security config configures client security. -// opts - grpc.DialOptions which should be used with this connection -func NewSecureGrpcClientWithDialOptions(host string, port int, security SecurityConfig, opts ...grpc.DialOption) (*GrpcClient, error) { - feastCli := &GrpcClient{} - adr := fmt.Sprintf("%s:%d", host, port) - - // Compile grpc dial options from security config. - options := append(opts, grpc.WithStatsHandler(&ocgrpc.ClientHandler{})) - // Configure client TLS. - if !security.EnableTLS { - options = append(options, grpc.WithInsecure()) - } else if security.EnableTLS && security.TLSCertPath != "" { - // Read TLS certificate from given path. - tlsCreds, err := credentials.NewClientTLSFromFile(security.TLSCertPath, "") - if err != nil { - return nil, err - } - options = append(options, grpc.WithTransportCredentials(tlsCreds)) - } else { - // Use system TLS certificate pool. - certPool, err := x509.SystemCertPool() - if err != nil { - return nil, err - } - tlsCreds := credentials.NewClientTLSFromCert(certPool, "") - options = append(options, grpc.WithTransportCredentials(tlsCreds)) - } - - // Enable authentication by attaching credentials if given - if security.Credential != nil { - options = append(options, grpc.WithPerRPCCredentials(security.Credential)) - } - - // Enable tracing if a global tracer is registered - tracingInterceptor := grpc.WithUnaryInterceptor( - otgrpc.OpenTracingClientInterceptor(opentracing.GlobalTracer())) - options = append(options, tracingInterceptor) - - conn, err := grpc.Dial(adr, options...) - if err != nil { - return nil, err - } - feastCli.cli = serving.NewServingServiceClient(conn) - feastCli.conn = conn - return feastCli, nil -} - -// GetOnlineFeatures gets the latest values of the request features from the Feast serving instance provided. -func (fc *GrpcClient) GetOnlineFeatures(ctx context.Context, req *OnlineFeaturesRequest) ( - *OnlineFeaturesResponse, error) { - featuresRequest, err := req.buildRequest() - if err != nil { - return nil, err - } - resp, err := fc.cli.GetOnlineFeatures(ctx, featuresRequest) - - // collect unqiue entity refs from entity rows - entityRefs := make(map[string]struct{}) - for _, entityRows := range req.Entities { - for ref := range entityRows { - entityRefs[ref] = struct{}{} - } - } - return &OnlineFeaturesResponse{RawResponse: resp}, err -} - -// GetFeastServingInfo gets information about the feast serving instance this client is connected to. -func (fc *GrpcClient) GetFeastServingInfo(ctx context.Context, in *serving.GetFeastServingInfoRequest) ( - *serving.GetFeastServingInfoResponse, error) { - return fc.cli.GetFeastServingInfo(ctx, in) -} - -// Close the grpc connection. -func (fc *GrpcClient) Close() error { - return fc.conn.Close() -} diff --git a/sdk/go/client_test.go b/sdk/go/client_test.go deleted file mode 100644 index cb15f66654..0000000000 --- a/sdk/go/client_test.go +++ /dev/null @@ -1,91 +0,0 @@ -package feast - -import ( - "context" - "testing" - - "github.com/feast-dev/feast/sdk/go/mocks" - "github.com/feast-dev/feast/sdk/go/protos/feast/serving" - "github.com/feast-dev/feast/sdk/go/protos/feast/types" - "github.com/golang/mock/gomock" - "github.com/google/go-cmp/cmp" -) - -func TestGetOnlineFeatures(t *testing.T) { - tt := []struct { - name string - req OnlineFeaturesRequest - recieve OnlineFeaturesResponse - want OnlineFeaturesResponse - wantErr bool - err error - }{ - { - name: "Valid client Get Online Features call", - req: OnlineFeaturesRequest{ - Features: []string{ - "driver:rating", - "driver:null_value", - }, - Entities: []Row{ - {"driver_id": Int64Val(1)}, - }, - Project: "driver_project", - }, - want: OnlineFeaturesResponse{ - RawResponse: &serving.GetOnlineFeaturesResponse{ - Results: []*serving.GetOnlineFeaturesResponse_FeatureVector{ - { - Values: []*types.Value{Int64Val(1)}, - Statuses: []serving.FieldStatus{ - serving.FieldStatus_PRESENT, - }, - }, - { - Values: []*types.Value{{}}, - Statuses: []serving.FieldStatus{ - serving.FieldStatus_NULL_VALUE, - }, - }, - }, - Metadata: &serving.GetOnlineFeaturesResponseMetadata{ - FeatureNames: &serving.FeatureList{ - Val: []string{"driver:rating", "driver:null_value"}, - }, - }, - }, - }, - }, - } - - for _, tc := range tt { - t.Run(tc.name, func(t *testing.T) { - // mock feast grpc client get online feature requestss - ctrl := gomock.NewController(t) - defer ctrl.Finish() - cli := mock_serving.NewMockServingServiceClient(ctrl) - ctx := context.Background() - rawRequest, _ := tc.req.buildRequest() - resp := tc.want.RawResponse - cli.EXPECT().GetOnlineFeatures(ctx, rawRequest).Return(resp, nil).Times(1) - - client := &GrpcClient{ - cli: cli, - } - got, err := client.GetOnlineFeatures(ctx, &tc.req) - - if err != nil && !tc.wantErr { - t.Errorf("error = %v, wantErr %v", err, tc.wantErr) - return - } - if tc.wantErr && err.Error() != tc.err.Error() { - t.Errorf("error = %v, expected err = %v", err, tc.err) - return - } - // TODO: compare directly once OnlineFeaturesResponse no longer embeds a rawResponse. - if !cmp.Equal(got.RawResponse.String(), tc.want.RawResponse.String()) { - t.Errorf("got: \n%v\nwant:\n%v", got.RawResponse.String(), tc.want.RawResponse.String()) - } - }) - } -} diff --git a/sdk/go/go.mod b/sdk/go/go.mod deleted file mode 100644 index d3b454d55c..0000000000 --- a/sdk/go/go.mod +++ /dev/null @@ -1,16 +0,0 @@ -module github.com/feast-dev/feast/sdk/go - -go 1.13 - -require ( - github.com/golang/mock v1.4.3 - github.com/golang/protobuf v1.4.2 - github.com/google/go-cmp v0.5.1 - github.com/opentracing-contrib/go-grpc v0.0.0-20200813121455-4a6760c71486 - github.com/opentracing/opentracing-go v1.1.0 - go.opencensus.io v0.22.4 - golang.org/x/oauth2 v0.0.0-20200107190931-bf48bf16ab8d - google.golang.org/api v0.30.0 - google.golang.org/grpc v1.31.0 - google.golang.org/protobuf v1.25.0 -) diff --git a/sdk/go/go.sum b/sdk/go/go.sum deleted file mode 100644 index f9a22785a5..0000000000 --- a/sdk/go/go.sum +++ /dev/null @@ -1,404 +0,0 @@ -cloud.google.com/go v0.26.0 h1:e0WKqKTd5BnrG8aKH3J3h+QvEIQtSUcf2n5UZ5ZgLtQ= -cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU= -cloud.google.com/go v0.44.1/go.mod h1:iSa0KzasP4Uvy3f1mN/7PiObzGgflwredwwASm/v6AU= -cloud.google.com/go v0.44.2/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY= -cloud.google.com/go v0.45.1/go.mod h1:RpBamKRgapWJb87xiFSdk4g1CME7QZg3uwTez+TSTjc= -cloud.google.com/go v0.46.3/go.mod h1:a6bKKbmY7er1mI7TEI4lsAkts/mkhTSZK8w33B4RAg0= -cloud.google.com/go v0.50.0/go.mod h1:r9sluTvynVuxRIOHXQEHMFffphuXHOMZMycpNR5e6To= -cloud.google.com/go v0.52.0/go.mod h1:pXajvRH/6o3+F9jDHZWQ5PbGhn+o8w9qiu/CffaVdO4= -cloud.google.com/go v0.53.0/go.mod h1:fp/UouUEsRkN6ryDKNW/Upv/JBKnv6WDthjR6+vze6M= -cloud.google.com/go v0.54.0/go.mod h1:1rq2OEkV3YMf6n/9ZvGWI3GWw0VoqH/1x2nd8Is/bPc= -cloud.google.com/go v0.56.0/go.mod h1:jr7tqZxxKOVYizybht9+26Z/gUq7tiRzu+ACVAMbKVk= -cloud.google.com/go v0.57.0/go.mod h1:oXiQ6Rzq3RAkkY7N6t3TcE6jE+CIBBbA36lwQ1JyzZs= -cloud.google.com/go v0.62.0 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v1.1.0/go.mod h1:EwwdRX2sKPjnvnqCa270oGRyludottCI76h+R3AArQw= -cloud.google.com/go/pubsub v1.2.0/go.mod h1:jhfEVHT8odbXTkndysNHCcx0awwzvfOlguIAii9o8iA= -cloud.google.com/go/pubsub v1.3.1/go.mod h1:i+ucay31+CNRpDW4Lu78I4xXG+O1r/MAHgjpRVR+TSU= -cloud.google.com/go/storage v1.0.0/go.mod h1:IhtSnM/ZTZV8YYJWCY8RULGVqBDmpoyjwiyrjsg+URw= -cloud.google.com/go/storage v1.5.0/go.mod h1:tpKbwo567HUNpVclU5sGELwQWBDZ8gh0ZeosJ0Rtdos= -cloud.google.com/go/storage v1.6.0/go.mod h1:N7U0C8pVQ/+NIKOBQyamJIeKQKkZ+mxpohlUTyfDhBk= -cloud.google.com/go/storage v1.8.0/go.mod h1:Wv1Oy7z6Yz3DshWRJFhqM/UCfaWIRTdp0RXyy7KQOVs= -cloud.google.com/go/storage v1.10.0/go.mod h1:FLPqc6j+Ki4BU591ie1oL6qBQGu2Bl/tZ9ullr3+Kg0= -dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU= -github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= -github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod 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-github.com/envoyproxy/go-control-plane v0.9.1-0.20191026205805-5f8ba28d4473/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymFceY/DCBVvsKhRF0iEA4= -github.com/envoyproxy/go-control-plane v0.9.4/go.mod h1:6rpuAdCZL397s3pYoYcLgu1mIlRU8Am5FuJP05cCM98= -github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7+kN2VEUnK/pcBlmesArF7c= -github.com/go-gl/glfw v0.0.0-20190409004039-e6da0acd62b1/go.mod h1:vR7hzQXu2zJy9AVAgeJqvqgH9Q5CA+iKCZ2gyEVpxRU= -github.com/go-gl/glfw/v3.3/glfw v0.0.0-20191125211704-12ad95a8df72/go.mod h1:tQ2UAYgL5IevRw8kRxooKSPJfGvJ9fJQFa0TUsXzTg8= -github.com/go-gl/glfw/v3.3/glfw v0.0.0-20200222043503-6f7a984d4dc4/go.mod h1:tQ2UAYgL5IevRw8kRxooKSPJfGvJ9fJQFa0TUsXzTg8= -github.com/golang/glog v0.0.0-20160126235308-23def4e6c14b h1:VKtxabqXZkF25pY9ekfRL6a582T4P37/31XEstQ5p58= -github.com/golang/glog v0.0.0-20160126235308-23def4e6c14b/go.mod h1:SBH7ygxi8pfUlaOkMMuAQtPIUF8ecWP5IEl/CR7VP2Q= -github.com/golang/groupcache v0.0.0-20190702054246-869f871628b6 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h1:a3bituU0lyd329TUQxRnasdCoJDkEUEAqEt0JzvZhAg= -honnef.co/go/tools v0.0.1-2020.1.3/go.mod h1:X/FiERA/W4tHapMX5mGpAtMSVEeEUOyHaw9vFzvIQ3k= -honnef.co/go/tools v0.0.1-2020.1.4/go.mod h1:X/FiERA/W4tHapMX5mGpAtMSVEeEUOyHaw9vFzvIQ3k= -rsc.io/binaryregexp v0.2.0/go.mod h1:qTv7/COck+e2FymRvadv62gMdZztPaShugOCi3I+8D8= -rsc.io/quote/v3 v3.1.0/go.mod h1:yEA65RcK8LyAZtP9Kv3t0HmxON59tX3rD+tICJqUlj0= -rsc.io/sampler v1.3.0/go.mod h1:T1hPZKmBbMNahiBKFy5HrXp6adAjACjK9JXDnKaTXpA= diff --git a/sdk/go/mocks/serving_mock.go b/sdk/go/mocks/serving_mock.go deleted file mode 100644 index 038d49f5e5..0000000000 --- a/sdk/go/mocks/serving_mock.go +++ /dev/null @@ -1,77 +0,0 @@ -// Code generated by MockGen. DO NOT EDIT. -// Source: github.com/feast-dev/feast/sdk/go/protos/feast/serving (interfaces: ServingServiceClient) - -// Package mock_serving is a generated GoMock package. -package mock_serving - -import ( - context "context" - reflect "reflect" - - serving "github.com/feast-dev/feast/sdk/go/protos/feast/serving" - gomock "github.com/golang/mock/gomock" - grpc "google.golang.org/grpc" -) - -// MockServingServiceClient is a mock of ServingServiceClient interface -type MockServingServiceClient struct { - ctrl *gomock.Controller - recorder *MockServingServiceClientMockRecorder -} - -// MockServingServiceClientMockRecorder is the mock recorder for MockServingServiceClient -type MockServingServiceClientMockRecorder struct { - mock *MockServingServiceClient -} - -// NewMockServingServiceClient creates a new mock instance -func NewMockServingServiceClient(ctrl *gomock.Controller) *MockServingServiceClient { - mock := &MockServingServiceClient{ctrl: ctrl} - mock.recorder = &MockServingServiceClientMockRecorder{mock} - return mock -} - -// EXPECT returns an object that allows the caller to indicate expected use -func (m *MockServingServiceClient) EXPECT() *MockServingServiceClientMockRecorder { - return m.recorder -} - -// GetFeastServingInfo mocks base method -func (m *MockServingServiceClient) GetFeastServingInfo(arg0 context.Context, arg1 *serving.GetFeastServingInfoRequest, arg2 ...grpc.CallOption) (*serving.GetFeastServingInfoResponse, error) { - m.ctrl.T.Helper() - varargs := []interface{}{arg0, arg1} - for _, a := range arg2 { - varargs = append(varargs, a) - } - ret := m.ctrl.Call(m, "GetFeastServingInfo", varargs...) - ret0, _ := ret[0].(*serving.GetFeastServingInfoResponse) - ret1, _ := ret[1].(error) - return ret0, ret1 -} - -// GetFeastServingInfo indicates an expected call of GetFeastServingInfo -func (mr *MockServingServiceClientMockRecorder) GetFeastServingInfo(arg0, arg1 interface{}, arg2 ...interface{}) *gomock.Call { - mr.mock.ctrl.T.Helper() - varargs := append([]interface{}{arg0, arg1}, arg2...) - return mr.mock.ctrl.RecordCallWithMethodType(mr.mock, "GetFeastServingInfo", reflect.TypeOf((*MockServingServiceClient)(nil).GetFeastServingInfo), varargs...) -} - -// GetOnlineFeaturesV2 mocks base method -func (m *MockServingServiceClient) GetOnlineFeatures(arg0 context.Context, arg1 *serving.GetOnlineFeaturesRequest, arg2 ...grpc.CallOption) (*serving.GetOnlineFeaturesResponse, error) { - m.ctrl.T.Helper() - varargs := []interface{}{arg0, arg1} - for _, a := range arg2 { - varargs = append(varargs, a) - } - ret := m.ctrl.Call(m, "GetOnlineFeatures", varargs...) - ret0, _ := ret[0].(*serving.GetOnlineFeaturesResponse) - ret1, _ := ret[1].(error) - return ret0, ret1 -} - -// GetOnlineFeaturesV2 indicates an expected call of GetOnlineFeaturesV2 -func (mr *MockServingServiceClientMockRecorder) GetOnlineFeatures(arg0, arg1 interface{}, arg2 ...interface{}) *gomock.Call { - mr.mock.ctrl.T.Helper() - varargs := append([]interface{}{arg0, arg1}, arg2...) - return mr.mock.ctrl.RecordCallWithMethodType(mr.mock, "GetOnlineFeatures", reflect.TypeOf((*MockServingServiceClient)(nil).GetOnlineFeatures), varargs...) -} diff --git a/sdk/go/protos/feast/core/CoreService.pb.go b/sdk/go/protos/feast/core/CoreService.pb.go deleted file mode 100644 index 1978edce45..0000000000 --- a/sdk/go/protos/feast/core/CoreService.pb.go +++ /dev/null @@ -1,3172 +0,0 @@ -// -// Copyright 2018 The Feast Authors -// -// Licensed under the Apache License, Version 2.0 (the "License"); -// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// https://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. -// - -// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.11.2 -// source: feast/core/CoreService.proto - -package core - -import ( - context "context" - _ "github.com/feast-dev/feast/sdk/go/protos/tensorflow_metadata/proto/v0" - grpc "google.golang.org/grpc" - codes "google.golang.org/grpc/codes" - status "google.golang.org/grpc/status" - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - _ "google.golang.org/protobuf/types/known/timestamppb" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -type UpdateStoreResponse_Status int32 - -const ( - // Existing store config matching the given store id is identical to the given store config. - UpdateStoreResponse_NO_CHANGE UpdateStoreResponse_Status = 0 - // New store created or existing config updated. - UpdateStoreResponse_UPDATED UpdateStoreResponse_Status = 1 -) - -// Enum value maps for UpdateStoreResponse_Status. -var ( - UpdateStoreResponse_Status_name = map[int32]string{ - 0: "NO_CHANGE", - 1: "UPDATED", - } - UpdateStoreResponse_Status_value = map[string]int32{ - "NO_CHANGE": 0, - "UPDATED": 1, - } -) - -func (x UpdateStoreResponse_Status) Enum() *UpdateStoreResponse_Status { - p := new(UpdateStoreResponse_Status) - *p = x - return p -} - -func (x UpdateStoreResponse_Status) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (UpdateStoreResponse_Status) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_CoreService_proto_enumTypes[0].Descriptor() -} - -func (UpdateStoreResponse_Status) Type() protoreflect.EnumType { - return &file_feast_core_CoreService_proto_enumTypes[0] -} - -func (x UpdateStoreResponse_Status) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use UpdateStoreResponse_Status.Descriptor instead. -func (UpdateStoreResponse_Status) EnumDescriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{13, 0} -} - -// Request for a single entity -type GetEntityRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of entity (required). - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // Name of project the entity belongs to. If omitted will default to 'default' project. - Project string `protobuf:"bytes,2,opt,name=project,proto3" json:"project,omitempty"` -} - -func (x *GetEntityRequest) Reset() { - *x = GetEntityRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetEntityRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetEntityRequest) ProtoMessage() {} - -func (x *GetEntityRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetEntityRequest.ProtoReflect.Descriptor instead. -func (*GetEntityRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{0} -} - -func (x *GetEntityRequest) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -func (x *GetEntityRequest) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -// Response containing a single entity -type GetEntityResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Entity *Entity `protobuf:"bytes,1,opt,name=entity,proto3" json:"entity,omitempty"` -} - -func (x *GetEntityResponse) Reset() { - *x = GetEntityResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetEntityResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetEntityResponse) ProtoMessage() {} - -func (x *GetEntityResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetEntityResponse.ProtoReflect.Descriptor instead. -func (*GetEntityResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{1} -} - -func (x *GetEntityResponse) GetEntity() *Entity { - if x != nil { - return x.Entity - } - return nil -} - -// Retrieves details for all versions of a specific entity -type ListEntitiesRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Filter *ListEntitiesRequest_Filter `protobuf:"bytes,1,opt,name=filter,proto3" json:"filter,omitempty"` -} - -func (x *ListEntitiesRequest) Reset() { - *x = ListEntitiesRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListEntitiesRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListEntitiesRequest) ProtoMessage() {} - -func (x *ListEntitiesRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListEntitiesRequest.ProtoReflect.Descriptor instead. -func (*ListEntitiesRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{2} -} - -func (x *ListEntitiesRequest) GetFilter() *ListEntitiesRequest_Filter { - if x != nil { - return x.Filter - } - return nil -} - -type ListEntitiesResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Entities []*Entity `protobuf:"bytes,1,rep,name=entities,proto3" json:"entities,omitempty"` -} - -func (x *ListEntitiesResponse) Reset() { - *x = ListEntitiesResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListEntitiesResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListEntitiesResponse) ProtoMessage() {} - -func (x *ListEntitiesResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[3] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListEntitiesResponse.ProtoReflect.Descriptor instead. -func (*ListEntitiesResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{3} -} - -func (x *ListEntitiesResponse) GetEntities() []*Entity { - if x != nil { - return x.Entities - } - return nil -} - -type ListFeaturesRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Filter *ListFeaturesRequest_Filter `protobuf:"bytes,1,opt,name=filter,proto3" json:"filter,omitempty"` -} - -func (x *ListFeaturesRequest) Reset() { - *x = ListFeaturesRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[4] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListFeaturesRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListFeaturesRequest) ProtoMessage() {} - -func (x *ListFeaturesRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[4] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListFeaturesRequest.ProtoReflect.Descriptor instead. -func (*ListFeaturesRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{4} -} - -func (x *ListFeaturesRequest) GetFilter() *ListFeaturesRequest_Filter { - if x != nil { - return x.Filter - } - return nil -} - -type ListFeaturesResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Features map[string]*FeatureSpecV2 `protobuf:"bytes,2,rep,name=features,proto3" json:"features,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` -} - -func (x *ListFeaturesResponse) Reset() { - *x = ListFeaturesResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[5] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListFeaturesResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListFeaturesResponse) ProtoMessage() {} - -func (x *ListFeaturesResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[5] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListFeaturesResponse.ProtoReflect.Descriptor instead. -func (*ListFeaturesResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{5} -} - -func (x *ListFeaturesResponse) GetFeatures() map[string]*FeatureSpecV2 { - if x != nil { - return x.Features - } - return nil -} - -type ListStoresRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Filter *ListStoresRequest_Filter `protobuf:"bytes,1,opt,name=filter,proto3" json:"filter,omitempty"` -} - -func (x *ListStoresRequest) Reset() { - *x = ListStoresRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[6] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListStoresRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListStoresRequest) ProtoMessage() {} - -func (x *ListStoresRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[6] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListStoresRequest.ProtoReflect.Descriptor instead. -func (*ListStoresRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{6} -} - -func (x *ListStoresRequest) GetFilter() *ListStoresRequest_Filter { - if x != nil { - return x.Filter - } - return nil -} - -type ListStoresResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Store []*Store `protobuf:"bytes,1,rep,name=store,proto3" json:"store,omitempty"` -} - -func (x *ListStoresResponse) Reset() { - *x = ListStoresResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[7] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListStoresResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListStoresResponse) ProtoMessage() {} - -func (x *ListStoresResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[7] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListStoresResponse.ProtoReflect.Descriptor instead. -func (*ListStoresResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{7} -} - -func (x *ListStoresResponse) GetStore() []*Store { - if x != nil { - return x.Store - } - return nil -} - -type ApplyEntityRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // If project is unspecified, will default to 'default' project. - // If project specified does not exist, the project would be automatically created. - Spec *EntitySpecV2 `protobuf:"bytes,1,opt,name=spec,proto3" json:"spec,omitempty"` - // Name of project that this entity belongs to. - Project string `protobuf:"bytes,2,opt,name=project,proto3" json:"project,omitempty"` -} - -func (x *ApplyEntityRequest) Reset() { - *x = ApplyEntityRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[8] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ApplyEntityRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ApplyEntityRequest) ProtoMessage() {} - -func (x *ApplyEntityRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[8] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ApplyEntityRequest.ProtoReflect.Descriptor instead. -func (*ApplyEntityRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{8} -} - -func (x *ApplyEntityRequest) GetSpec() *EntitySpecV2 { - if x != nil { - return x.Spec - } - return nil -} - -func (x *ApplyEntityRequest) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -type ApplyEntityResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Entity *Entity `protobuf:"bytes,1,opt,name=entity,proto3" json:"entity,omitempty"` -} - -func (x *ApplyEntityResponse) Reset() { - *x = ApplyEntityResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[9] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ApplyEntityResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ApplyEntityResponse) ProtoMessage() {} - -func (x *ApplyEntityResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[9] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ApplyEntityResponse.ProtoReflect.Descriptor instead. -func (*ApplyEntityResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{9} -} - -func (x *ApplyEntityResponse) GetEntity() *Entity { - if x != nil { - return x.Entity - } - return nil -} - -type GetFeastCoreVersionRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *GetFeastCoreVersionRequest) Reset() { - *x = GetFeastCoreVersionRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[10] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetFeastCoreVersionRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetFeastCoreVersionRequest) ProtoMessage() {} - -func (x *GetFeastCoreVersionRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[10] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetFeastCoreVersionRequest.ProtoReflect.Descriptor instead. -func (*GetFeastCoreVersionRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{10} -} - -type GetFeastCoreVersionResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Version string `protobuf:"bytes,1,opt,name=version,proto3" json:"version,omitempty"` -} - -func (x *GetFeastCoreVersionResponse) Reset() { - *x = GetFeastCoreVersionResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[11] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetFeastCoreVersionResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetFeastCoreVersionResponse) ProtoMessage() {} - -func (x *GetFeastCoreVersionResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[11] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetFeastCoreVersionResponse.ProtoReflect.Descriptor instead. -func (*GetFeastCoreVersionResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{11} -} - -func (x *GetFeastCoreVersionResponse) GetVersion() string { - if x != nil { - return x.Version - } - return "" -} - -type UpdateStoreRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Store *Store `protobuf:"bytes,1,opt,name=store,proto3" json:"store,omitempty"` -} - -func (x *UpdateStoreRequest) Reset() { - *x = UpdateStoreRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[12] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *UpdateStoreRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*UpdateStoreRequest) ProtoMessage() {} - -func (x *UpdateStoreRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[12] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use UpdateStoreRequest.ProtoReflect.Descriptor instead. -func (*UpdateStoreRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{12} -} - -func (x *UpdateStoreRequest) GetStore() *Store { - if x != nil { - return x.Store - } - return nil -} - -type UpdateStoreResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Store *Store `protobuf:"bytes,1,opt,name=store,proto3" json:"store,omitempty"` - Status UpdateStoreResponse_Status `protobuf:"varint,2,opt,name=status,proto3,enum=feast.core.UpdateStoreResponse_Status" json:"status,omitempty"` -} - -func (x *UpdateStoreResponse) Reset() { - *x = UpdateStoreResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[13] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *UpdateStoreResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*UpdateStoreResponse) ProtoMessage() {} - -func (x *UpdateStoreResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[13] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use UpdateStoreResponse.ProtoReflect.Descriptor instead. -func (*UpdateStoreResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{13} -} - -func (x *UpdateStoreResponse) GetStore() *Store { - if x != nil { - return x.Store - } - return nil -} - -func (x *UpdateStoreResponse) GetStatus() UpdateStoreResponse_Status { - if x != nil { - return x.Status - } - return UpdateStoreResponse_NO_CHANGE -} - -// Request to create a project -type CreateProjectRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of project (required) - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` -} - -func (x *CreateProjectRequest) Reset() { - *x = CreateProjectRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[14] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *CreateProjectRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*CreateProjectRequest) ProtoMessage() {} - -func (x *CreateProjectRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[14] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use CreateProjectRequest.ProtoReflect.Descriptor instead. -func (*CreateProjectRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{14} -} - -func (x *CreateProjectRequest) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -// Response for creation of a project -type CreateProjectResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *CreateProjectResponse) Reset() { - *x = CreateProjectResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[15] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *CreateProjectResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*CreateProjectResponse) ProtoMessage() {} - -func (x *CreateProjectResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[15] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use CreateProjectResponse.ProtoReflect.Descriptor instead. -func (*CreateProjectResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{15} -} - -// Request for the archival of a project -type ArchiveProjectRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of project to be archived - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` -} - -func (x *ArchiveProjectRequest) Reset() { - *x = ArchiveProjectRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[16] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ArchiveProjectRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ArchiveProjectRequest) ProtoMessage() {} - -func (x *ArchiveProjectRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[16] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ArchiveProjectRequest.ProtoReflect.Descriptor instead. -func (*ArchiveProjectRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{16} -} - -func (x *ArchiveProjectRequest) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -// Response for archival of a project -type ArchiveProjectResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *ArchiveProjectResponse) Reset() { - *x = ArchiveProjectResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[17] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ArchiveProjectResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ArchiveProjectResponse) ProtoMessage() {} - -func (x *ArchiveProjectResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[17] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ArchiveProjectResponse.ProtoReflect.Descriptor instead. -func (*ArchiveProjectResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{17} -} - -// Request for listing of projects -type ListProjectsRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *ListProjectsRequest) Reset() { - *x = ListProjectsRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[18] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListProjectsRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListProjectsRequest) ProtoMessage() {} - -func (x *ListProjectsRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[18] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListProjectsRequest.ProtoReflect.Descriptor instead. -func (*ListProjectsRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{18} -} - -// Response for listing of projects -type ListProjectsResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // List of project names (archived projects are filtered out) - Projects []string `protobuf:"bytes,1,rep,name=projects,proto3" json:"projects,omitempty"` -} - -func (x *ListProjectsResponse) Reset() { - *x = ListProjectsResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[19] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListProjectsResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListProjectsResponse) ProtoMessage() {} - -func (x *ListProjectsResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[19] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListProjectsResponse.ProtoReflect.Descriptor instead. -func (*ListProjectsResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{19} -} - -func (x *ListProjectsResponse) GetProjects() []string { - if x != nil { - return x.Projects - } - return nil -} - -type UpdateFeatureSetStatusResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *UpdateFeatureSetStatusResponse) Reset() { - *x = UpdateFeatureSetStatusResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[20] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *UpdateFeatureSetStatusResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*UpdateFeatureSetStatusResponse) ProtoMessage() {} - -func (x *UpdateFeatureSetStatusResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[20] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use UpdateFeatureSetStatusResponse.ProtoReflect.Descriptor instead. -func (*UpdateFeatureSetStatusResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{20} -} - -type ApplyFeatureTableRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Optional. Name of the Project to apply the Feature Table to. - // If unspecified, will apply FeatureTable to the default project. - Project string `protobuf:"bytes,1,opt,name=project,proto3" json:"project,omitempty"` - // Feature Table specification to apply - TableSpec *FeatureTableSpec `protobuf:"bytes,2,opt,name=table_spec,json=tableSpec,proto3" json:"table_spec,omitempty"` -} - -func (x *ApplyFeatureTableRequest) Reset() { - *x = ApplyFeatureTableRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[21] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ApplyFeatureTableRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ApplyFeatureTableRequest) ProtoMessage() {} - -func (x *ApplyFeatureTableRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[21] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ApplyFeatureTableRequest.ProtoReflect.Descriptor instead. -func (*ApplyFeatureTableRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{21} -} - -func (x *ApplyFeatureTableRequest) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -func (x *ApplyFeatureTableRequest) GetTableSpec() *FeatureTableSpec { - if x != nil { - return x.TableSpec - } - return nil -} - -type ApplyFeatureTableResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Table *FeatureTable `protobuf:"bytes,1,opt,name=table,proto3" json:"table,omitempty"` -} - -func (x *ApplyFeatureTableResponse) Reset() { - *x = ApplyFeatureTableResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[22] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ApplyFeatureTableResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ApplyFeatureTableResponse) ProtoMessage() {} - -func (x *ApplyFeatureTableResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[22] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ApplyFeatureTableResponse.ProtoReflect.Descriptor instead. -func (*ApplyFeatureTableResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{22} -} - -func (x *ApplyFeatureTableResponse) GetTable() *FeatureTable { - if x != nil { - return x.Table - } - return nil -} - -type GetFeatureTableRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Optional. Name of the Project to retrieve the Feature Table from. - // If unspecified, will apply FeatureTable to the default project. - Project string `protobuf:"bytes,1,opt,name=project,proto3" json:"project,omitempty"` - // Name of the FeatureTable to retrieve. - Name string `protobuf:"bytes,2,opt,name=name,proto3" json:"name,omitempty"` -} - -func (x *GetFeatureTableRequest) Reset() { - *x = GetFeatureTableRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[23] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetFeatureTableRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetFeatureTableRequest) ProtoMessage() {} - -func (x *GetFeatureTableRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[23] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetFeatureTableRequest.ProtoReflect.Descriptor instead. -func (*GetFeatureTableRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{23} -} - -func (x *GetFeatureTableRequest) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -func (x *GetFeatureTableRequest) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -type GetFeatureTableResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The Feature Table retrieved. - Table *FeatureTable `protobuf:"bytes,1,opt,name=table,proto3" json:"table,omitempty"` -} - -func (x *GetFeatureTableResponse) Reset() { - *x = GetFeatureTableResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[24] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetFeatureTableResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetFeatureTableResponse) ProtoMessage() {} - -func (x *GetFeatureTableResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[24] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetFeatureTableResponse.ProtoReflect.Descriptor instead. -func (*GetFeatureTableResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{24} -} - -func (x *GetFeatureTableResponse) GetTable() *FeatureTable { - if x != nil { - return x.Table - } - return nil -} - -type ListFeatureTablesRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Filter used when listing Feature Tables - Filter *ListFeatureTablesRequest_Filter `protobuf:"bytes,1,opt,name=filter,proto3" json:"filter,omitempty"` -} - -func (x *ListFeatureTablesRequest) Reset() { - *x = ListFeatureTablesRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[25] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListFeatureTablesRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListFeatureTablesRequest) ProtoMessage() {} - -func (x *ListFeatureTablesRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[25] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListFeatureTablesRequest.ProtoReflect.Descriptor instead. -func (*ListFeatureTablesRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{25} -} - -func (x *ListFeatureTablesRequest) GetFilter() *ListFeatureTablesRequest_Filter { - if x != nil { - return x.Filter - } - return nil -} - -type ListFeatureTablesResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // List of matching Feature Tables - Tables []*FeatureTable `protobuf:"bytes,1,rep,name=tables,proto3" json:"tables,omitempty"` -} - -func (x *ListFeatureTablesResponse) Reset() { - *x = ListFeatureTablesResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[26] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListFeatureTablesResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListFeatureTablesResponse) ProtoMessage() {} - -func (x *ListFeatureTablesResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[26] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListFeatureTablesResponse.ProtoReflect.Descriptor instead. -func (*ListFeatureTablesResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{26} -} - -func (x *ListFeatureTablesResponse) GetTables() []*FeatureTable { - if x != nil { - return x.Tables - } - return nil -} - -type DeleteFeatureTableRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Optional. Name of the Project to delete the Feature Table from. - // If unspecified, will delete FeatureTable from the default project. - Project string `protobuf:"bytes,1,opt,name=project,proto3" json:"project,omitempty"` - // Name of the FeatureTable to delete. - Name string `protobuf:"bytes,2,opt,name=name,proto3" json:"name,omitempty"` -} - -func (x *DeleteFeatureTableRequest) Reset() { - *x = DeleteFeatureTableRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[27] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DeleteFeatureTableRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DeleteFeatureTableRequest) ProtoMessage() {} - -func (x *DeleteFeatureTableRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[27] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DeleteFeatureTableRequest.ProtoReflect.Descriptor instead. -func (*DeleteFeatureTableRequest) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{27} -} - -func (x *DeleteFeatureTableRequest) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -func (x *DeleteFeatureTableRequest) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -type DeleteFeatureTableResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *DeleteFeatureTableResponse) Reset() { - *x = DeleteFeatureTableResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[28] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DeleteFeatureTableResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DeleteFeatureTableResponse) ProtoMessage() {} - -func (x *DeleteFeatureTableResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[28] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DeleteFeatureTableResponse.ProtoReflect.Descriptor instead. -func (*DeleteFeatureTableResponse) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{28} -} - -type ListEntitiesRequest_Filter struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Optional. Specifies the name of the project to list Entities in. - // It is NOT possible to provide an asterisk with a string in order to do pattern matching. - // If unspecified, this field will default to the default project 'default'. - Project string `protobuf:"bytes,3,opt,name=project,proto3" json:"project,omitempty"` - // Optional. User defined metadata for entity. - // Entities with all matching labels will be returned. - Labels map[string]string `protobuf:"bytes,4,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` -} - -func (x *ListEntitiesRequest_Filter) Reset() { - *x = ListEntitiesRequest_Filter{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_CoreService_proto_msgTypes[29] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListEntitiesRequest_Filter) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListEntitiesRequest_Filter) ProtoMessage() {} - -func (x *ListEntitiesRequest_Filter) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_CoreService_proto_msgTypes[29] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListEntitiesRequest_Filter.ProtoReflect.Descriptor instead. -func (*ListEntitiesRequest_Filter) Descriptor() ([]byte, []int) { - return file_feast_core_CoreService_proto_rawDescGZIP(), []int{2, 0} -} - -func (x *ListEntitiesRequest_Filter) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -func (x *ListEntitiesRequest_Filter) GetLabels() map[string]string { - if x != nil { - return x.Labels - } - return nil -} - -type ListFeaturesRequest_Filter struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // User defined metadata for feature. - // Features with all matching labels will be returned. - Labels map[string]string `protobuf:"bytes,1,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - // List of entities contained within the featureSet that the feature belongs to. - // Only feature tables with these entities will be searched for features. - Entities []string `protobuf:"bytes,2,rep,name=entities,proto3" json:"entities,omitempty"` - // Name of project that the feature tables belongs to. 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file_feast_core_CoreService_proto_rawDescData = protoimpl.X.CompressGZIP(file_feast_core_CoreService_proto_rawDescData) - }) - return file_feast_core_CoreService_proto_rawDescData -} - -var file_feast_core_CoreService_proto_enumTypes = make([]protoimpl.EnumInfo, 1) -var file_feast_core_CoreService_proto_msgTypes = make([]protoimpl.MessageInfo, 37) -var file_feast_core_CoreService_proto_goTypes = []interface{}{ - (UpdateStoreResponse_Status)(0), // 0: feast.core.UpdateStoreResponse.Status - (*GetEntityRequest)(nil), // 1: feast.core.GetEntityRequest - (*GetEntityResponse)(nil), // 2: feast.core.GetEntityResponse - (*ListEntitiesRequest)(nil), // 3: feast.core.ListEntitiesRequest - (*ListEntitiesResponse)(nil), // 4: feast.core.ListEntitiesResponse - (*ListFeaturesRequest)(nil), // 5: feast.core.ListFeaturesRequest - (*ListFeaturesResponse)(nil), // 6: feast.core.ListFeaturesResponse - (*ListStoresRequest)(nil), // 7: feast.core.ListStoresRequest - (*ListStoresResponse)(nil), // 8: feast.core.ListStoresResponse - (*ApplyEntityRequest)(nil), // 9: feast.core.ApplyEntityRequest - (*ApplyEntityResponse)(nil), // 10: feast.core.ApplyEntityResponse - (*GetFeastCoreVersionRequest)(nil), // 11: feast.core.GetFeastCoreVersionRequest - (*GetFeastCoreVersionResponse)(nil), // 12: feast.core.GetFeastCoreVersionResponse - (*UpdateStoreRequest)(nil), // 13: feast.core.UpdateStoreRequest - (*UpdateStoreResponse)(nil), // 14: feast.core.UpdateStoreResponse - (*CreateProjectRequest)(nil), // 15: feast.core.CreateProjectRequest - (*CreateProjectResponse)(nil), // 16: feast.core.CreateProjectResponse - (*ArchiveProjectRequest)(nil), // 17: feast.core.ArchiveProjectRequest - (*ArchiveProjectResponse)(nil), // 18: feast.core.ArchiveProjectResponse - (*ListProjectsRequest)(nil), // 19: feast.core.ListProjectsRequest - (*ListProjectsResponse)(nil), // 20: feast.core.ListProjectsResponse - (*UpdateFeatureSetStatusResponse)(nil), // 21: feast.core.UpdateFeatureSetStatusResponse - (*ApplyFeatureTableRequest)(nil), // 22: feast.core.ApplyFeatureTableRequest - (*ApplyFeatureTableResponse)(nil), // 23: feast.core.ApplyFeatureTableResponse - (*GetFeatureTableRequest)(nil), // 24: feast.core.GetFeatureTableRequest - (*GetFeatureTableResponse)(nil), // 25: feast.core.GetFeatureTableResponse - (*ListFeatureTablesRequest)(nil), // 26: feast.core.ListFeatureTablesRequest - (*ListFeatureTablesResponse)(nil), // 27: feast.core.ListFeatureTablesResponse - (*DeleteFeatureTableRequest)(nil), // 28: feast.core.DeleteFeatureTableRequest - (*DeleteFeatureTableResponse)(nil), // 29: feast.core.DeleteFeatureTableResponse - (*ListEntitiesRequest_Filter)(nil), // 30: feast.core.ListEntitiesRequest.Filter - nil, // 31: feast.core.ListEntitiesRequest.Filter.LabelsEntry - (*ListFeaturesRequest_Filter)(nil), // 32: feast.core.ListFeaturesRequest.Filter - nil, // 33: feast.core.ListFeaturesRequest.Filter.LabelsEntry - nil, // 34: feast.core.ListFeaturesResponse.FeaturesEntry - (*ListStoresRequest_Filter)(nil), // 35: feast.core.ListStoresRequest.Filter - (*ListFeatureTablesRequest_Filter)(nil), // 36: feast.core.ListFeatureTablesRequest.Filter - nil, // 37: feast.core.ListFeatureTablesRequest.Filter.LabelsEntry - (*Entity)(nil), // 38: feast.core.Entity - (*Store)(nil), // 39: feast.core.Store - (*EntitySpecV2)(nil), // 40: feast.core.EntitySpecV2 - (*FeatureTableSpec)(nil), // 41: feast.core.FeatureTableSpec - (*FeatureTable)(nil), // 42: feast.core.FeatureTable - (*FeatureSpecV2)(nil), // 43: feast.core.FeatureSpecV2 -} -var file_feast_core_CoreService_proto_depIdxs = []int32{ - 38, // 0: feast.core.GetEntityResponse.entity:type_name -> feast.core.Entity - 30, // 1: feast.core.ListEntitiesRequest.filter:type_name -> feast.core.ListEntitiesRequest.Filter - 38, // 2: feast.core.ListEntitiesResponse.entities:type_name -> feast.core.Entity - 32, // 3: feast.core.ListFeaturesRequest.filter:type_name -> feast.core.ListFeaturesRequest.Filter - 34, // 4: feast.core.ListFeaturesResponse.features:type_name -> feast.core.ListFeaturesResponse.FeaturesEntry - 35, // 5: feast.core.ListStoresRequest.filter:type_name -> feast.core.ListStoresRequest.Filter - 39, // 6: feast.core.ListStoresResponse.store:type_name -> feast.core.Store - 40, // 7: feast.core.ApplyEntityRequest.spec:type_name -> feast.core.EntitySpecV2 - 38, // 8: feast.core.ApplyEntityResponse.entity:type_name -> feast.core.Entity - 39, // 9: feast.core.UpdateStoreRequest.store:type_name -> feast.core.Store - 39, // 10: feast.core.UpdateStoreResponse.store:type_name -> feast.core.Store - 0, // 11: feast.core.UpdateStoreResponse.status:type_name -> feast.core.UpdateStoreResponse.Status - 41, // 12: feast.core.ApplyFeatureTableRequest.table_spec:type_name -> feast.core.FeatureTableSpec - 42, // 13: feast.core.ApplyFeatureTableResponse.table:type_name -> feast.core.FeatureTable - 42, // 14: feast.core.GetFeatureTableResponse.table:type_name -> feast.core.FeatureTable - 36, // 15: feast.core.ListFeatureTablesRequest.filter:type_name -> feast.core.ListFeatureTablesRequest.Filter - 42, // 16: feast.core.ListFeatureTablesResponse.tables:type_name -> feast.core.FeatureTable - 31, // 17: feast.core.ListEntitiesRequest.Filter.labels:type_name -> feast.core.ListEntitiesRequest.Filter.LabelsEntry - 33, // 18: feast.core.ListFeaturesRequest.Filter.labels:type_name -> feast.core.ListFeaturesRequest.Filter.LabelsEntry - 43, // 19: feast.core.ListFeaturesResponse.FeaturesEntry.value:type_name -> feast.core.FeatureSpecV2 - 37, // 20: feast.core.ListFeatureTablesRequest.Filter.labels:type_name -> feast.core.ListFeatureTablesRequest.Filter.LabelsEntry - 11, // 21: feast.core.CoreService.GetFeastCoreVersion:input_type -> feast.core.GetFeastCoreVersionRequest - 1, // 22: feast.core.CoreService.GetEntity:input_type -> feast.core.GetEntityRequest - 5, // 23: feast.core.CoreService.ListFeatures:input_type -> feast.core.ListFeaturesRequest - 7, // 24: feast.core.CoreService.ListStores:input_type -> feast.core.ListStoresRequest - 9, // 25: feast.core.CoreService.ApplyEntity:input_type -> feast.core.ApplyEntityRequest - 3, // 26: feast.core.CoreService.ListEntities:input_type -> feast.core.ListEntitiesRequest - 13, // 27: feast.core.CoreService.UpdateStore:input_type -> feast.core.UpdateStoreRequest - 15, // 28: feast.core.CoreService.CreateProject:input_type -> feast.core.CreateProjectRequest - 17, // 29: feast.core.CoreService.ArchiveProject:input_type -> feast.core.ArchiveProjectRequest - 19, // 30: feast.core.CoreService.ListProjects:input_type -> feast.core.ListProjectsRequest - 22, // 31: feast.core.CoreService.ApplyFeatureTable:input_type -> feast.core.ApplyFeatureTableRequest - 26, // 32: feast.core.CoreService.ListFeatureTables:input_type -> feast.core.ListFeatureTablesRequest - 24, // 33: feast.core.CoreService.GetFeatureTable:input_type -> feast.core.GetFeatureTableRequest - 28, // 34: feast.core.CoreService.DeleteFeatureTable:input_type -> feast.core.DeleteFeatureTableRequest - 12, // 35: feast.core.CoreService.GetFeastCoreVersion:output_type -> feast.core.GetFeastCoreVersionResponse - 2, // 36: feast.core.CoreService.GetEntity:output_type -> feast.core.GetEntityResponse - 6, // 37: feast.core.CoreService.ListFeatures:output_type -> feast.core.ListFeaturesResponse - 8, // 38: feast.core.CoreService.ListStores:output_type -> feast.core.ListStoresResponse - 10, // 39: feast.core.CoreService.ApplyEntity:output_type -> feast.core.ApplyEntityResponse - 4, // 40: feast.core.CoreService.ListEntities:output_type -> feast.core.ListEntitiesResponse - 14, // 41: feast.core.CoreService.UpdateStore:output_type -> feast.core.UpdateStoreResponse - 16, // 42: feast.core.CoreService.CreateProject:output_type -> feast.core.CreateProjectResponse - 18, // 43: feast.core.CoreService.ArchiveProject:output_type -> feast.core.ArchiveProjectResponse - 20, // 44: feast.core.CoreService.ListProjects:output_type -> feast.core.ListProjectsResponse - 23, // 45: feast.core.CoreService.ApplyFeatureTable:output_type -> feast.core.ApplyFeatureTableResponse - 27, // 46: feast.core.CoreService.ListFeatureTables:output_type -> feast.core.ListFeatureTablesResponse - 25, // 47: feast.core.CoreService.GetFeatureTable:output_type -> feast.core.GetFeatureTableResponse - 29, // 48: feast.core.CoreService.DeleteFeatureTable:output_type -> feast.core.DeleteFeatureTableResponse - 35, // [35:49] is the sub-list for method output_type - 21, // [21:35] is the sub-list for method input_type - 21, // [21:21] is the sub-list for extension type_name - 21, // [21:21] is the sub-list for extension extendee - 0, // [0:21] is the sub-list for field type_name -} - -func init() { file_feast_core_CoreService_proto_init() } -func file_feast_core_CoreService_proto_init() { - if File_feast_core_CoreService_proto != nil { - return - } - file_feast_core_Entity_proto_init() - file_feast_core_Feature_proto_init() - file_feast_core_FeatureTable_proto_init() - file_feast_core_Store_proto_init() - if !protoimpl.UnsafeEnabled { - file_feast_core_CoreService_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetEntityRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetEntityResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListEntitiesRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListEntitiesResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListFeaturesRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListFeaturesResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListStoresRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListStoresResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ApplyEntityRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[9].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ApplyEntityResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[10].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetFeastCoreVersionRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[11].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetFeastCoreVersionResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*UpdateStoreRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[13].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*UpdateStoreResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[14].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*CreateProjectRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[15].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*CreateProjectResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[16].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ArchiveProjectRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[17].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ArchiveProjectResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[18].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListProjectsRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[19].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListProjectsResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[20].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*UpdateFeatureSetStatusResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[21].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ApplyFeatureTableRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[22].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ApplyFeatureTableResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[23].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetFeatureTableRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[24].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetFeatureTableResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[25].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListFeatureTablesRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[26].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListFeatureTablesResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[27].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*DeleteFeatureTableRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[28].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*DeleteFeatureTableResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[29].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListEntitiesRequest_Filter); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[31].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListFeaturesRequest_Filter); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[34].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListStoresRequest_Filter); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_CoreService_proto_msgTypes[35].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListFeatureTablesRequest_Filter); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - } - type x struct{} - out := protoimpl.TypeBuilder{ - File: protoimpl.DescBuilder{ - GoPackagePath: reflect.TypeOf(x{}).PkgPath(), - RawDescriptor: file_feast_core_CoreService_proto_rawDesc, - NumEnums: 1, - NumMessages: 37, - NumExtensions: 0, - NumServices: 1, - }, - GoTypes: file_feast_core_CoreService_proto_goTypes, - DependencyIndexes: file_feast_core_CoreService_proto_depIdxs, - EnumInfos: file_feast_core_CoreService_proto_enumTypes, - MessageInfos: file_feast_core_CoreService_proto_msgTypes, - }.Build() - File_feast_core_CoreService_proto = out.File - file_feast_core_CoreService_proto_rawDesc = nil - file_feast_core_CoreService_proto_goTypes = nil - file_feast_core_CoreService_proto_depIdxs = nil -} - -// Reference imports to suppress errors if they are not otherwise used. -var _ context.Context -var _ grpc.ClientConnInterface - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the grpc package it is being compiled against. -const _ = grpc.SupportPackageIsVersion6 - -// CoreServiceClient is the client API for CoreService service. -// -// For semantics around ctx use and closing/ending streaming RPCs, please refer to https://godoc.org/google.golang.org/grpc#ClientConn.NewStream. -type CoreServiceClient interface { - // Retrieve version information about this Feast deployment - GetFeastCoreVersion(ctx context.Context, in *GetFeastCoreVersionRequest, opts ...grpc.CallOption) (*GetFeastCoreVersionResponse, error) - // Returns a specific entity - GetEntity(ctx context.Context, in *GetEntityRequest, opts ...grpc.CallOption) (*GetEntityResponse, error) - // Returns all feature references and respective features matching that filter. If none are found - // an empty map will be returned - // If no filter is provided in the request, the response will contain all the features - // currently stored in the default project. - ListFeatures(ctx context.Context, in *ListFeaturesRequest, opts ...grpc.CallOption) (*ListFeaturesResponse, error) - // Retrieve store details given a filter. - // - // Returns all stores matching that filter. If none are found, an empty list will be returned. - // If no filter is provided in the request, the response will contain all the stores currently - // stored in the registry. - ListStores(ctx context.Context, in *ListStoresRequest, opts ...grpc.CallOption) (*ListStoresResponse, error) - // Create or update and existing entity. - // - // This function is idempotent - it will not create a new entity if schema does not change. - // Schema changes will update the entity if the changes are valid. - // Following changes are not valid: - // - Changes to name - // - Changes to type - ApplyEntity(ctx context.Context, in *ApplyEntityRequest, opts ...grpc.CallOption) (*ApplyEntityResponse, error) - // Returns all entity references and respective entities matching that filter. If none are found - // an empty map will be returned - // If no filter is provided in the request, the response will contain all the entities - // currently stored in the default project. - ListEntities(ctx context.Context, in *ListEntitiesRequest, opts ...grpc.CallOption) (*ListEntitiesResponse, error) - // Updates core with the configuration of the store. - // - // If the changes are valid, core will return the given store configuration in response, and - // start or update the necessary feature population jobs for the updated store. - UpdateStore(ctx context.Context, in *UpdateStoreRequest, opts ...grpc.CallOption) (*UpdateStoreResponse, error) - // Creates a project. Projects serve as namespaces within which resources like features will be - // created. Feature table names as must be unique within a project while field (Feature/Entity) names - // must be unique within a Feature Table. Project names themselves must be globally unique. - CreateProject(ctx context.Context, in *CreateProjectRequest, opts ...grpc.CallOption) (*CreateProjectResponse, error) - // Archives a project. Archived projects will continue to exist and function, but won't be visible - // through the Core API. Any existing ingestion or serving requests will continue to function, - // but will result in warning messages being logged. It is not possible to unarchive a project - // through the Core API - ArchiveProject(ctx context.Context, in *ArchiveProjectRequest, opts ...grpc.CallOption) (*ArchiveProjectResponse, error) - // Lists all projects active projects. - ListProjects(ctx context.Context, in *ListProjectsRequest, opts ...grpc.CallOption) (*ListProjectsResponse, error) - // Create or update an existing feature table. - // This function is idempotent - it will not create a new feature table if the schema does not change. - // Schema changes will update the feature table if the changes are valid. - // All changes except the following are valid: - // - Changes to feature table name. - // - Changes to entities - // - Changes to feature name and type - ApplyFeatureTable(ctx context.Context, in *ApplyFeatureTableRequest, opts ...grpc.CallOption) (*ApplyFeatureTableResponse, error) - // List feature tables that match a given filter. - // Returns the references of the Feature Tables matching that filter. If none are found, - // an empty list will be returned. - // If no filter is provided in the request, the response will match all the feature - // tables currently stored in the registry. - ListFeatureTables(ctx context.Context, in *ListFeatureTablesRequest, opts ...grpc.CallOption) (*ListFeatureTablesResponse, error) - // Returns a specific feature table - GetFeatureTable(ctx context.Context, in *GetFeatureTableRequest, opts ...grpc.CallOption) (*GetFeatureTableResponse, error) - // Delete a specific feature table - DeleteFeatureTable(ctx context.Context, in *DeleteFeatureTableRequest, opts ...grpc.CallOption) (*DeleteFeatureTableResponse, error) -} - -type coreServiceClient struct { - cc grpc.ClientConnInterface -} - -func NewCoreServiceClient(cc grpc.ClientConnInterface) CoreServiceClient { - return &coreServiceClient{cc} -} - -func (c *coreServiceClient) GetFeastCoreVersion(ctx context.Context, in *GetFeastCoreVersionRequest, opts ...grpc.CallOption) (*GetFeastCoreVersionResponse, error) { - out := new(GetFeastCoreVersionResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/GetFeastCoreVersion", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) GetEntity(ctx context.Context, in *GetEntityRequest, opts ...grpc.CallOption) (*GetEntityResponse, error) { - out := new(GetEntityResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/GetEntity", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) ListFeatures(ctx context.Context, in *ListFeaturesRequest, opts ...grpc.CallOption) (*ListFeaturesResponse, error) { - out := new(ListFeaturesResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/ListFeatures", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) ListStores(ctx context.Context, in *ListStoresRequest, opts ...grpc.CallOption) (*ListStoresResponse, error) { - out := new(ListStoresResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/ListStores", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) ApplyEntity(ctx context.Context, in *ApplyEntityRequest, opts ...grpc.CallOption) (*ApplyEntityResponse, error) { - out := new(ApplyEntityResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/ApplyEntity", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) ListEntities(ctx context.Context, in *ListEntitiesRequest, opts ...grpc.CallOption) (*ListEntitiesResponse, error) { - out := new(ListEntitiesResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/ListEntities", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) UpdateStore(ctx context.Context, in *UpdateStoreRequest, opts ...grpc.CallOption) (*UpdateStoreResponse, error) { - out := new(UpdateStoreResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/UpdateStore", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) CreateProject(ctx context.Context, in *CreateProjectRequest, opts ...grpc.CallOption) (*CreateProjectResponse, error) { - out := new(CreateProjectResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/CreateProject", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) ArchiveProject(ctx context.Context, in *ArchiveProjectRequest, opts ...grpc.CallOption) (*ArchiveProjectResponse, error) { - out := new(ArchiveProjectResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/ArchiveProject", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) ListProjects(ctx context.Context, in *ListProjectsRequest, opts ...grpc.CallOption) (*ListProjectsResponse, error) { - out := new(ListProjectsResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/ListProjects", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) ApplyFeatureTable(ctx context.Context, in *ApplyFeatureTableRequest, opts ...grpc.CallOption) (*ApplyFeatureTableResponse, error) { - out := new(ApplyFeatureTableResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/ApplyFeatureTable", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) ListFeatureTables(ctx context.Context, in *ListFeatureTablesRequest, opts ...grpc.CallOption) (*ListFeatureTablesResponse, error) { - out := new(ListFeatureTablesResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/ListFeatureTables", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) GetFeatureTable(ctx context.Context, in *GetFeatureTableRequest, opts ...grpc.CallOption) (*GetFeatureTableResponse, error) { - out := new(GetFeatureTableResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/GetFeatureTable", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *coreServiceClient) DeleteFeatureTable(ctx context.Context, in *DeleteFeatureTableRequest, opts ...grpc.CallOption) (*DeleteFeatureTableResponse, error) { - out := new(DeleteFeatureTableResponse) - err := c.cc.Invoke(ctx, "/feast.core.CoreService/DeleteFeatureTable", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -// CoreServiceServer is the server API for CoreService service. -type CoreServiceServer interface { - // Retrieve version information about this Feast deployment - GetFeastCoreVersion(context.Context, *GetFeastCoreVersionRequest) (*GetFeastCoreVersionResponse, error) - // Returns a specific entity - GetEntity(context.Context, *GetEntityRequest) (*GetEntityResponse, error) - // Returns all feature references and respective features matching that filter. If none are found - // an empty map will be returned - // If no filter is provided in the request, the response will contain all the features - // currently stored in the default project. - ListFeatures(context.Context, *ListFeaturesRequest) (*ListFeaturesResponse, error) - // Retrieve store details given a filter. - // - // Returns all stores matching that filter. If none are found, an empty list will be returned. - // If no filter is provided in the request, the response will contain all the stores currently - // stored in the registry. - ListStores(context.Context, *ListStoresRequest) (*ListStoresResponse, error) - // Create or update and existing entity. - // - // This function is idempotent - it will not create a new entity if schema does not change. - // Schema changes will update the entity if the changes are valid. - // Following changes are not valid: - // - Changes to name - // - Changes to type - ApplyEntity(context.Context, *ApplyEntityRequest) (*ApplyEntityResponse, error) - // Returns all entity references and respective entities matching that filter. If none are found - // an empty map will be returned - // If no filter is provided in the request, the response will contain all the entities - // currently stored in the default project. - ListEntities(context.Context, *ListEntitiesRequest) (*ListEntitiesResponse, error) - // Updates core with the configuration of the store. - // - // If the changes are valid, core will return the given store configuration in response, and - // start or update the necessary feature population jobs for the updated store. - UpdateStore(context.Context, *UpdateStoreRequest) (*UpdateStoreResponse, error) - // Creates a project. Projects serve as namespaces within which resources like features will be - // created. Feature table names as must be unique within a project while field (Feature/Entity) names - // must be unique within a Feature Table. Project names themselves must be globally unique. - CreateProject(context.Context, *CreateProjectRequest) (*CreateProjectResponse, error) - // Archives a project. Archived projects will continue to exist and function, but won't be visible - // through the Core API. Any existing ingestion or serving requests will continue to function, - // but will result in warning messages being logged. It is not possible to unarchive a project - // through the Core API - ArchiveProject(context.Context, *ArchiveProjectRequest) (*ArchiveProjectResponse, error) - // Lists all projects active projects. - ListProjects(context.Context, *ListProjectsRequest) (*ListProjectsResponse, error) - // Create or update an existing feature table. - // This function is idempotent - it will not create a new feature table if the schema does not change. - // Schema changes will update the feature table if the changes are valid. - // All changes except the following are valid: - // - Changes to feature table name. - // - Changes to entities - // - Changes to feature name and type - ApplyFeatureTable(context.Context, *ApplyFeatureTableRequest) (*ApplyFeatureTableResponse, error) - // List feature tables that match a given filter. - // Returns the references of the Feature Tables matching that filter. If none are found, - // an empty list will be returned. - // If no filter is provided in the request, the response will match all the feature - // tables currently stored in the registry. - ListFeatureTables(context.Context, *ListFeatureTablesRequest) (*ListFeatureTablesResponse, error) - // Returns a specific feature table - GetFeatureTable(context.Context, *GetFeatureTableRequest) (*GetFeatureTableResponse, error) - // Delete a specific feature table - DeleteFeatureTable(context.Context, *DeleteFeatureTableRequest) (*DeleteFeatureTableResponse, error) -} - -// UnimplementedCoreServiceServer can be embedded to have forward compatible implementations. -type UnimplementedCoreServiceServer struct { -} - -func (*UnimplementedCoreServiceServer) GetFeastCoreVersion(context.Context, *GetFeastCoreVersionRequest) (*GetFeastCoreVersionResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method GetFeastCoreVersion not implemented") -} -func (*UnimplementedCoreServiceServer) GetEntity(context.Context, *GetEntityRequest) (*GetEntityResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method GetEntity not implemented") -} -func (*UnimplementedCoreServiceServer) ListFeatures(context.Context, *ListFeaturesRequest) (*ListFeaturesResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ListFeatures not implemented") -} -func (*UnimplementedCoreServiceServer) ListStores(context.Context, *ListStoresRequest) (*ListStoresResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ListStores not implemented") -} -func (*UnimplementedCoreServiceServer) ApplyEntity(context.Context, *ApplyEntityRequest) (*ApplyEntityResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ApplyEntity not implemented") -} -func (*UnimplementedCoreServiceServer) ListEntities(context.Context, *ListEntitiesRequest) (*ListEntitiesResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ListEntities not implemented") -} -func (*UnimplementedCoreServiceServer) UpdateStore(context.Context, *UpdateStoreRequest) (*UpdateStoreResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method UpdateStore not implemented") -} -func (*UnimplementedCoreServiceServer) CreateProject(context.Context, *CreateProjectRequest) (*CreateProjectResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method CreateProject not implemented") -} -func (*UnimplementedCoreServiceServer) ArchiveProject(context.Context, *ArchiveProjectRequest) (*ArchiveProjectResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ArchiveProject not implemented") -} -func (*UnimplementedCoreServiceServer) ListProjects(context.Context, *ListProjectsRequest) (*ListProjectsResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ListProjects not implemented") -} -func (*UnimplementedCoreServiceServer) ApplyFeatureTable(context.Context, *ApplyFeatureTableRequest) (*ApplyFeatureTableResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ApplyFeatureTable not implemented") -} -func (*UnimplementedCoreServiceServer) ListFeatureTables(context.Context, *ListFeatureTablesRequest) (*ListFeatureTablesResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ListFeatureTables not implemented") -} -func (*UnimplementedCoreServiceServer) GetFeatureTable(context.Context, *GetFeatureTableRequest) (*GetFeatureTableResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method GetFeatureTable not implemented") -} -func (*UnimplementedCoreServiceServer) DeleteFeatureTable(context.Context, *DeleteFeatureTableRequest) (*DeleteFeatureTableResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method DeleteFeatureTable not implemented") -} - -func RegisterCoreServiceServer(s *grpc.Server, srv CoreServiceServer) { - s.RegisterService(&_CoreService_serviceDesc, srv) -} - -func _CoreService_GetFeastCoreVersion_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(GetFeastCoreVersionRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).GetFeastCoreVersion(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/GetFeastCoreVersion", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).GetFeastCoreVersion(ctx, req.(*GetFeastCoreVersionRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_GetEntity_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(GetEntityRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).GetEntity(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/GetEntity", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).GetEntity(ctx, req.(*GetEntityRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_ListFeatures_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ListFeaturesRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).ListFeatures(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/ListFeatures", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).ListFeatures(ctx, req.(*ListFeaturesRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_ListStores_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ListStoresRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).ListStores(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/ListStores", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).ListStores(ctx, req.(*ListStoresRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_ApplyEntity_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ApplyEntityRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).ApplyEntity(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/ApplyEntity", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).ApplyEntity(ctx, req.(*ApplyEntityRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_ListEntities_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ListEntitiesRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).ListEntities(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/ListEntities", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).ListEntities(ctx, req.(*ListEntitiesRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_UpdateStore_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(UpdateStoreRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).UpdateStore(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/UpdateStore", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).UpdateStore(ctx, req.(*UpdateStoreRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_CreateProject_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(CreateProjectRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).CreateProject(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/CreateProject", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).CreateProject(ctx, req.(*CreateProjectRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_ArchiveProject_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ArchiveProjectRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).ArchiveProject(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/ArchiveProject", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).ArchiveProject(ctx, req.(*ArchiveProjectRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_ListProjects_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ListProjectsRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).ListProjects(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/ListProjects", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).ListProjects(ctx, req.(*ListProjectsRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_ApplyFeatureTable_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ApplyFeatureTableRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).ApplyFeatureTable(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/ApplyFeatureTable", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).ApplyFeatureTable(ctx, req.(*ApplyFeatureTableRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_ListFeatureTables_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ListFeatureTablesRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).ListFeatureTables(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/ListFeatureTables", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).ListFeatureTables(ctx, req.(*ListFeatureTablesRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_GetFeatureTable_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(GetFeatureTableRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).GetFeatureTable(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/GetFeatureTable", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).GetFeatureTable(ctx, req.(*GetFeatureTableRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _CoreService_DeleteFeatureTable_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(DeleteFeatureTableRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(CoreServiceServer).DeleteFeatureTable(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.CoreService/DeleteFeatureTable", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(CoreServiceServer).DeleteFeatureTable(ctx, req.(*DeleteFeatureTableRequest)) - } - return interceptor(ctx, in, info, handler) -} - -var _CoreService_serviceDesc = grpc.ServiceDesc{ - ServiceName: "feast.core.CoreService", - HandlerType: (*CoreServiceServer)(nil), - Methods: []grpc.MethodDesc{ - { - MethodName: "GetFeastCoreVersion", - Handler: _CoreService_GetFeastCoreVersion_Handler, - }, - { - MethodName: "GetEntity", - Handler: _CoreService_GetEntity_Handler, - }, - { - MethodName: "ListFeatures", - Handler: _CoreService_ListFeatures_Handler, - }, - { - MethodName: "ListStores", - Handler: _CoreService_ListStores_Handler, - }, - { - MethodName: "ApplyEntity", - Handler: _CoreService_ApplyEntity_Handler, - }, - { - MethodName: "ListEntities", - Handler: _CoreService_ListEntities_Handler, - }, - { - MethodName: "UpdateStore", - Handler: _CoreService_UpdateStore_Handler, - }, - { - MethodName: "CreateProject", - Handler: _CoreService_CreateProject_Handler, - }, - { - MethodName: "ArchiveProject", - Handler: _CoreService_ArchiveProject_Handler, - }, - { - MethodName: "ListProjects", - Handler: _CoreService_ListProjects_Handler, - }, - { - MethodName: "ApplyFeatureTable", - Handler: _CoreService_ApplyFeatureTable_Handler, - }, - { - MethodName: "ListFeatureTables", - Handler: _CoreService_ListFeatureTables_Handler, - }, - { - MethodName: "GetFeatureTable", - Handler: _CoreService_GetFeatureTable_Handler, - }, - { - MethodName: "DeleteFeatureTable", - Handler: _CoreService_DeleteFeatureTable_Handler, - }, - }, - Streams: []grpc.StreamDesc{}, - Metadata: "feast/core/CoreService.proto", -} diff --git a/sdk/go/protos/feast/core/DataFormat.pb.go b/sdk/go/protos/feast/core/DataFormat.pb.go deleted file mode 100644 index 64c4ec8071..0000000000 --- a/sdk/go/protos/feast/core/DataFormat.pb.go +++ /dev/null @@ -1,489 +0,0 @@ -// -// Copyright 2020 The Feast Authors -// -// Licensed under the Apache License, Version 2.0 (the "License"); -// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// https://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. -// - -// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.19.4 -// source: feast/core/DataFormat.proto - -package core - -import ( - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -// Defines the file format encoding the features/entity data in files -type FileFormat struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Types that are assignable to Format: - // *FileFormat_ParquetFormat_ - Format isFileFormat_Format `protobuf_oneof:"format"` -} - -func (x *FileFormat) Reset() { - *x = FileFormat{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataFormat_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FileFormat) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FileFormat) ProtoMessage() {} - -func (x *FileFormat) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataFormat_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FileFormat.ProtoReflect.Descriptor instead. -func (*FileFormat) Descriptor() ([]byte, []int) { - return file_feast_core_DataFormat_proto_rawDescGZIP(), []int{0} -} - -func (m *FileFormat) GetFormat() isFileFormat_Format { - if m != nil { - return m.Format - } - return nil -} - -func (x *FileFormat) GetParquetFormat() *FileFormat_ParquetFormat { - if x, ok := x.GetFormat().(*FileFormat_ParquetFormat_); ok { - return x.ParquetFormat - } - return nil -} - -type isFileFormat_Format interface { - isFileFormat_Format() -} - -type FileFormat_ParquetFormat_ struct { - ParquetFormat *FileFormat_ParquetFormat `protobuf:"bytes,1,opt,name=parquet_format,json=parquetFormat,proto3,oneof"` -} - -func (*FileFormat_ParquetFormat_) isFileFormat_Format() {} - -// Defines the data format encoding features/entity data in data streams -type StreamFormat struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Specifies the data format and format specific options - // - // Types that are assignable to Format: - // *StreamFormat_AvroFormat_ - // *StreamFormat_ProtoFormat_ - Format isStreamFormat_Format `protobuf_oneof:"format"` -} - -func (x *StreamFormat) Reset() { - *x = StreamFormat{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataFormat_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StreamFormat) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StreamFormat) ProtoMessage() {} - -func (x *StreamFormat) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataFormat_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StreamFormat.ProtoReflect.Descriptor instead. -func (*StreamFormat) Descriptor() ([]byte, []int) { - return file_feast_core_DataFormat_proto_rawDescGZIP(), []int{1} -} - -func (m *StreamFormat) GetFormat() isStreamFormat_Format { - if m != nil { - return m.Format - } - return nil -} - -func (x *StreamFormat) GetAvroFormat() *StreamFormat_AvroFormat { - if x, ok := x.GetFormat().(*StreamFormat_AvroFormat_); ok { - return x.AvroFormat - } - return nil -} - -func (x *StreamFormat) GetProtoFormat() *StreamFormat_ProtoFormat { - if x, ok := x.GetFormat().(*StreamFormat_ProtoFormat_); ok { - return x.ProtoFormat - } - return nil -} - -type isStreamFormat_Format interface { - isStreamFormat_Format() -} - -type StreamFormat_AvroFormat_ struct { - AvroFormat *StreamFormat_AvroFormat `protobuf:"bytes,1,opt,name=avro_format,json=avroFormat,proto3,oneof"` -} - -type StreamFormat_ProtoFormat_ struct { - ProtoFormat *StreamFormat_ProtoFormat `protobuf:"bytes,2,opt,name=proto_format,json=protoFormat,proto3,oneof"` -} - -func (*StreamFormat_AvroFormat_) isStreamFormat_Format() {} - -func (*StreamFormat_ProtoFormat_) isStreamFormat_Format() {} - -// Defines options for the Parquet data format -type FileFormat_ParquetFormat struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *FileFormat_ParquetFormat) Reset() { - *x = FileFormat_ParquetFormat{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataFormat_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FileFormat_ParquetFormat) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FileFormat_ParquetFormat) ProtoMessage() {} - -func (x *FileFormat_ParquetFormat) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataFormat_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FileFormat_ParquetFormat.ProtoReflect.Descriptor instead. -func (*FileFormat_ParquetFormat) Descriptor() ([]byte, []int) { - return file_feast_core_DataFormat_proto_rawDescGZIP(), []int{0, 0} -} - -// Defines options for the protobuf data format -type StreamFormat_ProtoFormat struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Classpath to the generated Java Protobuf class that can be used to decode - // Feature data from the obtained stream message - 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3, // [3:3] is the sub-list for method output_type - 3, // [3:3] is the sub-list for method input_type - 3, // [3:3] is the sub-list for extension type_name - 3, // [3:3] is the sub-list for extension extendee - 0, // [0:3] is the sub-list for field type_name -} - -func init() { file_feast_core_DataFormat_proto_init() } -func file_feast_core_DataFormat_proto_init() { - if File_feast_core_DataFormat_proto != nil { - return - } - if !protoimpl.UnsafeEnabled { - file_feast_core_DataFormat_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FileFormat); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_DataFormat_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StreamFormat); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_DataFormat_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { - 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-// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.19.4 -// source: feast/core/DataSource.proto - -package core - -import ( - types "github.com/feast-dev/feast/sdk/go/protos/feast/types" - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -// Type of Data Source. -// Next available id: 9 -type DataSource_SourceType int32 - -const ( - DataSource_INVALID DataSource_SourceType = 0 - DataSource_BATCH_FILE DataSource_SourceType = 1 - DataSource_BATCH_SNOWFLAKE DataSource_SourceType = 8 - DataSource_BATCH_BIGQUERY DataSource_SourceType = 2 - DataSource_BATCH_REDSHIFT DataSource_SourceType = 5 - DataSource_STREAM_KAFKA DataSource_SourceType = 3 - DataSource_STREAM_KINESIS DataSource_SourceType = 4 - DataSource_CUSTOM_SOURCE DataSource_SourceType = 6 - DataSource_REQUEST_SOURCE DataSource_SourceType = 7 -) - -// Enum value maps for DataSource_SourceType. -var ( - DataSource_SourceType_name = map[int32]string{ - 0: "INVALID", - 1: "BATCH_FILE", - 8: "BATCH_SNOWFLAKE", - 2: "BATCH_BIGQUERY", - 5: "BATCH_REDSHIFT", - 3: "STREAM_KAFKA", - 4: "STREAM_KINESIS", - 6: "CUSTOM_SOURCE", - 7: "REQUEST_SOURCE", - } - DataSource_SourceType_value = map[string]int32{ - "INVALID": 0, - "BATCH_FILE": 1, - "BATCH_SNOWFLAKE": 8, - "BATCH_BIGQUERY": 2, - "BATCH_REDSHIFT": 5, - "STREAM_KAFKA": 3, - "STREAM_KINESIS": 4, - "CUSTOM_SOURCE": 6, - "REQUEST_SOURCE": 7, - } -) - -func (x DataSource_SourceType) Enum() *DataSource_SourceType { - p := new(DataSource_SourceType) - *p = x - return p -} - -func (x DataSource_SourceType) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (DataSource_SourceType) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_DataSource_proto_enumTypes[0].Descriptor() -} - -func (DataSource_SourceType) Type() protoreflect.EnumType { - return &file_feast_core_DataSource_proto_enumTypes[0] -} - -func (x DataSource_SourceType) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use DataSource_SourceType.Descriptor instead. -func (DataSource_SourceType) EnumDescriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 0} -} - -// Defines a Data Source that can be used source Feature data -type DataSource struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Type DataSource_SourceType `protobuf:"varint,1,opt,name=type,proto3,enum=feast.core.DataSource_SourceType" json:"type,omitempty"` - // Defines mapping between fields in the sourced data - // and fields in parent FeatureTable. - FieldMapping map[string]string `protobuf:"bytes,2,rep,name=field_mapping,json=fieldMapping,proto3" json:"field_mapping,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - // Must specify event timestamp column name - EventTimestampColumn string `protobuf:"bytes,3,opt,name=event_timestamp_column,json=eventTimestampColumn,proto3" json:"event_timestamp_column,omitempty"` - // (Optional) Specify partition column - // useful for file sources - DatePartitionColumn string `protobuf:"bytes,4,opt,name=date_partition_column,json=datePartitionColumn,proto3" json:"date_partition_column,omitempty"` - // Must specify creation timestamp column name - CreatedTimestampColumn string `protobuf:"bytes,5,opt,name=created_timestamp_column,json=createdTimestampColumn,proto3" json:"created_timestamp_column,omitempty"` - // This is an internal field that is represents the python class for the data source object a proto object represents. - // This should be set by feast, and not by users. - DataSourceClassType string `protobuf:"bytes,17,opt,name=data_source_class_type,json=dataSourceClassType,proto3" json:"data_source_class_type,omitempty"` - // DataSource options. - // - // Types that are assignable to Options: - // *DataSource_FileOptions_ - // *DataSource_BigqueryOptions - // *DataSource_KafkaOptions_ - // *DataSource_KinesisOptions_ - // *DataSource_RedshiftOptions_ - // *DataSource_RequestDataOptions_ - // *DataSource_CustomOptions - // *DataSource_SnowflakeOptions_ - Options isDataSource_Options `protobuf_oneof:"options"` -} - -func (x *DataSource) Reset() { - *x = DataSource{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource) ProtoMessage() {} - -func (x *DataSource) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource.ProtoReflect.Descriptor instead. -func (*DataSource) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0} -} - -func (x *DataSource) GetType() DataSource_SourceType { - if x != nil { - return x.Type - } - return DataSource_INVALID -} - -func (x *DataSource) GetFieldMapping() map[string]string { - if x != nil { - return x.FieldMapping - } - return nil -} - -func (x *DataSource) GetEventTimestampColumn() string { - if x != nil { - return x.EventTimestampColumn - } - return "" -} - -func (x *DataSource) GetDatePartitionColumn() string { - if x != nil { - return x.DatePartitionColumn - } - return "" -} - -func (x *DataSource) GetCreatedTimestampColumn() string { - if x != nil { - return x.CreatedTimestampColumn - } - return "" -} - -func (x *DataSource) GetDataSourceClassType() string { - if x != nil { - return x.DataSourceClassType - } - return "" -} - -func (m *DataSource) GetOptions() isDataSource_Options { - if m != nil { - return m.Options - } - return nil -} - -func (x *DataSource) GetFileOptions() *DataSource_FileOptions { - if x, ok := x.GetOptions().(*DataSource_FileOptions_); ok { - return x.FileOptions - } - return nil -} - -func (x *DataSource) GetBigqueryOptions() *DataSource_BigQueryOptions { - if x, ok := x.GetOptions().(*DataSource_BigqueryOptions); ok { - return x.BigqueryOptions - } - return nil -} - -func (x *DataSource) GetKafkaOptions() *DataSource_KafkaOptions { - if x, ok := x.GetOptions().(*DataSource_KafkaOptions_); ok { - return x.KafkaOptions - } - return nil -} - -func (x *DataSource) GetKinesisOptions() *DataSource_KinesisOptions { - if x, ok := x.GetOptions().(*DataSource_KinesisOptions_); ok { - return x.KinesisOptions - } - return nil -} - -func (x *DataSource) GetRedshiftOptions() *DataSource_RedshiftOptions { - if x, ok := x.GetOptions().(*DataSource_RedshiftOptions_); ok { - return x.RedshiftOptions - } - return nil -} - -func (x *DataSource) GetRequestDataOptions() *DataSource_RequestDataOptions { - if x, ok := x.GetOptions().(*DataSource_RequestDataOptions_); ok { - return x.RequestDataOptions - } - return nil -} - -func (x *DataSource) GetCustomOptions() *DataSource_CustomSourceOptions { - if x, ok := x.GetOptions().(*DataSource_CustomOptions); ok { - return x.CustomOptions - } - return nil -} - -func (x *DataSource) GetSnowflakeOptions() *DataSource_SnowflakeOptions { - if x, ok := x.GetOptions().(*DataSource_SnowflakeOptions_); ok { - return x.SnowflakeOptions - } - return nil -} - -type isDataSource_Options interface { - isDataSource_Options() -} - -type DataSource_FileOptions_ struct { - FileOptions *DataSource_FileOptions `protobuf:"bytes,11,opt,name=file_options,json=fileOptions,proto3,oneof"` -} - -type DataSource_BigqueryOptions struct { - BigqueryOptions *DataSource_BigQueryOptions `protobuf:"bytes,12,opt,name=bigquery_options,json=bigqueryOptions,proto3,oneof"` -} - -type DataSource_KafkaOptions_ struct { - KafkaOptions *DataSource_KafkaOptions `protobuf:"bytes,13,opt,name=kafka_options,json=kafkaOptions,proto3,oneof"` -} - -type DataSource_KinesisOptions_ struct { - KinesisOptions *DataSource_KinesisOptions `protobuf:"bytes,14,opt,name=kinesis_options,json=kinesisOptions,proto3,oneof"` -} - -type DataSource_RedshiftOptions_ struct { - RedshiftOptions *DataSource_RedshiftOptions `protobuf:"bytes,15,opt,name=redshift_options,json=redshiftOptions,proto3,oneof"` -} - -type DataSource_RequestDataOptions_ struct { - RequestDataOptions *DataSource_RequestDataOptions `protobuf:"bytes,18,opt,name=request_data_options,json=requestDataOptions,proto3,oneof"` -} - -type DataSource_CustomOptions struct { - CustomOptions *DataSource_CustomSourceOptions `protobuf:"bytes,16,opt,name=custom_options,json=customOptions,proto3,oneof"` -} - -type DataSource_SnowflakeOptions_ struct { - SnowflakeOptions *DataSource_SnowflakeOptions `protobuf:"bytes,19,opt,name=snowflake_options,json=snowflakeOptions,proto3,oneof"` -} - -func (*DataSource_FileOptions_) isDataSource_Options() {} - -func (*DataSource_BigqueryOptions) isDataSource_Options() {} - -func (*DataSource_KafkaOptions_) isDataSource_Options() {} - -func (*DataSource_KinesisOptions_) isDataSource_Options() {} - -func (*DataSource_RedshiftOptions_) isDataSource_Options() {} - -func (*DataSource_RequestDataOptions_) isDataSource_Options() {} - -func (*DataSource_CustomOptions) isDataSource_Options() {} - -func (*DataSource_SnowflakeOptions_) isDataSource_Options() {} - -// Defines options for DataSource that sources features from a file -type DataSource_FileOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - FileFormat *FileFormat `protobuf:"bytes,1,opt,name=file_format,json=fileFormat,proto3" json:"file_format,omitempty"` - // Target URL of file to retrieve and source features from. - // s3://path/to/file for AWS S3 storage - // gs://path/to/file for GCP GCS storage - // file:///path/to/file for local storage - FileUrl string `protobuf:"bytes,2,opt,name=file_url,json=fileUrl,proto3" json:"file_url,omitempty"` - // override AWS S3 storage endpoint with custom S3 endpoint - S3EndpointOverride string `protobuf:"bytes,3,opt,name=s3_endpoint_override,json=s3EndpointOverride,proto3" json:"s3_endpoint_override,omitempty"` -} - -func (x *DataSource_FileOptions) Reset() { - *x = DataSource_FileOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource_FileOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource_FileOptions) ProtoMessage() {} - -func (x *DataSource_FileOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource_FileOptions.ProtoReflect.Descriptor instead. -func (*DataSource_FileOptions) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 1} -} - -func (x *DataSource_FileOptions) GetFileFormat() *FileFormat { - if x != nil { - return x.FileFormat - } - return nil -} - -func (x *DataSource_FileOptions) GetFileUrl() string { - if x != nil { - return x.FileUrl - } - return "" -} - -func (x *DataSource_FileOptions) GetS3EndpointOverride() string { - if x != nil { - return x.S3EndpointOverride - } - return "" -} - -// Defines options for DataSource that sources features from a BigQuery Query -type DataSource_BigQueryOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Full table reference in the form of [project:dataset.table] - TableRef string `protobuf:"bytes,1,opt,name=table_ref,json=tableRef,proto3" json:"table_ref,omitempty"` - // SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective - // entity columns - Query string `protobuf:"bytes,2,opt,name=query,proto3" json:"query,omitempty"` -} - -func (x *DataSource_BigQueryOptions) Reset() { - *x = DataSource_BigQueryOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource_BigQueryOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource_BigQueryOptions) ProtoMessage() {} - -func (x *DataSource_BigQueryOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[3] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource_BigQueryOptions.ProtoReflect.Descriptor instead. -func (*DataSource_BigQueryOptions) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 2} -} - -func (x *DataSource_BigQueryOptions) GetTableRef() string { - if x != nil { - return x.TableRef - } - return "" -} - -func (x *DataSource_BigQueryOptions) GetQuery() string { - if x != nil { - return x.Query - } - return "" -} - -// Defines options for DataSource that sources features from Kafka messages. -// Each message should be a Protobuf that can be decoded with the generated -// Java Protobuf class at the given class path -type DataSource_KafkaOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Comma separated list of Kafka bootstrap servers. Used for feature tables without a defined source host[:port]] - BootstrapServers string `protobuf:"bytes,1,opt,name=bootstrap_servers,json=bootstrapServers,proto3" json:"bootstrap_servers,omitempty"` - // Kafka topic to collect feature data from. - Topic string `protobuf:"bytes,2,opt,name=topic,proto3" json:"topic,omitempty"` - // Defines the stream data format encoding feature/entity data in Kafka messages. - MessageFormat *StreamFormat `protobuf:"bytes,3,opt,name=message_format,json=messageFormat,proto3" json:"message_format,omitempty"` -} - -func (x *DataSource_KafkaOptions) Reset() { - *x = DataSource_KafkaOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[4] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource_KafkaOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource_KafkaOptions) ProtoMessage() {} - -func (x *DataSource_KafkaOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[4] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource_KafkaOptions.ProtoReflect.Descriptor instead. -func (*DataSource_KafkaOptions) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 3} -} - -func (x *DataSource_KafkaOptions) GetBootstrapServers() string { - if x != nil { - return x.BootstrapServers - } - return "" -} - -func (x *DataSource_KafkaOptions) GetTopic() string { - if x != nil { - return x.Topic - } - return "" -} - -func (x *DataSource_KafkaOptions) GetMessageFormat() *StreamFormat { - if x != nil { - return x.MessageFormat - } - return nil -} - -// Defines options for DataSource that sources features from Kinesis records. -// Each record should be a Protobuf that can be decoded with the generated -// Java Protobuf class at the given class path -type DataSource_KinesisOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // AWS region of the Kinesis stream - Region string `protobuf:"bytes,1,opt,name=region,proto3" json:"region,omitempty"` - // Name of the Kinesis stream to obtain feature data from. - StreamName string `protobuf:"bytes,2,opt,name=stream_name,json=streamName,proto3" json:"stream_name,omitempty"` - // Defines the data format encoding the feature/entity data in Kinesis records. - // Kinesis Data Sources support Avro and Proto as data formats. - RecordFormat *StreamFormat `protobuf:"bytes,3,opt,name=record_format,json=recordFormat,proto3" json:"record_format,omitempty"` -} - -func (x *DataSource_KinesisOptions) Reset() { - *x = DataSource_KinesisOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[5] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource_KinesisOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource_KinesisOptions) ProtoMessage() {} - -func (x *DataSource_KinesisOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[5] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource_KinesisOptions.ProtoReflect.Descriptor instead. -func (*DataSource_KinesisOptions) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 4} -} - -func (x *DataSource_KinesisOptions) GetRegion() string { - if x != nil { - return x.Region - } - return "" -} - -func (x *DataSource_KinesisOptions) GetStreamName() string { - if x != nil { - return x.StreamName - } - return "" -} - -func (x *DataSource_KinesisOptions) GetRecordFormat() *StreamFormat { - if x != nil { - return x.RecordFormat - } - return nil -} - -// Defines options for DataSource that sources features from a Redshift Query -type DataSource_RedshiftOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Redshift table name - Table string `protobuf:"bytes,1,opt,name=table,proto3" json:"table,omitempty"` - // SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective - // entity columns - Query string `protobuf:"bytes,2,opt,name=query,proto3" json:"query,omitempty"` - // Redshift schema name - Schema string `protobuf:"bytes,3,opt,name=schema,proto3" json:"schema,omitempty"` -} - -func (x *DataSource_RedshiftOptions) Reset() { - *x = DataSource_RedshiftOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[6] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource_RedshiftOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource_RedshiftOptions) ProtoMessage() {} - -func (x *DataSource_RedshiftOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[6] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource_RedshiftOptions.ProtoReflect.Descriptor instead. -func (*DataSource_RedshiftOptions) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 5} -} - -func (x *DataSource_RedshiftOptions) GetTable() string { - if x != nil { - return x.Table - } - return "" -} - -func (x *DataSource_RedshiftOptions) GetQuery() string { - if x != nil { - return x.Query - } - return "" -} - -func (x *DataSource_RedshiftOptions) GetSchema() string { - if x != nil { - return x.Schema - } - return "" -} - -// Defines options for DataSource that sources features from a Snowflake Query -type DataSource_SnowflakeOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Snowflake table name - Table string `protobuf:"bytes,1,opt,name=table,proto3" json:"table,omitempty"` - // SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective - // entity columns - Query string `protobuf:"bytes,2,opt,name=query,proto3" json:"query,omitempty"` - // Snowflake schema name - Schema string `protobuf:"bytes,3,opt,name=schema,proto3" json:"schema,omitempty"` - // Snowflake schema name - Database string `protobuf:"bytes,4,opt,name=database,proto3" json:"database,omitempty"` -} - -func (x *DataSource_SnowflakeOptions) Reset() { - *x = DataSource_SnowflakeOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[7] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource_SnowflakeOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource_SnowflakeOptions) ProtoMessage() {} - -func (x *DataSource_SnowflakeOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[7] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource_SnowflakeOptions.ProtoReflect.Descriptor instead. -func (*DataSource_SnowflakeOptions) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 6} -} - -func (x *DataSource_SnowflakeOptions) GetTable() string { - if x != nil { - return x.Table - } - return "" -} - -func (x *DataSource_SnowflakeOptions) GetQuery() string { - if x != nil { - return x.Query - } - return "" -} - -func (x *DataSource_SnowflakeOptions) GetSchema() string { - if x != nil { - return x.Schema - } - return "" -} - -func (x *DataSource_SnowflakeOptions) GetDatabase() string { - if x != nil { - return x.Database - } - return "" -} - -// Defines configuration for custom third-party data sources. -type DataSource_CustomSourceOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Serialized configuration information for the data source. The implementer of the custom data source is - // responsible for serializing and deserializing data from bytes - Configuration []byte `protobuf:"bytes,1,opt,name=configuration,proto3" json:"configuration,omitempty"` -} - -func (x *DataSource_CustomSourceOptions) Reset() { - *x = DataSource_CustomSourceOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[8] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource_CustomSourceOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource_CustomSourceOptions) ProtoMessage() {} - -func (x *DataSource_CustomSourceOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[8] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource_CustomSourceOptions.ProtoReflect.Descriptor instead. -func (*DataSource_CustomSourceOptions) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 7} -} - -func (x *DataSource_CustomSourceOptions) GetConfiguration() []byte { - if x != nil { - return x.Configuration - } - return nil -} - -// Defines options for DataSource that sources features from request data -type DataSource_RequestDataOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of the request data source - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // Mapping of feature name to type - Schema map[string]types.ValueType_Enum `protobuf:"bytes,2,rep,name=schema,proto3" json:"schema,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"varint,2,opt,name=value,proto3,enum=feast.types.ValueType_Enum"` -} - -func (x *DataSource_RequestDataOptions) Reset() { - *x = DataSource_RequestDataOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_DataSource_proto_msgTypes[9] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataSource_RequestDataOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataSource_RequestDataOptions) ProtoMessage() {} - -func (x *DataSource_RequestDataOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_DataSource_proto_msgTypes[9] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DataSource_RequestDataOptions.ProtoReflect.Descriptor instead. -func (*DataSource_RequestDataOptions) Descriptor() ([]byte, []int) { - return file_feast_core_DataSource_proto_rawDescGZIP(), []int{0, 8} -} - -func (x *DataSource_RequestDataOptions) GetName() string { - 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-// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.19.4 -// source: feast/core/Entity.proto - -package core - -import ( - types "github.com/feast-dev/feast/sdk/go/protos/feast/types" - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - timestamppb "google.golang.org/protobuf/types/known/timestamppb" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -type Entity struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // User-specified specifications of this entity. - Spec *EntitySpecV2 `protobuf:"bytes,1,opt,name=spec,proto3" json:"spec,omitempty"` - // System-populated metadata for this entity. - Meta *EntityMeta `protobuf:"bytes,2,opt,name=meta,proto3" json:"meta,omitempty"` -} - -func (x *Entity) Reset() { - *x = Entity{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_Entity_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Entity) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Entity) ProtoMessage() {} - -func (x *Entity) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_Entity_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Entity.ProtoReflect.Descriptor instead. -func (*Entity) Descriptor() ([]byte, []int) { - return file_feast_core_Entity_proto_rawDescGZIP(), []int{0} -} - -func (x *Entity) GetSpec() *EntitySpecV2 { - if x != nil { - return x.Spec - } - return nil -} - 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2, // [2:2] is the sub-list for extension type_name - 2, // [2:2] is the sub-list for extension extendee - 0, // [0:2] is the sub-list for field type_name -} - -func init() { file_feast_core_Feature_proto_init() } -func file_feast_core_Feature_proto_init() { - if File_feast_core_Feature_proto != nil { - return - } - if !protoimpl.UnsafeEnabled { - file_feast_core_Feature_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FeatureSpecV2); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - } - type x struct{} - out := protoimpl.TypeBuilder{ - File: protoimpl.DescBuilder{ - GoPackagePath: reflect.TypeOf(x{}).PkgPath(), - RawDescriptor: file_feast_core_Feature_proto_rawDesc, - NumEnums: 0, - NumMessages: 2, - NumExtensions: 0, - NumServices: 0, - }, - GoTypes: file_feast_core_Feature_proto_goTypes, - DependencyIndexes: file_feast_core_Feature_proto_depIdxs, - MessageInfos: file_feast_core_Feature_proto_msgTypes, - 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-// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.25.0 -// protoc v3.10.0 -// source: feast/core/FeatureSet.proto - -package core - -import ( - types "github.com/feast-dev/feast/sdk/go/protos/feast/types" - v0 "github.com/feast-dev/feast/sdk/go/protos/tensorflow_metadata/proto/v0" - proto "github.com/golang/protobuf/proto" - duration "github.com/golang/protobuf/ptypes/duration" - timestamp "github.com/golang/protobuf/ptypes/timestamp" - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -// This is a compile-time assertion that a sufficiently up-to-date version -// of the legacy proto package is being used. -const _ = proto.ProtoPackageIsVersion4 - -type FeatureSetStatus int32 - -const ( - FeatureSetStatus_STATUS_INVALID FeatureSetStatus = 0 - FeatureSetStatus_STATUS_PENDING FeatureSetStatus = 1 - FeatureSetStatus_STATUS_JOB_STARTING FeatureSetStatus = 3 - FeatureSetStatus_STATUS_READY FeatureSetStatus = 2 -) - -// Enum value maps for FeatureSetStatus. -var ( - FeatureSetStatus_name = map[int32]string{ - 0: "STATUS_INVALID", - 1: "STATUS_PENDING", - 3: "STATUS_JOB_STARTING", - 2: "STATUS_READY", - } - FeatureSetStatus_value = map[string]int32{ - "STATUS_INVALID": 0, - "STATUS_PENDING": 1, - "STATUS_JOB_STARTING": 3, - "STATUS_READY": 2, - } -) - -func (x FeatureSetStatus) Enum() *FeatureSetStatus { - p := new(FeatureSetStatus) - *p = x - return p -} - -func (x FeatureSetStatus) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (FeatureSetStatus) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_FeatureSet_proto_enumTypes[0].Descriptor() -} - -func (FeatureSetStatus) Type() protoreflect.EnumType { - return &file_feast_core_FeatureSet_proto_enumTypes[0] -} - -func (x FeatureSetStatus) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use FeatureSetStatus.Descriptor instead. -func (FeatureSetStatus) EnumDescriptor() ([]byte, []int) { - return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{0} -} - -type FeatureSetJobDeliveryStatus int32 - -const ( - FeatureSetJobDeliveryStatus_STATUS_IN_PROGRESS FeatureSetJobDeliveryStatus = 0 - FeatureSetJobDeliveryStatus_STATUS_DELIVERED FeatureSetJobDeliveryStatus = 1 -) - -// Enum value maps for FeatureSetJobDeliveryStatus. -var ( - FeatureSetJobDeliveryStatus_name = map[int32]string{ - 0: "STATUS_IN_PROGRESS", - 1: "STATUS_DELIVERED", - } - FeatureSetJobDeliveryStatus_value = map[string]int32{ - "STATUS_IN_PROGRESS": 0, - "STATUS_DELIVERED": 1, - } -) - -func (x FeatureSetJobDeliveryStatus) Enum() *FeatureSetJobDeliveryStatus { - p := new(FeatureSetJobDeliveryStatus) - *p = x - return p -} - -func (x FeatureSetJobDeliveryStatus) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (FeatureSetJobDeliveryStatus) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_FeatureSet_proto_enumTypes[1].Descriptor() -} - -func (FeatureSetJobDeliveryStatus) Type() protoreflect.EnumType { - return &file_feast_core_FeatureSet_proto_enumTypes[1] -} - -func (x FeatureSetJobDeliveryStatus) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use FeatureSetJobDeliveryStatus.Descriptor instead. -func (FeatureSetJobDeliveryStatus) EnumDescriptor() ([]byte, []int) { - return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{1} -} - -type FeatureSet struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // User-specified specifications of this feature set. - Spec *FeatureSetSpec `protobuf:"bytes,1,opt,name=spec,proto3" json:"spec,omitempty"` - // System-populated metadata for this feature set. - Meta *FeatureSetMeta `protobuf:"bytes,2,opt,name=meta,proto3" json:"meta,omitempty"` -} - -func (x *FeatureSet) Reset() { - *x = FeatureSet{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_FeatureSet_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureSet) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureSet) ProtoMessage() {} - -func (x *FeatureSet) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_FeatureSet_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureSet.ProtoReflect.Descriptor instead. -func (*FeatureSet) Descriptor() ([]byte, []int) { - return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{0} -} - -func (x *FeatureSet) GetSpec() *FeatureSetSpec { - if x != nil { - return x.Spec - } - return nil -} - -func (x *FeatureSet) GetMeta() *FeatureSetMeta { - if x != nil { - return x.Meta - } - return nil -} - -type FeatureSetSpec struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of project that this feature set belongs to. - Project string `protobuf:"bytes,7,opt,name=project,proto3" json:"project,omitempty"` - // Name of the feature set. Must be unique. - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // List of entities contained within this featureSet. - // This allows the feature to be used during joins between feature sets. - // If the featureSet is ingested into a store that supports keys, this value - // will be made a key. - Entities []*EntitySpec `protobuf:"bytes,3,rep,name=entities,proto3" json:"entities,omitempty"` - // List of features contained within this featureSet. - Features []*FeatureSpec `protobuf:"bytes,4,rep,name=features,proto3" json:"features,omitempty"` - // Features in this feature set will only be retrieved if they are found - // after [time - max_age]. Missing or older feature values will be returned - // as nulls and indicated to end user - MaxAge *duration.Duration `protobuf:"bytes,5,opt,name=max_age,json=maxAge,proto3" json:"max_age,omitempty"` - // Optional. Source on which feature rows can be found. - // If not set, source will be set to the default value configured in Feast Core. - Source *Source `protobuf:"bytes,6,opt,name=source,proto3" json:"source,omitempty"` - // User defined metadata - Labels map[string]string `protobuf:"bytes,8,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - // Read-only self-incrementing version that increases monotonically - // when changes are made to a feature set - Version int32 `protobuf:"varint,9,opt,name=version,proto3" json:"version,omitempty"` -} - -func (x *FeatureSetSpec) Reset() { - *x = FeatureSetSpec{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_FeatureSet_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureSetSpec) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureSetSpec) ProtoMessage() {} - -func (x *FeatureSetSpec) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_FeatureSet_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureSetSpec.ProtoReflect.Descriptor instead. -func (*FeatureSetSpec) Descriptor() ([]byte, []int) { - return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{1} -} - -func (x *FeatureSetSpec) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -func (x *FeatureSetSpec) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -func (x *FeatureSetSpec) GetEntities() []*EntitySpec { - if x != nil { - return x.Entities - } - return nil -} - -func (x *FeatureSetSpec) GetFeatures() []*FeatureSpec { - if x != nil { - return x.Features - } - return nil -} - -func (x *FeatureSetSpec) GetMaxAge() *duration.Duration { - if x != nil { - return x.MaxAge - } - return nil -} - -func (x *FeatureSetSpec) GetSource() *Source { - if x != nil { - return x.Source - } - return nil -} - -func (x *FeatureSetSpec) GetLabels() map[string]string { - if x != nil { - return x.Labels - } - return nil -} - -func (x *FeatureSetSpec) GetVersion() int32 { - if x != nil { - return x.Version - } - return 0 -} - -type EntitySpec struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of the entity. - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // Value type of the entity. - ValueType types.ValueType_Enum `protobuf:"varint,2,opt,name=value_type,json=valueType,proto3,enum=feast.types.ValueType_Enum" json:"value_type,omitempty"` -} - -func (x *EntitySpec) Reset() { - *x = EntitySpec{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_FeatureSet_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *EntitySpec) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*EntitySpec) ProtoMessage() {} - -func (x *EntitySpec) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_FeatureSet_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use EntitySpec.ProtoReflect.Descriptor instead. -func (*EntitySpec) Descriptor() ([]byte, []int) { - return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{2} -} - -func (x *EntitySpec) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -func (x *EntitySpec) GetValueType() types.ValueType_Enum { - if x != nil { - return x.ValueType - } - return types.ValueType_INVALID -} - -type FeatureSpec struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of the feature. - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // Value type of the feature. - ValueType types.ValueType_Enum `protobuf:"varint,2,opt,name=value_type,json=valueType,proto3,enum=feast.types.ValueType_Enum" json:"value_type,omitempty"` - // Labels for user defined metadata on a feature - Labels map[string]string `protobuf:"bytes,16,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - // Types that are assignable to PresenceConstraints: - // *FeatureSpec_Presence - // *FeatureSpec_GroupPresence - PresenceConstraints isFeatureSpec_PresenceConstraints `protobuf_oneof:"presence_constraints"` - // The shape of the feature which governs the number of values that appear in - // each example. - // - // Types that are assignable to ShapeType: - // *FeatureSpec_Shape - // *FeatureSpec_ValueCount - ShapeType isFeatureSpec_ShapeType `protobuf_oneof:"shape_type"` - // Domain for the values of the feature. - // - // Types that are assignable to DomainInfo: - // *FeatureSpec_Domain - // *FeatureSpec_IntDomain - // *FeatureSpec_FloatDomain - // *FeatureSpec_StringDomain - // *FeatureSpec_BoolDomain - // *FeatureSpec_StructDomain - // *FeatureSpec_NaturalLanguageDomain - // *FeatureSpec_ImageDomain - // *FeatureSpec_MidDomain - // *FeatureSpec_UrlDomain - // *FeatureSpec_TimeDomain - // *FeatureSpec_TimeOfDayDomain - DomainInfo isFeatureSpec_DomainInfo `protobuf_oneof:"domain_info"` -} - -func (x *FeatureSpec) Reset() { - *x = FeatureSpec{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_FeatureSet_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureSpec) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureSpec) ProtoMessage() {} - -func (x *FeatureSpec) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_FeatureSet_proto_msgTypes[3] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureSpec.ProtoReflect.Descriptor instead. -func (*FeatureSpec) Descriptor() ([]byte, []int) { - return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{3} -} - -func (x *FeatureSpec) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -func (x *FeatureSpec) GetValueType() types.ValueType_Enum { - if x != nil { - return x.ValueType - } - return types.ValueType_INVALID -} - -func (x *FeatureSpec) GetLabels() map[string]string { - if x != nil { - return x.Labels - } - return nil -} - -func (m *FeatureSpec) GetPresenceConstraints() isFeatureSpec_PresenceConstraints { - if m != nil { - return m.PresenceConstraints - } - return nil -} - -func (x *FeatureSpec) GetPresence() *v0.FeaturePresence { - if x, ok := x.GetPresenceConstraints().(*FeatureSpec_Presence); ok { - return x.Presence - } - return nil -} - -func (x *FeatureSpec) GetGroupPresence() *v0.FeaturePresenceWithinGroup { - if x, ok := x.GetPresenceConstraints().(*FeatureSpec_GroupPresence); ok { - return x.GroupPresence - } - return nil -} - -func (m *FeatureSpec) GetShapeType() isFeatureSpec_ShapeType { - if m != nil { - return m.ShapeType - } - return nil -} - -func (x *FeatureSpec) GetShape() *v0.FixedShape { - if x, ok := x.GetShapeType().(*FeatureSpec_Shape); ok { - return x.Shape - } - return nil -} - -func (x *FeatureSpec) GetValueCount() *v0.ValueCount { - if x, ok := x.GetShapeType().(*FeatureSpec_ValueCount); ok { - return x.ValueCount - } - return nil -} - -func (m *FeatureSpec) GetDomainInfo() isFeatureSpec_DomainInfo { - if m != nil { - return m.DomainInfo - } - return nil -} - -func (x *FeatureSpec) GetDomain() string { - if x, ok := x.GetDomainInfo().(*FeatureSpec_Domain); ok { - return x.Domain - } - return "" -} - -func (x *FeatureSpec) GetIntDomain() *v0.IntDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_IntDomain); ok { - return x.IntDomain - } - return nil -} - -func (x *FeatureSpec) GetFloatDomain() *v0.FloatDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_FloatDomain); ok { - return x.FloatDomain - } - return nil -} - -func (x *FeatureSpec) GetStringDomain() *v0.StringDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_StringDomain); ok { - return x.StringDomain - } - return nil -} - -func (x *FeatureSpec) GetBoolDomain() *v0.BoolDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_BoolDomain); ok { - return x.BoolDomain - } - return nil -} - -func (x *FeatureSpec) GetStructDomain() *v0.StructDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_StructDomain); ok { - return x.StructDomain - } - return nil -} - -func (x *FeatureSpec) GetNaturalLanguageDomain() *v0.NaturalLanguageDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_NaturalLanguageDomain); ok { - return x.NaturalLanguageDomain - } - return nil -} - -func (x *FeatureSpec) GetImageDomain() *v0.ImageDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_ImageDomain); ok { - return x.ImageDomain - } - return nil -} - -func (x *FeatureSpec) GetMidDomain() *v0.MIDDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_MidDomain); ok { - return x.MidDomain - } - return nil -} - -func (x *FeatureSpec) GetUrlDomain() *v0.URLDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_UrlDomain); ok { - return x.UrlDomain - } - return nil -} - -func (x *FeatureSpec) GetTimeDomain() *v0.TimeDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_TimeDomain); ok { - return x.TimeDomain - } - return nil -} - -func (x *FeatureSpec) GetTimeOfDayDomain() *v0.TimeOfDayDomain { - if x, ok := x.GetDomainInfo().(*FeatureSpec_TimeOfDayDomain); ok { - return x.TimeOfDayDomain - } - return nil -} - -type isFeatureSpec_PresenceConstraints interface { - isFeatureSpec_PresenceConstraints() -} - -type FeatureSpec_Presence struct { - // Constraints on the presence of this feature in the examples. - Presence *v0.FeaturePresence `protobuf:"bytes,30,opt,name=presence,proto3,oneof"` -} - -type FeatureSpec_GroupPresence struct { - // Only used in the context of a "group" context, e.g., inside a sequence. - GroupPresence *v0.FeaturePresenceWithinGroup `protobuf:"bytes,31,opt,name=group_presence,json=groupPresence,proto3,oneof"` -} - -func (*FeatureSpec_Presence) isFeatureSpec_PresenceConstraints() {} - -func (*FeatureSpec_GroupPresence) isFeatureSpec_PresenceConstraints() {} - -type isFeatureSpec_ShapeType interface { - isFeatureSpec_ShapeType() -} - -type FeatureSpec_Shape struct { - // The feature has a fixed shape corresponding to a multi-dimensional - // tensor. - Shape *v0.FixedShape `protobuf:"bytes,32,opt,name=shape,proto3,oneof"` -} - -type FeatureSpec_ValueCount struct { - // The feature doesn't have a well defined shape. All we know are limits on - // the minimum and maximum number of values. - ValueCount *v0.ValueCount `protobuf:"bytes,33,opt,name=value_count,json=valueCount,proto3,oneof"` -} - -func (*FeatureSpec_Shape) isFeatureSpec_ShapeType() {} - -func (*FeatureSpec_ValueCount) isFeatureSpec_ShapeType() {} - -type isFeatureSpec_DomainInfo interface { - isFeatureSpec_DomainInfo() -} - -type FeatureSpec_Domain struct { - // Reference to a domain defined at the schema level. - Domain string `protobuf:"bytes,34,opt,name=domain,proto3,oneof"` -} - -type FeatureSpec_IntDomain struct { - // Inline definitions of domains. - IntDomain *v0.IntDomain `protobuf:"bytes,35,opt,name=int_domain,json=intDomain,proto3,oneof"` -} - -type FeatureSpec_FloatDomain struct { - FloatDomain *v0.FloatDomain `protobuf:"bytes,36,opt,name=float_domain,json=floatDomain,proto3,oneof"` -} - -type FeatureSpec_StringDomain struct { - StringDomain *v0.StringDomain `protobuf:"bytes,37,opt,name=string_domain,json=stringDomain,proto3,oneof"` -} - -type FeatureSpec_BoolDomain struct { - BoolDomain *v0.BoolDomain `protobuf:"bytes,38,opt,name=bool_domain,json=boolDomain,proto3,oneof"` -} - -type FeatureSpec_StructDomain struct { - StructDomain *v0.StructDomain `protobuf:"bytes,39,opt,name=struct_domain,json=structDomain,proto3,oneof"` -} - -type FeatureSpec_NaturalLanguageDomain struct { - // Supported semantic domains. - NaturalLanguageDomain *v0.NaturalLanguageDomain `protobuf:"bytes,40,opt,name=natural_language_domain,json=naturalLanguageDomain,proto3,oneof"` -} - -type FeatureSpec_ImageDomain struct { - ImageDomain *v0.ImageDomain `protobuf:"bytes,41,opt,name=image_domain,json=imageDomain,proto3,oneof"` -} - -type FeatureSpec_MidDomain struct { - MidDomain *v0.MIDDomain `protobuf:"bytes,42,opt,name=mid_domain,json=midDomain,proto3,oneof"` -} - -type FeatureSpec_UrlDomain struct { - UrlDomain *v0.URLDomain `protobuf:"bytes,43,opt,name=url_domain,json=urlDomain,proto3,oneof"` -} - -type FeatureSpec_TimeDomain struct { - TimeDomain *v0.TimeDomain `protobuf:"bytes,44,opt,name=time_domain,json=timeDomain,proto3,oneof"` -} - -type FeatureSpec_TimeOfDayDomain struct { - TimeOfDayDomain *v0.TimeOfDayDomain `protobuf:"bytes,45,opt,name=time_of_day_domain,json=timeOfDayDomain,proto3,oneof"` -} - -func (*FeatureSpec_Domain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_IntDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_FloatDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_StringDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_BoolDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_StructDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_NaturalLanguageDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_ImageDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_MidDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_UrlDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_TimeDomain) isFeatureSpec_DomainInfo() {} - -func (*FeatureSpec_TimeOfDayDomain) isFeatureSpec_DomainInfo() {} - -type FeatureSetMeta struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Created timestamp of this specific feature set. - CreatedTimestamp *timestamp.Timestamp `protobuf:"bytes,1,opt,name=created_timestamp,json=createdTimestamp,proto3" json:"created_timestamp,omitempty"` - // Status of the feature set. - // Used to indicate whether the feature set is ready for consumption or ingestion. - // Currently supports 2 states: - // 1) STATUS_PENDING - A feature set is in pending state if Feast has not spun up the jobs - // necessary to push rows for this feature set to stores subscribing to this feature set. - // 2) STATUS_READY - Feature set is ready for consumption or ingestion - Status FeatureSetStatus `protobuf:"varint,2,opt,name=status,proto3,enum=feast.core.FeatureSetStatus" json:"status,omitempty"` -} - -func (x *FeatureSetMeta) Reset() { - *x = FeatureSetMeta{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_FeatureSet_proto_msgTypes[4] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureSetMeta) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureSetMeta) ProtoMessage() {} - -func (x *FeatureSetMeta) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_FeatureSet_proto_msgTypes[4] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureSetMeta.ProtoReflect.Descriptor instead. -func (*FeatureSetMeta) Descriptor() ([]byte, []int) { - return file_feast_core_FeatureSet_proto_rawDescGZIP(), []int{4} -} - -func (x *FeatureSetMeta) GetCreatedTimestamp() *timestamp.Timestamp { - if x != nil { - return x.CreatedTimestamp - } - return nil -} - -func (x *FeatureSetMeta) GetStatus() FeatureSetStatus { - if x != nil { - return x.Status - } - return FeatureSetStatus_STATUS_INVALID -} - -var File_feast_core_FeatureSet_proto protoreflect.FileDescriptor - 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(FeatureSetStatus)(0), // 0: feast.core.FeatureSetStatus - (FeatureSetJobDeliveryStatus)(0), // 1: feast.core.FeatureSetJobDeliveryStatus - (*FeatureSet)(nil), // 2: feast.core.FeatureSet - (*FeatureSetSpec)(nil), // 3: feast.core.FeatureSetSpec - (*EntitySpec)(nil), // 4: feast.core.EntitySpec - (*FeatureSpec)(nil), // 5: feast.core.FeatureSpec - (*FeatureSetMeta)(nil), // 6: feast.core.FeatureSetMeta - nil, // 7: feast.core.FeatureSetSpec.LabelsEntry - nil, // 8: feast.core.FeatureSpec.LabelsEntry - (*duration.Duration)(nil), // 9: google.protobuf.Duration - (*Source)(nil), // 10: feast.core.Source - (types.ValueType_Enum)(0), // 11: feast.types.ValueType.Enum - (*v0.FeaturePresence)(nil), // 12: tensorflow.metadata.v0.FeaturePresence - (*v0.FeaturePresenceWithinGroup)(nil), // 13: tensorflow.metadata.v0.FeaturePresenceWithinGroup - (*v0.FixedShape)(nil), // 14: tensorflow.metadata.v0.FixedShape - (*v0.ValueCount)(nil), // 15: tensorflow.metadata.v0.ValueCount - (*v0.IntDomain)(nil), // 16: tensorflow.metadata.v0.IntDomain - (*v0.FloatDomain)(nil), // 17: tensorflow.metadata.v0.FloatDomain - (*v0.StringDomain)(nil), // 18: tensorflow.metadata.v0.StringDomain - (*v0.BoolDomain)(nil), // 19: tensorflow.metadata.v0.BoolDomain - (*v0.StructDomain)(nil), // 20: tensorflow.metadata.v0.StructDomain - (*v0.NaturalLanguageDomain)(nil), // 21: tensorflow.metadata.v0.NaturalLanguageDomain - (*v0.ImageDomain)(nil), // 22: tensorflow.metadata.v0.ImageDomain - (*v0.MIDDomain)(nil), // 23: tensorflow.metadata.v0.MIDDomain - (*v0.URLDomain)(nil), // 24: tensorflow.metadata.v0.URLDomain - (*v0.TimeDomain)(nil), // 25: tensorflow.metadata.v0.TimeDomain - (*v0.TimeOfDayDomain)(nil), // 26: tensorflow.metadata.v0.TimeOfDayDomain - (*timestamp.Timestamp)(nil), // 27: google.protobuf.Timestamp -} -var file_feast_core_FeatureSet_proto_depIdxs = []int32{ - 3, // 0: feast.core.FeatureSet.spec:type_name -> feast.core.FeatureSetSpec - 6, // 1: feast.core.FeatureSet.meta:type_name -> feast.core.FeatureSetMeta - 4, // 2: feast.core.FeatureSetSpec.entities:type_name -> feast.core.EntitySpec - 5, // 3: feast.core.FeatureSetSpec.features:type_name -> feast.core.FeatureSpec - 9, // 4: feast.core.FeatureSetSpec.max_age:type_name -> google.protobuf.Duration - 10, // 5: feast.core.FeatureSetSpec.source:type_name -> feast.core.Source - 7, // 6: feast.core.FeatureSetSpec.labels:type_name -> feast.core.FeatureSetSpec.LabelsEntry - 11, // 7: feast.core.EntitySpec.value_type:type_name -> feast.types.ValueType.Enum - 11, // 8: feast.core.FeatureSpec.value_type:type_name -> feast.types.ValueType.Enum - 8, // 9: feast.core.FeatureSpec.labels:type_name -> feast.core.FeatureSpec.LabelsEntry - 12, // 10: feast.core.FeatureSpec.presence:type_name -> tensorflow.metadata.v0.FeaturePresence - 13, // 11: feast.core.FeatureSpec.group_presence:type_name -> tensorflow.metadata.v0.FeaturePresenceWithinGroup - 14, // 12: feast.core.FeatureSpec.shape:type_name -> tensorflow.metadata.v0.FixedShape - 15, // 13: feast.core.FeatureSpec.value_count:type_name -> tensorflow.metadata.v0.ValueCount - 16, // 14: feast.core.FeatureSpec.int_domain:type_name -> tensorflow.metadata.v0.IntDomain - 17, // 15: feast.core.FeatureSpec.float_domain:type_name -> tensorflow.metadata.v0.FloatDomain - 18, // 16: feast.core.FeatureSpec.string_domain:type_name -> tensorflow.metadata.v0.StringDomain - 19, // 17: feast.core.FeatureSpec.bool_domain:type_name -> tensorflow.metadata.v0.BoolDomain - 20, // 18: feast.core.FeatureSpec.struct_domain:type_name -> tensorflow.metadata.v0.StructDomain - 21, // 19: feast.core.FeatureSpec.natural_language_domain:type_name -> tensorflow.metadata.v0.NaturalLanguageDomain - 22, // 20: feast.core.FeatureSpec.image_domain:type_name -> tensorflow.metadata.v0.ImageDomain - 23, // 21: feast.core.FeatureSpec.mid_domain:type_name -> tensorflow.metadata.v0.MIDDomain - 24, // 22: feast.core.FeatureSpec.url_domain:type_name -> tensorflow.metadata.v0.URLDomain - 25, // 23: feast.core.FeatureSpec.time_domain:type_name -> tensorflow.metadata.v0.TimeDomain - 26, // 24: feast.core.FeatureSpec.time_of_day_domain:type_name -> tensorflow.metadata.v0.TimeOfDayDomain - 27, // 25: feast.core.FeatureSetMeta.created_timestamp:type_name -> google.protobuf.Timestamp - 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DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.19.4 -// source: feast/core/FeatureTable.proto - -package core - -import ( - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - durationpb "google.golang.org/protobuf/types/known/durationpb" - timestamppb "google.golang.org/protobuf/types/known/timestamppb" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -type FeatureTable struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // User-specified specifications of this feature table. - Spec *FeatureTableSpec `protobuf:"bytes,1,opt,name=spec,proto3" json:"spec,omitempty"` - // System-populated metadata for this feature table. - Meta *FeatureTableMeta `protobuf:"bytes,2,opt,name=meta,proto3" json:"meta,omitempty"` -} - -func (x *FeatureTable) Reset() { - *x = FeatureTable{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_FeatureTable_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureTable) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureTable) ProtoMessage() {} - -func (x *FeatureTable) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_FeatureTable_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureTable.ProtoReflect.Descriptor instead. -func (*FeatureTable) Descriptor() ([]byte, []int) { - return file_feast_core_FeatureTable_proto_rawDescGZIP(), []int{0} -} - -func (x *FeatureTable) GetSpec() *FeatureTableSpec { - if x != nil { - return x.Spec - } - return nil -} - -func (x *FeatureTable) GetMeta() *FeatureTableMeta { - if x != nil { - return x.Meta - } - return nil -} - -type FeatureTableSpec struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of the feature table. 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-// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.25.0 -// protoc v3.10.0 -// source: feast/core/IngestionJob.proto - -package core - -import ( - proto "github.com/golang/protobuf/proto" - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -// This is a compile-time assertion that a sufficiently up-to-date version -// of the legacy proto package is being used. -const _ = proto.ProtoPackageIsVersion4 - -// Status of a Feast Ingestion Job -type IngestionJobStatus int32 - -const ( - // Job status is not known. - IngestionJobStatus_UNKNOWN IngestionJobStatus = 0 - // Import job is submitted to runner and currently pending for executing - IngestionJobStatus_PENDING IngestionJobStatus = 1 - // Import job is currently running in the runner - IngestionJobStatus_RUNNING IngestionJobStatus = 2 - // Runner's reported the import job has completed (applicable to batch job) - IngestionJobStatus_COMPLETED IngestionJobStatus = 3 - // When user sent abort command, but it's still running - IngestionJobStatus_ABORTING IngestionJobStatus = 4 - // User initiated abort job - IngestionJobStatus_ABORTED IngestionJobStatus = 5 - // Runner's reported that the import job failed to run or there is a failure during job - IngestionJobStatus_ERROR IngestionJobStatus = 6 - // job has been suspended and waiting for cleanup - IngestionJobStatus_SUSPENDING IngestionJobStatus = 7 - // job has been suspended - IngestionJobStatus_SUSPENDED IngestionJobStatus = 8 -) - -// Enum value maps for IngestionJobStatus. -var ( - IngestionJobStatus_name = map[int32]string{ - 0: "UNKNOWN", - 1: "PENDING", - 2: "RUNNING", - 3: "COMPLETED", - 4: "ABORTING", - 5: "ABORTED", - 6: "ERROR", - 7: "SUSPENDING", - 8: "SUSPENDED", - } - IngestionJobStatus_value = map[string]int32{ - "UNKNOWN": 0, - "PENDING": 1, - "RUNNING": 2, - "COMPLETED": 3, - "ABORTING": 4, - "ABORTED": 5, - "ERROR": 6, - "SUSPENDING": 7, - "SUSPENDED": 8, - } -) - -func (x IngestionJobStatus) Enum() *IngestionJobStatus { - p := new(IngestionJobStatus) - *p = x - return p -} - -func (x IngestionJobStatus) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (IngestionJobStatus) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_IngestionJob_proto_enumTypes[0].Descriptor() -} - -func (IngestionJobStatus) Type() protoreflect.EnumType { - return &file_feast_core_IngestionJob_proto_enumTypes[0] -} - -func (x IngestionJobStatus) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use IngestionJobStatus.Descriptor instead. -func (IngestionJobStatus) EnumDescriptor() ([]byte, []int) { - return file_feast_core_IngestionJob_proto_rawDescGZIP(), []int{0} -} - -// Represents Feast Injestion Job -type IngestionJob struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Job ID assigned by Feast - Id string `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"` - // External job ID specific to the runner. - // For DirectRunner jobs, this is identical to id. For DataflowRunner jobs, this refers to the Dataflow job ID. - ExternalId string `protobuf:"bytes,2,opt,name=external_id,json=externalId,proto3" json:"external_id,omitempty"` - Status IngestionJobStatus `protobuf:"varint,3,opt,name=status,proto3,enum=feast.core.IngestionJobStatus" json:"status,omitempty"` - // Source this job is reading from. - Source *Source `protobuf:"bytes,5,opt,name=source,proto3" json:"source,omitempty"` - // Store this job is writing to. - Stores []*Store `protobuf:"bytes,6,rep,name=stores,proto3" json:"stores,omitempty"` - // List of Feature Set References - FeatureSetReferences []*FeatureSetReference `protobuf:"bytes,7,rep,name=feature_set_references,json=featureSetReferences,proto3" json:"feature_set_references,omitempty"` -} - -func (x *IngestionJob) Reset() { - *x = IngestionJob{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_IngestionJob_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *IngestionJob) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*IngestionJob) ProtoMessage() {} - -func (x *IngestionJob) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_IngestionJob_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use IngestionJob.ProtoReflect.Descriptor instead. -func (*IngestionJob) Descriptor() ([]byte, []int) { - return file_feast_core_IngestionJob_proto_rawDescGZIP(), []int{0} -} - -func (x *IngestionJob) GetId() string { - if x != nil { - return x.Id - } - return "" -} - -func (x *IngestionJob) GetExternalId() string { - if x != nil { - return x.ExternalId - } - return "" -} - -func (x *IngestionJob) GetStatus() IngestionJobStatus { - if x != nil { - return x.Status - } - return IngestionJobStatus_UNKNOWN -} - -func (x *IngestionJob) GetSource() *Source { - if x != nil { - return x.Source - } - return nil -} - -func (x *IngestionJob) GetStores() []*Store { - if x != nil { - return x.Stores - } - return nil -} - -func (x *IngestionJob) GetFeatureSetReferences() []*FeatureSetReference { - if x != nil { - return x.FeatureSetReferences - } - return nil -} - -// Config for bi-directional communication channel between Core Service and Ingestion Job -type SpecsStreamingUpdateConfig struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // out-channel for publishing new FeatureSetSpecs (by Core). - // IngestionJob use it as source of existing FeatureSetSpecs and new real-time updates - Source *KafkaSourceConfig `protobuf:"bytes,1,opt,name=source,proto3" json:"source,omitempty"` - // ack-channel for sending acknowledgments when new FeatureSetSpecs is installed in Job - Ack *KafkaSourceConfig `protobuf:"bytes,2,opt,name=ack,proto3" json:"ack,omitempty"` -} - -func (x *SpecsStreamingUpdateConfig) Reset() { - *x = SpecsStreamingUpdateConfig{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_IngestionJob_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *SpecsStreamingUpdateConfig) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*SpecsStreamingUpdateConfig) ProtoMessage() {} - -func (x *SpecsStreamingUpdateConfig) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_IngestionJob_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use SpecsStreamingUpdateConfig.ProtoReflect.Descriptor instead. -func (*SpecsStreamingUpdateConfig) Descriptor() ([]byte, []int) { - return file_feast_core_IngestionJob_proto_rawDescGZIP(), []int{1} -} - -func (x *SpecsStreamingUpdateConfig) GetSource() *KafkaSourceConfig { - if x != nil { - return x.Source - } - return nil -} - -func (x *SpecsStreamingUpdateConfig) GetAck() *KafkaSourceConfig { - if x != nil { - return x.Ack - } - return nil -} - -type FeatureSetSpecAck struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - FeatureSetReference string `protobuf:"bytes,1,opt,name=feature_set_reference,json=featureSetReference,proto3" json:"feature_set_reference,omitempty"` - FeatureSetVersion int32 `protobuf:"varint,2,opt,name=feature_set_version,json=featureSetVersion,proto3" json:"feature_set_version,omitempty"` - JobName string `protobuf:"bytes,3,opt,name=job_name,json=jobName,proto3" json:"job_name,omitempty"` -} - -func (x *FeatureSetSpecAck) Reset() { - *x = FeatureSetSpecAck{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_IngestionJob_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureSetSpecAck) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureSetSpecAck) ProtoMessage() {} - -func (x *FeatureSetSpecAck) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_IngestionJob_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureSetSpecAck.ProtoReflect.Descriptor instead. -func (*FeatureSetSpecAck) Descriptor() ([]byte, []int) { - return file_feast_core_IngestionJob_proto_rawDescGZIP(), []int{2} -} - -func (x *FeatureSetSpecAck) GetFeatureSetReference() string { - if x != nil { - return x.FeatureSetReference - } - return "" -} - -func (x *FeatureSetSpecAck) GetFeatureSetVersion() int32 { - if x != nil { - return x.FeatureSetVersion - } - return 0 -} - -func (x *FeatureSetSpecAck) GetJobName() string { - if x != nil { - return x.JobName - } - return "" -} - -var File_feast_core_IngestionJob_proto protoreflect.FileDescriptor - 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}) - return file_feast_core_IngestionJob_proto_rawDescData -} - -var file_feast_core_IngestionJob_proto_enumTypes = make([]protoimpl.EnumInfo, 1) -var file_feast_core_IngestionJob_proto_msgTypes = make([]protoimpl.MessageInfo, 3) -var file_feast_core_IngestionJob_proto_goTypes = []interface{}{ - (IngestionJobStatus)(0), // 0: feast.core.IngestionJobStatus - (*IngestionJob)(nil), // 1: feast.core.IngestionJob - (*SpecsStreamingUpdateConfig)(nil), // 2: feast.core.SpecsStreamingUpdateConfig - (*FeatureSetSpecAck)(nil), // 3: feast.core.FeatureSetSpecAck - (*Source)(nil), // 4: feast.core.Source - (*Store)(nil), // 5: feast.core.Store - (*FeatureSetReference)(nil), // 6: feast.core.FeatureSetReference - (*KafkaSourceConfig)(nil), // 7: feast.core.KafkaSourceConfig -} -var file_feast_core_IngestionJob_proto_depIdxs = []int32{ - 0, // 0: feast.core.IngestionJob.status:type_name -> feast.core.IngestionJobStatus - 4, // 1: feast.core.IngestionJob.source:type_name -> feast.core.Source - 5, // 2: feast.core.IngestionJob.stores:type_name -> feast.core.Store - 6, // 3: feast.core.IngestionJob.feature_set_references:type_name -> feast.core.FeatureSetReference - 7, // 4: feast.core.SpecsStreamingUpdateConfig.source:type_name -> feast.core.KafkaSourceConfig - 7, // 5: feast.core.SpecsStreamingUpdateConfig.ack:type_name -> feast.core.KafkaSourceConfig - 6, // [6:6] is the sub-list for method output_type - 6, // [6:6] is the sub-list for method input_type - 6, // [6:6] is the sub-list for extension type_name - 6, // [6:6] is the sub-list for extension extendee - 0, // [0:6] is the sub-list for field type_name -} - -func init() { file_feast_core_IngestionJob_proto_init() } -func file_feast_core_IngestionJob_proto_init() { - if File_feast_core_IngestionJob_proto != nil { - return - } - file_feast_core_FeatureSetReference_proto_init() - file_feast_core_Store_proto_init() - file_feast_core_Source_proto_init() - if !protoimpl.UnsafeEnabled { - file_feast_core_IngestionJob_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*IngestionJob); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_IngestionJob_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*SpecsStreamingUpdateConfig); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_IngestionJob_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FeatureSetSpecAck); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - } - type x struct{} - out := protoimpl.TypeBuilder{ - File: protoimpl.DescBuilder{ - GoPackagePath: reflect.TypeOf(x{}).PkgPath(), - RawDescriptor: file_feast_core_IngestionJob_proto_rawDesc, - NumEnums: 1, - NumMessages: 3, - NumExtensions: 0, - NumServices: 0, - }, - GoTypes: file_feast_core_IngestionJob_proto_goTypes, - DependencyIndexes: file_feast_core_IngestionJob_proto_depIdxs, - EnumInfos: file_feast_core_IngestionJob_proto_enumTypes, - MessageInfos: file_feast_core_IngestionJob_proto_msgTypes, - }.Build() - File_feast_core_IngestionJob_proto = out.File - file_feast_core_IngestionJob_proto_rawDesc = nil - file_feast_core_IngestionJob_proto_goTypes = nil - file_feast_core_IngestionJob_proto_depIdxs = nil -} diff --git a/sdk/go/protos/feast/core/JobService.pb.go b/sdk/go/protos/feast/core/JobService.pb.go deleted file mode 100644 index 221c530bb3..0000000000 --- a/sdk/go/protos/feast/core/JobService.pb.go +++ /dev/null @@ -1,1789 +0,0 @@ -// -// Copyright 2018 The Feast Authors -// -// Licensed under the Apache License, Version 2.0 (the "License"); -// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// https://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. -// - -// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.25.0 -// protoc v3.12.4 -// source: feast/core/JobService.proto - -package core - -import ( - context "context" - proto "github.com/golang/protobuf/proto" - timestamp "github.com/golang/protobuf/ptypes/timestamp" - grpc "google.golang.org/grpc" - codes "google.golang.org/grpc/codes" - status "google.golang.org/grpc/status" - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -// This is a compile-time assertion that a sufficiently up-to-date version -// of the legacy proto package is being used. -const _ = proto.ProtoPackageIsVersion4 - -type JobType int32 - -const ( - JobType_INVALID_JOB JobType = 0 - JobType_BATCH_INGESTION_JOB JobType = 1 - JobType_STREAM_INGESTION_JOB JobType = 2 - JobType_RETRIEVAL_JOB JobType = 4 -) - -// Enum value maps for JobType. -var ( - JobType_name = map[int32]string{ - 0: "INVALID_JOB", - 1: "BATCH_INGESTION_JOB", - 2: "STREAM_INGESTION_JOB", - 4: "RETRIEVAL_JOB", - } - JobType_value = map[string]int32{ - "INVALID_JOB": 0, - "BATCH_INGESTION_JOB": 1, - "STREAM_INGESTION_JOB": 2, - "RETRIEVAL_JOB": 4, - } -) - -func (x JobType) Enum() *JobType { - p := new(JobType) - *p = x - return p -} - -func (x JobType) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (JobType) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_JobService_proto_enumTypes[0].Descriptor() -} - -func (JobType) Type() protoreflect.EnumType { - return &file_feast_core_JobService_proto_enumTypes[0] -} - -func (x JobType) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use JobType.Descriptor instead. -func (JobType) EnumDescriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{0} -} - -type JobStatus int32 - -const ( - JobStatus_JOB_STATUS_INVALID JobStatus = 0 - // The Job has be registered and waiting to get scheduled to run - JobStatus_JOB_STATUS_PENDING JobStatus = 1 - // The Job is currently processing its task - JobStatus_JOB_STATUS_RUNNING JobStatus = 2 - // The Job has successfully completed its task - JobStatus_JOB_STATUS_DONE JobStatus = 3 - // The Job has encountered an error while processing its task - JobStatus_JOB_STATUS_ERROR JobStatus = 4 -) - -// Enum value maps for JobStatus. -var ( - JobStatus_name = map[int32]string{ - 0: "JOB_STATUS_INVALID", - 1: "JOB_STATUS_PENDING", - 2: "JOB_STATUS_RUNNING", - 3: "JOB_STATUS_DONE", - 4: "JOB_STATUS_ERROR", - } - JobStatus_value = map[string]int32{ - "JOB_STATUS_INVALID": 0, - "JOB_STATUS_PENDING": 1, - "JOB_STATUS_RUNNING": 2, - "JOB_STATUS_DONE": 3, - "JOB_STATUS_ERROR": 4, - } -) - -func (x JobStatus) Enum() *JobStatus { - p := new(JobStatus) - *p = x - return p -} - -func (x JobStatus) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (JobStatus) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_JobService_proto_enumTypes[1].Descriptor() -} - -func (JobStatus) Type() protoreflect.EnumType { - return &file_feast_core_JobService_proto_enumTypes[1] -} - -func (x JobStatus) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use JobStatus.Descriptor instead. -func (JobStatus) EnumDescriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{1} -} - -type Job struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Identifier of the Job - Id string `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"` - // Type of the Job - Type JobType `protobuf:"varint,2,opt,name=type,proto3,enum=feast.core.JobType" json:"type,omitempty"` - // Current job status - Status JobStatus `protobuf:"varint,3,opt,name=status,proto3,enum=feast.core.JobStatus" json:"status,omitempty"` - // Deterministic hash of the Job - Hash string `protobuf:"bytes,8,opt,name=hash,proto3" json:"hash,omitempty"` - // JobType specific metadata on the job - // - // Types that are assignable to Meta: - // *Job_Retrieval - // *Job_BatchIngestion - // *Job_StreamIngestion - Meta isJob_Meta `protobuf_oneof:"meta"` -} - -func (x *Job) Reset() { - *x = Job{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Job) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Job) ProtoMessage() {} - -func (x *Job) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Job.ProtoReflect.Descriptor instead. -func (*Job) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{0} -} - -func (x *Job) GetId() string { - if x != nil { - return x.Id - } - return "" -} - -func (x *Job) GetType() JobType { - if x != nil { - return x.Type - } - return JobType_INVALID_JOB -} - -func (x *Job) GetStatus() JobStatus { - if x != nil { - return x.Status - } - return JobStatus_JOB_STATUS_INVALID -} - -func (x *Job) GetHash() string { - if x != nil { - return x.Hash - } - return "" -} - -func (m *Job) GetMeta() isJob_Meta { - if m != nil { - return m.Meta - } - return nil -} - -func (x *Job) GetRetrieval() *Job_RetrievalJobMeta { - if x, ok := x.GetMeta().(*Job_Retrieval); ok { - return x.Retrieval - } - return nil -} - -func (x *Job) GetBatchIngestion() *Job_OfflineToOnlineMeta { - if x, ok := x.GetMeta().(*Job_BatchIngestion); ok { - return x.BatchIngestion - } - return nil -} - -func (x *Job) GetStreamIngestion() *Job_StreamToOnlineMeta { - if x, ok := x.GetMeta().(*Job_StreamIngestion); ok { - return x.StreamIngestion - } - return nil -} - -type isJob_Meta interface { - isJob_Meta() -} - -type Job_Retrieval struct { - Retrieval *Job_RetrievalJobMeta `protobuf:"bytes,5,opt,name=retrieval,proto3,oneof"` -} - -type Job_BatchIngestion struct { - BatchIngestion *Job_OfflineToOnlineMeta `protobuf:"bytes,6,opt,name=batch_ingestion,json=batchIngestion,proto3,oneof"` -} - -type Job_StreamIngestion struct { - StreamIngestion *Job_StreamToOnlineMeta `protobuf:"bytes,7,opt,name=stream_ingestion,json=streamIngestion,proto3,oneof"` -} - -func (*Job_Retrieval) isJob_Meta() {} - -func (*Job_BatchIngestion) isJob_Meta() {} - -func (*Job_StreamIngestion) isJob_Meta() {} - -// Ingest data from offline store into online store -type StartOfflineToOnlineIngestionJobRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Feature table to ingest - Project string `protobuf:"bytes,1,opt,name=project,proto3" json:"project,omitempty"` - TableName string `protobuf:"bytes,2,opt,name=table_name,json=tableName,proto3" json:"table_name,omitempty"` - // Start of time range for source data from offline store - StartDate *timestamp.Timestamp `protobuf:"bytes,3,opt,name=start_date,json=startDate,proto3" json:"start_date,omitempty"` - // End of time range for source data from offline store - EndDate *timestamp.Timestamp `protobuf:"bytes,4,opt,name=end_date,json=endDate,proto3" json:"end_date,omitempty"` -} - -func (x *StartOfflineToOnlineIngestionJobRequest) Reset() { - *x = StartOfflineToOnlineIngestionJobRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StartOfflineToOnlineIngestionJobRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StartOfflineToOnlineIngestionJobRequest) ProtoMessage() {} - -func (x *StartOfflineToOnlineIngestionJobRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StartOfflineToOnlineIngestionJobRequest.ProtoReflect.Descriptor instead. -func (*StartOfflineToOnlineIngestionJobRequest) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{1} -} - -func (x *StartOfflineToOnlineIngestionJobRequest) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -func (x *StartOfflineToOnlineIngestionJobRequest) GetTableName() string { - if x != nil { - return x.TableName - } - return "" -} - -func (x *StartOfflineToOnlineIngestionJobRequest) GetStartDate() *timestamp.Timestamp { - if x != nil { - return x.StartDate - } - return nil -} - -func (x *StartOfflineToOnlineIngestionJobRequest) GetEndDate() *timestamp.Timestamp { - if x != nil { - return x.EndDate - } - return nil -} - -type StartOfflineToOnlineIngestionJobResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Job ID assigned by Feast - Id string `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"` -} - -func (x *StartOfflineToOnlineIngestionJobResponse) Reset() { - *x = StartOfflineToOnlineIngestionJobResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StartOfflineToOnlineIngestionJobResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StartOfflineToOnlineIngestionJobResponse) ProtoMessage() {} - -func (x *StartOfflineToOnlineIngestionJobResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StartOfflineToOnlineIngestionJobResponse.ProtoReflect.Descriptor instead. -func (*StartOfflineToOnlineIngestionJobResponse) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{2} -} - -func (x *StartOfflineToOnlineIngestionJobResponse) GetId() string { - if x != nil { - return x.Id - } - return "" -} - -type GetHistoricalFeaturesRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // List of feature references that are being retrieved - FeatureRefs []string `protobuf:"bytes,1,rep,name=feature_refs,json=featureRefs,proto3" json:"feature_refs,omitempty"` - // Batch DataSource that can be used to obtain entity values for historical retrieval. - // For each entity value, a feature value will be retrieved for that value/timestamp - // Only 'BATCH_*' source types are supported. - // Currently only BATCH_FILE source type is supported. - EntitySource *DataSource `protobuf:"bytes,2,opt,name=entity_source,json=entitySource,proto3" json:"entity_source,omitempty"` - // Optional field to specify project name override. If specified, uses the - // given project for retrieval. Overrides the projects specified in - // Feature References if both are specified. - Project string `protobuf:"bytes,3,opt,name=project,proto3" json:"project,omitempty"` - // Specifies the path in a bucket to write the exported feature data files - // Export to AWS S3 - s3://path/to/features - // Export to GCP GCS - gs://path/to/features - OutputLocation string `protobuf:"bytes,4,opt,name=output_location,json=outputLocation,proto3" json:"output_location,omitempty"` - // Specify format name for output, eg. parquet - OutputFormat string `protobuf:"bytes,5,opt,name=output_format,json=outputFormat,proto3" json:"output_format,omitempty"` -} - -func (x *GetHistoricalFeaturesRequest) Reset() { - *x = GetHistoricalFeaturesRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetHistoricalFeaturesRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetHistoricalFeaturesRequest) ProtoMessage() {} - -func (x *GetHistoricalFeaturesRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[3] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetHistoricalFeaturesRequest.ProtoReflect.Descriptor instead. -func (*GetHistoricalFeaturesRequest) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{3} -} - -func (x *GetHistoricalFeaturesRequest) GetFeatureRefs() []string { - if x != nil { - return x.FeatureRefs - } - return nil -} - -func (x *GetHistoricalFeaturesRequest) GetEntitySource() *DataSource { - if x != nil { - return x.EntitySource - } - return nil -} - -func (x *GetHistoricalFeaturesRequest) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -func (x *GetHistoricalFeaturesRequest) GetOutputLocation() string { - if x != nil { - return x.OutputLocation - } - return "" -} - -func (x *GetHistoricalFeaturesRequest) GetOutputFormat() string { - if x != nil { - return x.OutputFormat - } - return "" -} - -type GetHistoricalFeaturesResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Export Job with ID assigned by Feast - Id string `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"` - OutputFileUri string `protobuf:"bytes,2,opt,name=output_file_uri,json=outputFileUri,proto3" json:"output_file_uri,omitempty"` -} - -func (x *GetHistoricalFeaturesResponse) Reset() { - *x = GetHistoricalFeaturesResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[4] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetHistoricalFeaturesResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetHistoricalFeaturesResponse) ProtoMessage() {} - -func (x *GetHistoricalFeaturesResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[4] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetHistoricalFeaturesResponse.ProtoReflect.Descriptor instead. -func (*GetHistoricalFeaturesResponse) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{4} -} - -func (x *GetHistoricalFeaturesResponse) GetId() string { - if x != nil { - return x.Id - } - return "" -} - -func (x *GetHistoricalFeaturesResponse) GetOutputFileUri() string { - if x != nil { - return x.OutputFileUri - } - return "" -} - -type StartStreamToOnlineIngestionJobRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Feature table to ingest - Project string `protobuf:"bytes,1,opt,name=project,proto3" json:"project,omitempty"` - TableName string `protobuf:"bytes,2,opt,name=table_name,json=tableName,proto3" json:"table_name,omitempty"` -} - -func (x *StartStreamToOnlineIngestionJobRequest) Reset() { - *x = StartStreamToOnlineIngestionJobRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[5] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StartStreamToOnlineIngestionJobRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StartStreamToOnlineIngestionJobRequest) ProtoMessage() {} - -func (x *StartStreamToOnlineIngestionJobRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[5] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StartStreamToOnlineIngestionJobRequest.ProtoReflect.Descriptor instead. -func (*StartStreamToOnlineIngestionJobRequest) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{5} -} - -func (x *StartStreamToOnlineIngestionJobRequest) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -func (x *StartStreamToOnlineIngestionJobRequest) GetTableName() string { - if x != nil { - return x.TableName - } - return "" -} - -type StartStreamToOnlineIngestionJobResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Job ID assigned by Feast - Id string `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"` -} - -func (x *StartStreamToOnlineIngestionJobResponse) Reset() { - *x = StartStreamToOnlineIngestionJobResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[6] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StartStreamToOnlineIngestionJobResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StartStreamToOnlineIngestionJobResponse) ProtoMessage() {} - -func (x *StartStreamToOnlineIngestionJobResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[6] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StartStreamToOnlineIngestionJobResponse.ProtoReflect.Descriptor instead. -func (*StartStreamToOnlineIngestionJobResponse) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{6} -} - -func (x *StartStreamToOnlineIngestionJobResponse) GetId() string { - if x != nil { - return x.Id - } - return "" -} - -type ListJobsRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - IncludeTerminated bool `protobuf:"varint,1,opt,name=include_terminated,json=includeTerminated,proto3" json:"include_terminated,omitempty"` -} - -func (x *ListJobsRequest) Reset() { - *x = ListJobsRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[7] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListJobsRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListJobsRequest) ProtoMessage() {} - -func (x *ListJobsRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[7] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListJobsRequest.ProtoReflect.Descriptor instead. -func (*ListJobsRequest) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{7} -} - -func (x *ListJobsRequest) GetIncludeTerminated() bool { - if x != nil { - return x.IncludeTerminated - } - return false -} - -type ListJobsResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Jobs []*Job `protobuf:"bytes,1,rep,name=jobs,proto3" json:"jobs,omitempty"` -} - -func (x *ListJobsResponse) Reset() { - *x = ListJobsResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[8] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ListJobsResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ListJobsResponse) ProtoMessage() {} - -func (x *ListJobsResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[8] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ListJobsResponse.ProtoReflect.Descriptor instead. -func (*ListJobsResponse) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{8} -} - -func (x *ListJobsResponse) GetJobs() []*Job { - if x != nil { - return x.Jobs - } - return nil -} - -type GetJobRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - JobId string `protobuf:"bytes,1,opt,name=job_id,json=jobId,proto3" json:"job_id,omitempty"` -} - -func (x *GetJobRequest) Reset() { - *x = GetJobRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[9] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetJobRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetJobRequest) ProtoMessage() {} - -func (x *GetJobRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[9] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetJobRequest.ProtoReflect.Descriptor instead. -func (*GetJobRequest) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{9} -} - -func (x *GetJobRequest) GetJobId() string { - if x != nil { - return x.JobId - } - return "" -} - -type GetJobResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Job *Job `protobuf:"bytes,1,opt,name=job,proto3" json:"job,omitempty"` -} - -func (x *GetJobResponse) Reset() { - *x = GetJobResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[10] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetJobResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetJobResponse) ProtoMessage() {} - -func (x *GetJobResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[10] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetJobResponse.ProtoReflect.Descriptor instead. -func (*GetJobResponse) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{10} -} - -func (x *GetJobResponse) GetJob() *Job { - if x != nil { - return x.Job - } - return nil -} - -type CancelJobRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - JobId string `protobuf:"bytes,1,opt,name=job_id,json=jobId,proto3" json:"job_id,omitempty"` -} - -func (x *CancelJobRequest) Reset() { - *x = CancelJobRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_JobService_proto_msgTypes[11] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *CancelJobRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*CancelJobRequest) ProtoMessage() {} - -func (x *CancelJobRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_JobService_proto_msgTypes[11] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use CancelJobRequest.ProtoReflect.Descriptor instead. -func (*CancelJobRequest) Descriptor() ([]byte, []int) { - return file_feast_core_JobService_proto_rawDescGZIP(), []int{11} -} - -func (x *CancelJobRequest) GetJobId() string { - if x != nil { - return x.JobId - } - return "" -} - 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(*GetHistoricalFeaturesRequest)(nil), // 5: feast.core.GetHistoricalFeaturesRequest - (*GetHistoricalFeaturesResponse)(nil), // 6: feast.core.GetHistoricalFeaturesResponse - (*StartStreamToOnlineIngestionJobRequest)(nil), // 7: feast.core.StartStreamToOnlineIngestionJobRequest - (*StartStreamToOnlineIngestionJobResponse)(nil), // 8: feast.core.StartStreamToOnlineIngestionJobResponse - (*ListJobsRequest)(nil), // 9: feast.core.ListJobsRequest - (*ListJobsResponse)(nil), // 10: feast.core.ListJobsResponse - (*GetJobRequest)(nil), // 11: feast.core.GetJobRequest - (*GetJobResponse)(nil), // 12: feast.core.GetJobResponse - (*CancelJobRequest)(nil), // 13: feast.core.CancelJobRequest - (*CancelJobResponse)(nil), // 14: feast.core.CancelJobResponse - (*Job_RetrievalJobMeta)(nil), // 15: feast.core.Job.RetrievalJobMeta - (*Job_OfflineToOnlineMeta)(nil), // 16: feast.core.Job.OfflineToOnlineMeta - (*Job_StreamToOnlineMeta)(nil), // 17: feast.core.Job.StreamToOnlineMeta - (*timestamp.Timestamp)(nil), // 18: google.protobuf.Timestamp - (*DataSource)(nil), // 19: feast.core.DataSource -} -var file_feast_core_JobService_proto_depIdxs = []int32{ - 0, // 0: feast.core.Job.type:type_name -> feast.core.JobType - 1, // 1: feast.core.Job.status:type_name -> feast.core.JobStatus - 15, // 2: feast.core.Job.retrieval:type_name -> feast.core.Job.RetrievalJobMeta - 16, // 3: feast.core.Job.batch_ingestion:type_name -> feast.core.Job.OfflineToOnlineMeta - 17, // 4: feast.core.Job.stream_ingestion:type_name -> feast.core.Job.StreamToOnlineMeta - 18, // 5: feast.core.StartOfflineToOnlineIngestionJobRequest.start_date:type_name -> google.protobuf.Timestamp - 18, // 6: feast.core.StartOfflineToOnlineIngestionJobRequest.end_date:type_name -> google.protobuf.Timestamp - 19, // 7: feast.core.GetHistoricalFeaturesRequest.entity_source:type_name -> feast.core.DataSource - 2, // 8: feast.core.ListJobsResponse.jobs:type_name -> feast.core.Job - 2, // 9: feast.core.GetJobResponse.job:type_name -> feast.core.Job - 3, // 10: feast.core.JobService.StartOfflineToOnlineIngestionJob:input_type -> feast.core.StartOfflineToOnlineIngestionJobRequest - 5, // 11: feast.core.JobService.GetHistoricalFeatures:input_type -> feast.core.GetHistoricalFeaturesRequest - 7, // 12: feast.core.JobService.StartStreamToOnlineIngestionJob:input_type -> feast.core.StartStreamToOnlineIngestionJobRequest - 9, // 13: feast.core.JobService.ListJobs:input_type -> feast.core.ListJobsRequest - 13, // 14: feast.core.JobService.CancelJob:input_type -> feast.core.CancelJobRequest - 11, // 15: feast.core.JobService.GetJob:input_type -> feast.core.GetJobRequest - 4, // 16: feast.core.JobService.StartOfflineToOnlineIngestionJob:output_type -> feast.core.StartOfflineToOnlineIngestionJobResponse - 6, // 17: feast.core.JobService.GetHistoricalFeatures:output_type -> feast.core.GetHistoricalFeaturesResponse - 8, // 18: feast.core.JobService.StartStreamToOnlineIngestionJob:output_type -> feast.core.StartStreamToOnlineIngestionJobResponse - 10, // 19: feast.core.JobService.ListJobs:output_type -> feast.core.ListJobsResponse - 14, // 20: feast.core.JobService.CancelJob:output_type -> feast.core.CancelJobResponse - 12, // 21: feast.core.JobService.GetJob:output_type -> feast.core.GetJobResponse - 16, // [16:22] is the sub-list for method output_type - 10, // [10:16] is the sub-list for method input_type - 10, // [10:10] is the sub-list for extension type_name - 10, // [10:10] is the sub-list for extension extendee - 0, // [0:10] is the sub-list for field type_name -} - -func init() { file_feast_core_JobService_proto_init() } -func file_feast_core_JobService_proto_init() { - if File_feast_core_JobService_proto != nil { - return - } - file_feast_core_DataSource_proto_init() - if !protoimpl.UnsafeEnabled { - file_feast_core_JobService_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Job); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StartOfflineToOnlineIngestionJobRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StartOfflineToOnlineIngestionJobResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetHistoricalFeaturesRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetHistoricalFeaturesResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StartStreamToOnlineIngestionJobRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StartStreamToOnlineIngestionJobResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListJobsRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ListJobsResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[9].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetJobRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[10].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetJobResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[11].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*CancelJobRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*CancelJobResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[13].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Job_RetrievalJobMeta); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[14].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Job_OfflineToOnlineMeta); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_core_JobService_proto_msgTypes[15].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Job_StreamToOnlineMeta); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - } - file_feast_core_JobService_proto_msgTypes[0].OneofWrappers = []interface{}{ - (*Job_Retrieval)(nil), - (*Job_BatchIngestion)(nil), - (*Job_StreamIngestion)(nil), - } - type x struct{} - out := protoimpl.TypeBuilder{ - File: protoimpl.DescBuilder{ - GoPackagePath: reflect.TypeOf(x{}).PkgPath(), - RawDescriptor: file_feast_core_JobService_proto_rawDesc, - NumEnums: 2, - NumMessages: 16, - NumExtensions: 0, - NumServices: 1, - }, - GoTypes: file_feast_core_JobService_proto_goTypes, - DependencyIndexes: file_feast_core_JobService_proto_depIdxs, - EnumInfos: file_feast_core_JobService_proto_enumTypes, - MessageInfos: file_feast_core_JobService_proto_msgTypes, - }.Build() - File_feast_core_JobService_proto = out.File - file_feast_core_JobService_proto_rawDesc = nil - file_feast_core_JobService_proto_goTypes = nil - file_feast_core_JobService_proto_depIdxs = nil -} - -// Reference imports to suppress errors if they are not otherwise used. -var _ context.Context -var _ grpc.ClientConnInterface - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the grpc package it is being compiled against. -const _ = grpc.SupportPackageIsVersion6 - -// JobServiceClient is the client API for JobService service. -// -// For semantics around ctx use and closing/ending streaming RPCs, please refer to https://godoc.org/google.golang.org/grpc#ClientConn.NewStream. -type JobServiceClient interface { - // Start job to ingest data from offline store into online store - StartOfflineToOnlineIngestionJob(ctx context.Context, in *StartOfflineToOnlineIngestionJobRequest, opts ...grpc.CallOption) (*StartOfflineToOnlineIngestionJobResponse, error) - // Produce a training dataset, return a job id that will provide a file reference - GetHistoricalFeatures(ctx context.Context, in *GetHistoricalFeaturesRequest, opts ...grpc.CallOption) (*GetHistoricalFeaturesResponse, error) - // Start job to ingest data from stream into online store - StartStreamToOnlineIngestionJob(ctx context.Context, in *StartStreamToOnlineIngestionJobRequest, opts ...grpc.CallOption) (*StartStreamToOnlineIngestionJobResponse, error) - // List all types of jobs - ListJobs(ctx context.Context, in *ListJobsRequest, opts ...grpc.CallOption) (*ListJobsResponse, error) - // Cancel a single job - CancelJob(ctx context.Context, in *CancelJobRequest, opts ...grpc.CallOption) (*CancelJobResponse, error) - // Get details of a single job - GetJob(ctx context.Context, in *GetJobRequest, opts ...grpc.CallOption) (*GetJobResponse, error) -} - -type jobServiceClient struct { - cc grpc.ClientConnInterface -} - -func NewJobServiceClient(cc grpc.ClientConnInterface) JobServiceClient { - return &jobServiceClient{cc} -} - -func (c *jobServiceClient) StartOfflineToOnlineIngestionJob(ctx context.Context, in *StartOfflineToOnlineIngestionJobRequest, opts ...grpc.CallOption) (*StartOfflineToOnlineIngestionJobResponse, error) { - out := new(StartOfflineToOnlineIngestionJobResponse) - err := c.cc.Invoke(ctx, "/feast.core.JobService/StartOfflineToOnlineIngestionJob", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *jobServiceClient) GetHistoricalFeatures(ctx context.Context, in *GetHistoricalFeaturesRequest, opts ...grpc.CallOption) (*GetHistoricalFeaturesResponse, error) { - out := new(GetHistoricalFeaturesResponse) - err := c.cc.Invoke(ctx, "/feast.core.JobService/GetHistoricalFeatures", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *jobServiceClient) StartStreamToOnlineIngestionJob(ctx context.Context, in *StartStreamToOnlineIngestionJobRequest, opts ...grpc.CallOption) (*StartStreamToOnlineIngestionJobResponse, error) { - out := new(StartStreamToOnlineIngestionJobResponse) - err := c.cc.Invoke(ctx, "/feast.core.JobService/StartStreamToOnlineIngestionJob", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *jobServiceClient) ListJobs(ctx context.Context, in *ListJobsRequest, opts ...grpc.CallOption) (*ListJobsResponse, error) { - out := new(ListJobsResponse) - err := c.cc.Invoke(ctx, "/feast.core.JobService/ListJobs", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *jobServiceClient) CancelJob(ctx context.Context, in *CancelJobRequest, opts ...grpc.CallOption) (*CancelJobResponse, error) { - out := new(CancelJobResponse) - err := c.cc.Invoke(ctx, "/feast.core.JobService/CancelJob", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *jobServiceClient) GetJob(ctx context.Context, in *GetJobRequest, opts ...grpc.CallOption) (*GetJobResponse, error) { - out := new(GetJobResponse) - err := c.cc.Invoke(ctx, "/feast.core.JobService/GetJob", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -// JobServiceServer is the server API for JobService service. -type JobServiceServer interface { - // Start job to ingest data from offline store into online store - StartOfflineToOnlineIngestionJob(context.Context, *StartOfflineToOnlineIngestionJobRequest) (*StartOfflineToOnlineIngestionJobResponse, error) - // Produce a training dataset, return a job id that will provide a file reference - GetHistoricalFeatures(context.Context, *GetHistoricalFeaturesRequest) (*GetHistoricalFeaturesResponse, error) - // Start job to ingest data from stream into online store - StartStreamToOnlineIngestionJob(context.Context, *StartStreamToOnlineIngestionJobRequest) (*StartStreamToOnlineIngestionJobResponse, error) - // List all types of jobs - ListJobs(context.Context, *ListJobsRequest) (*ListJobsResponse, error) - // Cancel a single job - CancelJob(context.Context, *CancelJobRequest) (*CancelJobResponse, error) - // Get details of a single job - GetJob(context.Context, *GetJobRequest) (*GetJobResponse, error) -} - -// UnimplementedJobServiceServer can be embedded to have forward compatible implementations. -type UnimplementedJobServiceServer struct { -} - -func (*UnimplementedJobServiceServer) StartOfflineToOnlineIngestionJob(context.Context, *StartOfflineToOnlineIngestionJobRequest) (*StartOfflineToOnlineIngestionJobResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method StartOfflineToOnlineIngestionJob not implemented") -} -func (*UnimplementedJobServiceServer) GetHistoricalFeatures(context.Context, *GetHistoricalFeaturesRequest) (*GetHistoricalFeaturesResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method GetHistoricalFeatures not implemented") -} -func (*UnimplementedJobServiceServer) StartStreamToOnlineIngestionJob(context.Context, *StartStreamToOnlineIngestionJobRequest) (*StartStreamToOnlineIngestionJobResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method StartStreamToOnlineIngestionJob not implemented") -} -func (*UnimplementedJobServiceServer) ListJobs(context.Context, *ListJobsRequest) (*ListJobsResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method ListJobs not implemented") -} -func (*UnimplementedJobServiceServer) CancelJob(context.Context, *CancelJobRequest) (*CancelJobResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method CancelJob not implemented") -} -func (*UnimplementedJobServiceServer) GetJob(context.Context, *GetJobRequest) (*GetJobResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method GetJob not implemented") -} - -func RegisterJobServiceServer(s *grpc.Server, srv JobServiceServer) { - s.RegisterService(&_JobService_serviceDesc, srv) -} - -func _JobService_StartOfflineToOnlineIngestionJob_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(StartOfflineToOnlineIngestionJobRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(JobServiceServer).StartOfflineToOnlineIngestionJob(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.JobService/StartOfflineToOnlineIngestionJob", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(JobServiceServer).StartOfflineToOnlineIngestionJob(ctx, req.(*StartOfflineToOnlineIngestionJobRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _JobService_GetHistoricalFeatures_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(GetHistoricalFeaturesRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(JobServiceServer).GetHistoricalFeatures(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.JobService/GetHistoricalFeatures", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(JobServiceServer).GetHistoricalFeatures(ctx, req.(*GetHistoricalFeaturesRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _JobService_StartStreamToOnlineIngestionJob_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(StartStreamToOnlineIngestionJobRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(JobServiceServer).StartStreamToOnlineIngestionJob(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.JobService/StartStreamToOnlineIngestionJob", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(JobServiceServer).StartStreamToOnlineIngestionJob(ctx, req.(*StartStreamToOnlineIngestionJobRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _JobService_ListJobs_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(ListJobsRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(JobServiceServer).ListJobs(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.JobService/ListJobs", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(JobServiceServer).ListJobs(ctx, req.(*ListJobsRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _JobService_CancelJob_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(CancelJobRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(JobServiceServer).CancelJob(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.JobService/CancelJob", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(JobServiceServer).CancelJob(ctx, req.(*CancelJobRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _JobService_GetJob_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(GetJobRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(JobServiceServer).GetJob(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.core.JobService/GetJob", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(JobServiceServer).GetJob(ctx, req.(*GetJobRequest)) - } - return interceptor(ctx, in, info, handler) -} - -var _JobService_serviceDesc = grpc.ServiceDesc{ - ServiceName: "feast.core.JobService", - HandlerType: (*JobServiceServer)(nil), - Methods: []grpc.MethodDesc{ - { - MethodName: "StartOfflineToOnlineIngestionJob", - Handler: _JobService_StartOfflineToOnlineIngestionJob_Handler, - }, - { - MethodName: "GetHistoricalFeatures", - Handler: _JobService_GetHistoricalFeatures_Handler, - }, - { - MethodName: "StartStreamToOnlineIngestionJob", - Handler: _JobService_StartStreamToOnlineIngestionJob_Handler, - }, - { - MethodName: "ListJobs", - Handler: _JobService_ListJobs_Handler, - }, - { - MethodName: "CancelJob", - Handler: _JobService_CancelJob_Handler, - }, - { - MethodName: "GetJob", - Handler: _JobService_GetJob_Handler, - }, - }, - Streams: []grpc.StreamDesc{}, - Metadata: "feast/core/JobService.proto", -} diff --git a/sdk/go/protos/feast/core/Runner.pb.go b/sdk/go/protos/feast/core/Runner.pb.go deleted file mode 100644 index 763695f6c8..0000000000 --- a/sdk/go/protos/feast/core/Runner.pb.go +++ /dev/null @@ -1,467 +0,0 @@ -// -// * Copyright 2020 The Feast Authors -// * -// * Licensed under the Apache License, Version 2.0 (the "License"); -// * you may not use this file except in compliance with the License. -// * You may obtain a copy of the License at -// * -// * https://www.apache.org/licenses/LICENSE-2.0 -// * -// * Unless required by applicable law or agreed to in writing, software -// * distributed under the License is distributed on an "AS IS" BASIS, -// * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// * See the License for the specific language governing permissions and -// * limitations under the License. -// - -// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.25.0 -// protoc v3.10.0 -// source: feast/core/Runner.proto - -package core - -import ( - proto "github.com/golang/protobuf/proto" - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -// This is a compile-time assertion that a sufficiently up-to-date version -// of the legacy proto package is being used. -const _ = proto.ProtoPackageIsVersion4 - -type DirectRunnerConfigOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - //* - // Controls the amount of target parallelism the DirectRunner will use. - // Defaults to the greater of the number of available processors and 3. Must be a value - // greater than zero. - TargetParallelism int32 `protobuf:"varint,1,opt,name=targetParallelism,proto3" json:"targetParallelism,omitempty"` - // BigQuery table specification, e.g. PROJECT_ID:DATASET_ID.PROJECT_ID - DeadLetterTableSpec string `protobuf:"bytes,2,opt,name=deadLetterTableSpec,proto3" json:"deadLetterTableSpec,omitempty"` - // A pipeline level default location for storing temporary files. - // Support Google Cloud Storage locations or local path - TempLocation string `protobuf:"bytes,3,opt,name=tempLocation,proto3" json:"tempLocation,omitempty"` -} - -func (x *DirectRunnerConfigOptions) Reset() { - *x = DirectRunnerConfigOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_Runner_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DirectRunnerConfigOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DirectRunnerConfigOptions) ProtoMessage() {} - -func (x *DirectRunnerConfigOptions) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_Runner_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DirectRunnerConfigOptions.ProtoReflect.Descriptor instead. -func (*DirectRunnerConfigOptions) Descriptor() ([]byte, []int) { - return file_feast_core_Runner_proto_rawDescGZIP(), []int{0} -} - -func (x *DirectRunnerConfigOptions) GetTargetParallelism() int32 { - if x != nil { - return x.TargetParallelism - } - return 0 -} - -func (x *DirectRunnerConfigOptions) GetDeadLetterTableSpec() string { - if x != nil { - return x.DeadLetterTableSpec - } - return "" -} - -func (x *DirectRunnerConfigOptions) GetTempLocation() string { - if x != nil { - return x.TempLocation - } - return "" -} - -type DataflowRunnerConfigOptions struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Project id to use when launching jobs. - Project string `protobuf:"bytes,1,opt,name=project,proto3" json:"project,omitempty"` - // The Google Compute Engine region for creating Dataflow jobs. - Region string `protobuf:"bytes,2,opt,name=region,proto3" json:"region,omitempty"` - // GCP availability zone for operations. - WorkerZone string `protobuf:"bytes,3,opt,name=workerZone,proto3" json:"workerZone,omitempty"` - // Run the job as a specific service account, instead of the default GCE robot. - ServiceAccount string `protobuf:"bytes,4,opt,name=serviceAccount,proto3" json:"serviceAccount,omitempty"` - // GCE network for launching workers. - Network string `protobuf:"bytes,5,opt,name=network,proto3" json:"network,omitempty"` - // GCE subnetwork for launching workers. e.g. regions/asia-east1/subnetworks/mysubnetwork - Subnetwork string `protobuf:"bytes,6,opt,name=subnetwork,proto3" json:"subnetwork,omitempty"` - // Machine type to create Dataflow worker VMs as. - WorkerMachineType string `protobuf:"bytes,7,opt,name=workerMachineType,proto3" json:"workerMachineType,omitempty"` - // The autoscaling algorithm to use for the workerpool. - AutoscalingAlgorithm string `protobuf:"bytes,8,opt,name=autoscalingAlgorithm,proto3" json:"autoscalingAlgorithm,omitempty"` - // Specifies whether worker pools should be started with public IP addresses. - UsePublicIps bool `protobuf:"varint,9,opt,name=usePublicIps,proto3" json:"usePublicIps,omitempty"` - // A pipeline level default location for storing temporary files. Support Google Cloud Storage locations, - // e.g. gs://bucket/object - TempLocation string `protobuf:"bytes,10,opt,name=tempLocation,proto3" json:"tempLocation,omitempty"` - // The maximum number of workers to use for the workerpool. - MaxNumWorkers int32 `protobuf:"varint,11,opt,name=maxNumWorkers,proto3" json:"maxNumWorkers,omitempty"` - // BigQuery table specification, e.g. PROJECT_ID:DATASET_ID.PROJECT_ID - DeadLetterTableSpec string `protobuf:"bytes,12,opt,name=deadLetterTableSpec,proto3" json:"deadLetterTableSpec,omitempty"` - // Labels to apply to the dataflow job - Labels map[string]string `protobuf:"bytes,13,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - // Disk size to use on each remote Compute Engine worker instance - DiskSizeGb int32 `protobuf:"varint,14,opt,name=diskSizeGb,proto3" json:"diskSizeGb,omitempty"` - // Run job on Dataflow Streaming Engine instead of creating worker VMs - EnableStreamingEngine bool `protobuf:"varint,15,opt,name=enableStreamingEngine,proto3" json:"enableStreamingEngine,omitempty"` - // Type of persistent disk to be used by workers - WorkerDiskType string `protobuf:"bytes,16,opt,name=workerDiskType,proto3" json:"workerDiskType,omitempty"` - // Kafka consumer configuration properties - KafkaConsumerProperties map[string]string `protobuf:"bytes,17,rep,name=kafkaConsumerProperties,proto3" json:"kafkaConsumerProperties,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` -} - -func (x *DataflowRunnerConfigOptions) Reset() { - *x = DataflowRunnerConfigOptions{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_Runner_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DataflowRunnerConfigOptions) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DataflowRunnerConfigOptions) ProtoMessage() {} - -func (x *DataflowRunnerConfigOptions) ProtoReflect() protoreflect.Message { - 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-// Code generated by protoc-gen-go. 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-// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.19.4 -// source: feast/core/Store.proto - -package core - -import ( - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -type Store_StoreType int32 - -const ( - Store_INVALID Store_StoreType = 0 - // Redis stores a FeatureRow element as a key, value pair. - // - // The Redis data types used (https://redis.io/topics/data-types): - // - key: STRING - // - value: STRING - // - // Encodings: - // - key: byte array of RedisKey (refer to feast.storage.RedisKeyV2) - // - value: Redis hashmap - // - Store_REDIS Store_StoreType = 1 - Store_REDIS_CLUSTER Store_StoreType = 4 -) - -// Enum value maps for Store_StoreType. -var ( - Store_StoreType_name = map[int32]string{ - 0: "INVALID", - 1: "REDIS", - 4: "REDIS_CLUSTER", - } - Store_StoreType_value = map[string]int32{ - "INVALID": 0, - "REDIS": 1, - "REDIS_CLUSTER": 4, - } -) - -func (x Store_StoreType) Enum() *Store_StoreType { - p := new(Store_StoreType) - *p = x - return p -} - -func (x Store_StoreType) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (Store_StoreType) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_Store_proto_enumTypes[0].Descriptor() -} - -func (Store_StoreType) Type() protoreflect.EnumType { - return &file_feast_core_Store_proto_enumTypes[0] -} - -func (x Store_StoreType) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use Store_StoreType.Descriptor instead. -func (Store_StoreType) EnumDescriptor() ([]byte, []int) { - return file_feast_core_Store_proto_rawDescGZIP(), []int{0, 0} -} - -// Optional. Priority of nodes when reading from cluster -type Store_RedisClusterConfig_ReadFrom int32 - -const ( - Store_RedisClusterConfig_MASTER Store_RedisClusterConfig_ReadFrom = 0 - Store_RedisClusterConfig_MASTER_PREFERRED Store_RedisClusterConfig_ReadFrom = 1 - Store_RedisClusterConfig_REPLICA Store_RedisClusterConfig_ReadFrom = 2 - Store_RedisClusterConfig_REPLICA_PREFERRED Store_RedisClusterConfig_ReadFrom = 3 -) - -// Enum value maps for Store_RedisClusterConfig_ReadFrom. -var ( - Store_RedisClusterConfig_ReadFrom_name = map[int32]string{ - 0: "MASTER", - 1: "MASTER_PREFERRED", - 2: "REPLICA", - 3: "REPLICA_PREFERRED", - } - Store_RedisClusterConfig_ReadFrom_value = map[string]int32{ - "MASTER": 0, - "MASTER_PREFERRED": 1, - "REPLICA": 2, - "REPLICA_PREFERRED": 3, - } -) - -func (x Store_RedisClusterConfig_ReadFrom) Enum() *Store_RedisClusterConfig_ReadFrom { - p := new(Store_RedisClusterConfig_ReadFrom) - *p = x - return p -} - -func (x Store_RedisClusterConfig_ReadFrom) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (Store_RedisClusterConfig_ReadFrom) Descriptor() protoreflect.EnumDescriptor { - return file_feast_core_Store_proto_enumTypes[1].Descriptor() -} - -func (Store_RedisClusterConfig_ReadFrom) Type() protoreflect.EnumType { - return &file_feast_core_Store_proto_enumTypes[1] -} - -func (x Store_RedisClusterConfig_ReadFrom) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use Store_RedisClusterConfig_ReadFrom.Descriptor instead. -func (Store_RedisClusterConfig_ReadFrom) EnumDescriptor() ([]byte, []int) { - return file_feast_core_Store_proto_rawDescGZIP(), []int{0, 1, 0} -} - -// Store provides a location where Feast reads and writes feature values. -// Feature values will be written to the Store in the form of FeatureRow elements. -// The way FeatureRow is encoded and decoded when it is written to and read from -// the Store depends on the type of the Store. -// -type Store struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of the store. - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // Type of store. - Type Store_StoreType `protobuf:"varint,2,opt,name=type,proto3,enum=feast.core.Store_StoreType" json:"type,omitempty"` - // Feature sets to subscribe to. - Subscriptions []*Store_Subscription `protobuf:"bytes,4,rep,name=subscriptions,proto3" json:"subscriptions,omitempty"` - // Configuration to connect to the store. Required. - // - // Types that are assignable to Config: - // *Store_RedisConfig_ - // *Store_RedisClusterConfig_ - Config isStore_Config `protobuf_oneof:"config"` -} - -func (x *Store) Reset() { - *x = Store{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_Store_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Store) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Store) ProtoMessage() {} - -func (x *Store) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_Store_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Store.ProtoReflect.Descriptor instead. -func (*Store) Descriptor() ([]byte, []int) { - return file_feast_core_Store_proto_rawDescGZIP(), []int{0} -} - -func (x *Store) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -func (x *Store) GetType() Store_StoreType { - if x != nil { - return x.Type - } - return Store_INVALID -} - -func (x *Store) GetSubscriptions() []*Store_Subscription { - if x != nil { - return x.Subscriptions - } - return nil -} - -func (m *Store) GetConfig() isStore_Config { - if m != nil { - return m.Config - } - return nil -} - -func (x *Store) GetRedisConfig() *Store_RedisConfig { - if x, ok := x.GetConfig().(*Store_RedisConfig_); ok { - return x.RedisConfig - } - return nil -} - -func (x *Store) GetRedisClusterConfig() *Store_RedisClusterConfig { - if x, ok := x.GetConfig().(*Store_RedisClusterConfig_); ok { - return x.RedisClusterConfig - } - return nil -} - -type isStore_Config interface { - isStore_Config() -} - -type Store_RedisConfig_ struct { - RedisConfig *Store_RedisConfig `protobuf:"bytes,11,opt,name=redis_config,json=redisConfig,proto3,oneof"` -} - -type Store_RedisClusterConfig_ struct { - RedisClusterConfig *Store_RedisClusterConfig `protobuf:"bytes,14,opt,name=redis_cluster_config,json=redisClusterConfig,proto3,oneof"` -} - -func (*Store_RedisConfig_) isStore_Config() {} - -func (*Store_RedisClusterConfig_) isStore_Config() {} - -type Store_RedisConfig struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Host string `protobuf:"bytes,1,opt,name=host,proto3" json:"host,omitempty"` - Port int32 `protobuf:"varint,2,opt,name=port,proto3" json:"port,omitempty"` - // Optional. The number of milliseconds to wait before retrying failed Redis connection. - // By default, Feast uses exponential backoff policy and "initial_backoff_ms" sets the initial wait duration. - InitialBackoffMs int32 `protobuf:"varint,3,opt,name=initial_backoff_ms,json=initialBackoffMs,proto3" json:"initial_backoff_ms,omitempty"` - // Optional. Maximum total number of retries for connecting to Redis. Default to zero retries. - MaxRetries int32 `protobuf:"varint,4,opt,name=max_retries,json=maxRetries,proto3" json:"max_retries,omitempty"` - // Optional. How often flush data to redis - FlushFrequencySeconds int32 `protobuf:"varint,5,opt,name=flush_frequency_seconds,json=flushFrequencySeconds,proto3" json:"flush_frequency_seconds,omitempty"` - // Optional. Connect over SSL. - Ssl bool `protobuf:"varint,6,opt,name=ssl,proto3" json:"ssl,omitempty"` -} - -func (x *Store_RedisConfig) Reset() { - *x = Store_RedisConfig{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_Store_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Store_RedisConfig) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Store_RedisConfig) ProtoMessage() {} - -func (x *Store_RedisConfig) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_Store_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Store_RedisConfig.ProtoReflect.Descriptor instead. -func (*Store_RedisConfig) Descriptor() ([]byte, []int) { - return file_feast_core_Store_proto_rawDescGZIP(), []int{0, 0} -} - -func (x *Store_RedisConfig) GetHost() string { - if x != nil { - return x.Host - } - return "" -} - -func (x *Store_RedisConfig) GetPort() int32 { - if x != nil { - return x.Port - } - return 0 -} - -func (x *Store_RedisConfig) GetInitialBackoffMs() int32 { - if x != nil { - return x.InitialBackoffMs - } - return 0 -} - -func (x *Store_RedisConfig) GetMaxRetries() int32 { - if x != nil { - return x.MaxRetries - } - return 0 -} - -func (x *Store_RedisConfig) GetFlushFrequencySeconds() int32 { - if x != nil { - return x.FlushFrequencySeconds - } - return 0 -} - -func (x *Store_RedisConfig) GetSsl() bool { - if x != nil { - return x.Ssl - } - return false -} - -type Store_RedisClusterConfig struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // List of Redis Uri for all the nodes in Redis Cluster, comma separated. Eg. host1:6379, host2:6379 - ConnectionString string `protobuf:"bytes,1,opt,name=connection_string,json=connectionString,proto3" json:"connection_string,omitempty"` - InitialBackoffMs int32 `protobuf:"varint,2,opt,name=initial_backoff_ms,json=initialBackoffMs,proto3" json:"initial_backoff_ms,omitempty"` - MaxRetries int32 `protobuf:"varint,3,opt,name=max_retries,json=maxRetries,proto3" json:"max_retries,omitempty"` - // Optional. How often flush data to redis - FlushFrequencySeconds int32 `protobuf:"varint,4,opt,name=flush_frequency_seconds,json=flushFrequencySeconds,proto3" json:"flush_frequency_seconds,omitempty"` - // Optional. Append a prefix to the Redis Key - KeyPrefix string `protobuf:"bytes,5,opt,name=key_prefix,json=keyPrefix,proto3" json:"key_prefix,omitempty"` - // Optional. Enable fallback to another key prefix if the original key is not present. - // Useful for migrating key prefix without re-ingestion. Disabled by default. - EnableFallback bool `protobuf:"varint,6,opt,name=enable_fallback,json=enableFallback,proto3" json:"enable_fallback,omitempty"` - // Optional. This would be the fallback prefix to use if enable_fallback is true. - FallbackPrefix string `protobuf:"bytes,7,opt,name=fallback_prefix,json=fallbackPrefix,proto3" json:"fallback_prefix,omitempty"` - ReadFrom Store_RedisClusterConfig_ReadFrom `protobuf:"varint,8,opt,name=read_from,json=readFrom,proto3,enum=feast.core.Store_RedisClusterConfig_ReadFrom" json:"read_from,omitempty"` -} - -func (x *Store_RedisClusterConfig) Reset() { - *x = Store_RedisClusterConfig{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_Store_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Store_RedisClusterConfig) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Store_RedisClusterConfig) ProtoMessage() {} - -func (x *Store_RedisClusterConfig) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_Store_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Store_RedisClusterConfig.ProtoReflect.Descriptor instead. -func (*Store_RedisClusterConfig) Descriptor() ([]byte, []int) { - return file_feast_core_Store_proto_rawDescGZIP(), []int{0, 1} -} - -func (x *Store_RedisClusterConfig) GetConnectionString() string { - if x != nil { - return x.ConnectionString - } - return "" -} - -func (x *Store_RedisClusterConfig) GetInitialBackoffMs() int32 { - if x != nil { - return x.InitialBackoffMs - } - return 0 -} - -func (x *Store_RedisClusterConfig) GetMaxRetries() int32 { - if x != nil { - return x.MaxRetries - } - return 0 -} - -func (x *Store_RedisClusterConfig) GetFlushFrequencySeconds() int32 { - if x != nil { - return x.FlushFrequencySeconds - } - return 0 -} - -func (x *Store_RedisClusterConfig) GetKeyPrefix() string { - if x != nil { - return x.KeyPrefix - } - return "" -} - -func (x *Store_RedisClusterConfig) GetEnableFallback() bool { - if x != nil { - return x.EnableFallback - } - return false -} - -func (x *Store_RedisClusterConfig) GetFallbackPrefix() string { - if x != nil { - return x.FallbackPrefix - } - return "" -} - -func (x *Store_RedisClusterConfig) GetReadFrom() Store_RedisClusterConfig_ReadFrom { - if x != nil { - return x.ReadFrom - } - return Store_RedisClusterConfig_MASTER -} - -type Store_Subscription struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of project that the feature sets belongs to. This can be one of - // - [project_name] - // - * - // If an asterisk is provided, filtering on projects will be disabled. All projects will - // be matched. It is NOT possible to provide an asterisk with a string in order to do - // pattern matching. - Project string `protobuf:"bytes,3,opt,name=project,proto3" json:"project,omitempty"` - // Name of the desired feature set. Asterisks can be used as wildcards in the name. - // Matching on names is only permitted if a specific project is defined. It is disallowed - // If the project name is set to "*" - // e.g. - // - * can be used to match all feature sets - // - my-feature-set* can be used to match all features prefixed by "my-feature-set" - // - my-feature-set-6 can be used to select a single feature set - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // All matches with exclude enabled will be filtered out instead of added - Exclude bool `protobuf:"varint,4,opt,name=exclude,proto3" json:"exclude,omitempty"` -} - -func (x *Store_Subscription) Reset() { - *x = Store_Subscription{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_core_Store_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Store_Subscription) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Store_Subscription) ProtoMessage() {} - -func (x *Store_Subscription) ProtoReflect() protoreflect.Message { - mi := &file_feast_core_Store_proto_msgTypes[3] - 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(*Store)(nil), // 2: feast.core.Store - (*Store_RedisConfig)(nil), // 3: feast.core.Store.RedisConfig - (*Store_RedisClusterConfig)(nil), // 4: feast.core.Store.RedisClusterConfig - (*Store_Subscription)(nil), // 5: feast.core.Store.Subscription -} -var file_feast_core_Store_proto_depIdxs = []int32{ - 0, // 0: feast.core.Store.type:type_name -> feast.core.Store.StoreType - 5, // 1: feast.core.Store.subscriptions:type_name -> feast.core.Store.Subscription - 3, // 2: feast.core.Store.redis_config:type_name -> feast.core.Store.RedisConfig - 4, // 3: feast.core.Store.redis_cluster_config:type_name -> feast.core.Store.RedisClusterConfig - 1, // 4: feast.core.Store.RedisClusterConfig.read_from:type_name -> feast.core.Store.RedisClusterConfig.ReadFrom - 5, // [5:5] is the sub-list for method output_type - 5, // [5:5] is the sub-list for method input_type - 5, // [5:5] is the sub-list for extension type_name - 5, // [5:5] is the sub-list for extension extendee - 0, // [0:5] is the sub-list for field type_name -} - 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-// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.19.4 -// source: feast/serving/ServingService.proto - -package serving - -import ( - context "context" - types "github.com/feast-dev/feast/sdk/go/protos/feast/types" - grpc "google.golang.org/grpc" - codes "google.golang.org/grpc/codes" - status "google.golang.org/grpc/status" - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - timestamppb "google.golang.org/protobuf/types/known/timestamppb" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -type FieldStatus int32 - -const ( - // Status is unset for this field. - FieldStatus_INVALID FieldStatus = 0 - // Field value is present for this field and age is within max age. - FieldStatus_PRESENT FieldStatus = 1 - // Values could be found for entity key and age is within max age, but - // this field value is assigned a value on ingestion into feast. - FieldStatus_NULL_VALUE FieldStatus = 2 - // Entity key did not return any values as they do not exist in Feast. - // This could suggest that the feature values have not yet been ingested - // into feast or the ingestion failed. - FieldStatus_NOT_FOUND FieldStatus = 3 - // Values could be found for entity key, but field values are outside the maximum - // allowable range. - FieldStatus_OUTSIDE_MAX_AGE FieldStatus = 4 -) - -// Enum value maps for FieldStatus. -var ( - FieldStatus_name = map[int32]string{ - 0: "INVALID", - 1: "PRESENT", - 2: "NULL_VALUE", - 3: "NOT_FOUND", - 4: "OUTSIDE_MAX_AGE", - } - FieldStatus_value = map[string]int32{ - "INVALID": 0, - "PRESENT": 1, - "NULL_VALUE": 2, - "NOT_FOUND": 3, - "OUTSIDE_MAX_AGE": 4, - } -) - -func (x FieldStatus) Enum() *FieldStatus { - p := new(FieldStatus) - *p = x - return p -} - -func (x FieldStatus) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (FieldStatus) Descriptor() protoreflect.EnumDescriptor { - return file_feast_serving_ServingService_proto_enumTypes[0].Descriptor() -} - -func (FieldStatus) Type() protoreflect.EnumType { - return &file_feast_serving_ServingService_proto_enumTypes[0] -} - -func (x FieldStatus) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use FieldStatus.Descriptor instead. -func (FieldStatus) EnumDescriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{0} -} - -type GetFeastServingInfoRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *GetFeastServingInfoRequest) Reset() { - *x = GetFeastServingInfoRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetFeastServingInfoRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetFeastServingInfoRequest) ProtoMessage() {} - -func (x *GetFeastServingInfoRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_serving_ServingService_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetFeastServingInfoRequest.ProtoReflect.Descriptor instead. -func (*GetFeastServingInfoRequest) Descriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{0} -} - -type GetFeastServingInfoResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Feast version of this serving deployment. - Version string `protobuf:"bytes,1,opt,name=version,proto3" json:"version,omitempty"` -} - -func (x *GetFeastServingInfoResponse) Reset() { - *x = GetFeastServingInfoResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetFeastServingInfoResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetFeastServingInfoResponse) ProtoMessage() {} - -func (x *GetFeastServingInfoResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_serving_ServingService_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetFeastServingInfoResponse.ProtoReflect.Descriptor instead. -func (*GetFeastServingInfoResponse) Descriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{1} -} - -func (x *GetFeastServingInfoResponse) GetVersion() string { - if x != nil { - return x.Version - } - return "" -} - -type FeatureReferenceV2 struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of the Feature View to retrieve the feature from. - FeatureViewName string `protobuf:"bytes,1,opt,name=feature_view_name,json=featureViewName,proto3" json:"feature_view_name,omitempty"` - // Name of the Feature to retrieve the feature from. - FeatureName string `protobuf:"bytes,2,opt,name=feature_name,json=featureName,proto3" json:"feature_name,omitempty"` -} - -func (x *FeatureReferenceV2) Reset() { - *x = FeatureReferenceV2{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureReferenceV2) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureReferenceV2) ProtoMessage() {} - -func (x *FeatureReferenceV2) ProtoReflect() protoreflect.Message { - mi := &file_feast_serving_ServingService_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureReferenceV2.ProtoReflect.Descriptor instead. -func (*FeatureReferenceV2) Descriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{2} -} - -func (x *FeatureReferenceV2) GetFeatureViewName() string { - if x != nil { - return x.FeatureViewName - } - return "" -} - -func (x *FeatureReferenceV2) GetFeatureName() string { - if x != nil { - return x.FeatureName - } - return "" -} - -// ToDo (oleksii): remove this message (since it's not used) and move EntityRow on package level -type GetOnlineFeaturesRequestV2 struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // List of features that are being retrieved - Features []*FeatureReferenceV2 `protobuf:"bytes,4,rep,name=features,proto3" json:"features,omitempty"` - // List of entity rows, containing entity id and timestamp data. - // Used during retrieval of feature rows and for joining feature - // rows into a final dataset - EntityRows []*GetOnlineFeaturesRequestV2_EntityRow `protobuf:"bytes,2,rep,name=entity_rows,json=entityRows,proto3" json:"entity_rows,omitempty"` - // Optional field to specify project name override. If specified, uses the - // given project for retrieval. Overrides the projects specified in - // Feature References if both are specified. - Project string `protobuf:"bytes,5,opt,name=project,proto3" json:"project,omitempty"` -} - -func (x *GetOnlineFeaturesRequestV2) Reset() { - *x = GetOnlineFeaturesRequestV2{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetOnlineFeaturesRequestV2) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetOnlineFeaturesRequestV2) ProtoMessage() {} - -func (x *GetOnlineFeaturesRequestV2) ProtoReflect() protoreflect.Message { - mi := &file_feast_serving_ServingService_proto_msgTypes[3] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetOnlineFeaturesRequestV2.ProtoReflect.Descriptor instead. -func (*GetOnlineFeaturesRequestV2) Descriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{3} -} - -func (x *GetOnlineFeaturesRequestV2) GetFeatures() []*FeatureReferenceV2 { - if x != nil { - return x.Features - } - return nil -} - -func (x *GetOnlineFeaturesRequestV2) GetEntityRows() []*GetOnlineFeaturesRequestV2_EntityRow { - if x != nil { - return x.EntityRows - } - return nil -} - -func (x *GetOnlineFeaturesRequestV2) GetProject() string { - if x != nil { - return x.Project - } - return "" -} - -// In JSON "val" field can be omitted -type FeatureList struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val []string `protobuf:"bytes,1,rep,name=val,proto3" json:"val,omitempty"` -} - -func (x *FeatureList) Reset() { - *x = FeatureList{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[4] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureList) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureList) ProtoMessage() {} - -func (x *FeatureList) ProtoReflect() protoreflect.Message { - mi := &file_feast_serving_ServingService_proto_msgTypes[4] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureList.ProtoReflect.Descriptor instead. -func (*FeatureList) Descriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{4} -} - -func (x *FeatureList) GetVal() []string { - if x != nil { - return x.Val - } - return nil -} - -type GetOnlineFeaturesRequest struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Types that are assignable to Kind: - // *GetOnlineFeaturesRequest_FeatureService - // *GetOnlineFeaturesRequest_Features - Kind isGetOnlineFeaturesRequest_Kind `protobuf_oneof:"kind"` - // The entity data is specified in a columnar format - // A map of entity name -> list of values - Entities map[string]*types.RepeatedValue `protobuf:"bytes,3,rep,name=entities,proto3" json:"entities,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - FullFeatureNames bool `protobuf:"varint,4,opt,name=full_feature_names,json=fullFeatureNames,proto3" json:"full_feature_names,omitempty"` - // Context for OnDemand Feature Transformation - // (was moved to dedicated parameter to avoid unnecessary separation logic on serving side) - // A map of variable name -> list of values - RequestContext map[string]*types.RepeatedValue `protobuf:"bytes,5,rep,name=request_context,json=requestContext,proto3" json:"request_context,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` -} - -func (x *GetOnlineFeaturesRequest) Reset() { - *x = GetOnlineFeaturesRequest{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[5] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetOnlineFeaturesRequest) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetOnlineFeaturesRequest) ProtoMessage() {} - -func (x *GetOnlineFeaturesRequest) ProtoReflect() protoreflect.Message { - mi := &file_feast_serving_ServingService_proto_msgTypes[5] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetOnlineFeaturesRequest.ProtoReflect.Descriptor instead. -func (*GetOnlineFeaturesRequest) Descriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{5} -} - -func (m *GetOnlineFeaturesRequest) GetKind() isGetOnlineFeaturesRequest_Kind { - if m != nil { - return m.Kind - } - return nil -} - -func (x *GetOnlineFeaturesRequest) GetFeatureService() string { - if x, ok := x.GetKind().(*GetOnlineFeaturesRequest_FeatureService); ok { - return x.FeatureService - } - return "" -} - -func (x *GetOnlineFeaturesRequest) GetFeatures() *FeatureList { - if x, ok := x.GetKind().(*GetOnlineFeaturesRequest_Features); ok { - return x.Features - } - return nil -} - -func (x *GetOnlineFeaturesRequest) GetEntities() map[string]*types.RepeatedValue { - if x != nil { - return x.Entities - } - return nil -} - -func (x *GetOnlineFeaturesRequest) GetFullFeatureNames() bool { - if x != nil { - return x.FullFeatureNames - } - return false -} - -func (x *GetOnlineFeaturesRequest) GetRequestContext() map[string]*types.RepeatedValue { - if x != nil { - return x.RequestContext - } - return nil -} - -type isGetOnlineFeaturesRequest_Kind interface { - isGetOnlineFeaturesRequest_Kind() -} - -type GetOnlineFeaturesRequest_FeatureService struct { - FeatureService string `protobuf:"bytes,1,opt,name=feature_service,json=featureService,proto3,oneof"` -} - -type GetOnlineFeaturesRequest_Features struct { - Features *FeatureList `protobuf:"bytes,2,opt,name=features,proto3,oneof"` -} - -func (*GetOnlineFeaturesRequest_FeatureService) isGetOnlineFeaturesRequest_Kind() {} - -func (*GetOnlineFeaturesRequest_Features) isGetOnlineFeaturesRequest_Kind() {} - -type GetOnlineFeaturesResponse struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Metadata *GetOnlineFeaturesResponseMetadata `protobuf:"bytes,1,opt,name=metadata,proto3" json:"metadata,omitempty"` - // Length of "results" array should match length of requested features. - // We also preserve the same order of features here as in metadata.feature_names - Results []*GetOnlineFeaturesResponse_FeatureVector `protobuf:"bytes,2,rep,name=results,proto3" json:"results,omitempty"` -} - -func (x *GetOnlineFeaturesResponse) Reset() { - *x = GetOnlineFeaturesResponse{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[6] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetOnlineFeaturesResponse) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetOnlineFeaturesResponse) ProtoMessage() {} - -func (x *GetOnlineFeaturesResponse) ProtoReflect() protoreflect.Message { - mi := &file_feast_serving_ServingService_proto_msgTypes[6] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetOnlineFeaturesResponse.ProtoReflect.Descriptor instead. -func (*GetOnlineFeaturesResponse) Descriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{6} -} - -func (x *GetOnlineFeaturesResponse) GetMetadata() *GetOnlineFeaturesResponseMetadata { - if x != nil { - return x.Metadata - } - return nil -} - -func (x *GetOnlineFeaturesResponse) GetResults() []*GetOnlineFeaturesResponse_FeatureVector { - if x != nil { - return x.Results - } - return nil -} - -type GetOnlineFeaturesResponseMetadata struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - FeatureNames *FeatureList `protobuf:"bytes,1,opt,name=feature_names,json=featureNames,proto3" json:"feature_names,omitempty"` -} - -func (x *GetOnlineFeaturesResponseMetadata) Reset() { - *x = GetOnlineFeaturesResponseMetadata{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[7] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetOnlineFeaturesResponseMetadata) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetOnlineFeaturesResponseMetadata) ProtoMessage() {} - -func (x *GetOnlineFeaturesResponseMetadata) ProtoReflect() protoreflect.Message { - mi := &file_feast_serving_ServingService_proto_msgTypes[7] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use GetOnlineFeaturesResponseMetadata.ProtoReflect.Descriptor instead. -func (*GetOnlineFeaturesResponseMetadata) Descriptor() ([]byte, []int) { - return file_feast_serving_ServingService_proto_rawDescGZIP(), []int{7} -} - -func (x *GetOnlineFeaturesResponseMetadata) GetFeatureNames() *FeatureList { - if x != nil { - return x.FeatureNames - } - return nil -} - -type GetOnlineFeaturesRequestV2_EntityRow struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Request timestamp of this row. This value will be used, - // together with maxAge, to determine feature staleness. - Timestamp *timestamppb.Timestamp `protobuf:"bytes,1,opt,name=timestamp,proto3" json:"timestamp,omitempty"` - // Map containing mapping of entity name to entity value. - Fields map[string]*types.Value `protobuf:"bytes,2,rep,name=fields,proto3" json:"fields,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` -} - -func (x *GetOnlineFeaturesRequestV2_EntityRow) Reset() { - *x = GetOnlineFeaturesRequestV2_EntityRow{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_serving_ServingService_proto_msgTypes[8] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *GetOnlineFeaturesRequestV2_EntityRow) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*GetOnlineFeaturesRequestV2_EntityRow) ProtoMessage() {} - -func (x *GetOnlineFeaturesRequestV2_EntityRow) ProtoReflect() protoreflect.Message { - 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file_feast_serving_ServingService_proto_rawDescData = protoimpl.X.CompressGZIP(file_feast_serving_ServingService_proto_rawDescData) - }) - return file_feast_serving_ServingService_proto_rawDescData -} - -var file_feast_serving_ServingService_proto_enumTypes = make([]protoimpl.EnumInfo, 1) -var file_feast_serving_ServingService_proto_msgTypes = make([]protoimpl.MessageInfo, 13) -var file_feast_serving_ServingService_proto_goTypes = []interface{}{ - (FieldStatus)(0), // 0: feast.serving.FieldStatus - (*GetFeastServingInfoRequest)(nil), // 1: feast.serving.GetFeastServingInfoRequest - (*GetFeastServingInfoResponse)(nil), // 2: feast.serving.GetFeastServingInfoResponse - (*FeatureReferenceV2)(nil), // 3: feast.serving.FeatureReferenceV2 - (*GetOnlineFeaturesRequestV2)(nil), // 4: feast.serving.GetOnlineFeaturesRequestV2 - (*FeatureList)(nil), // 5: feast.serving.FeatureList - (*GetOnlineFeaturesRequest)(nil), // 6: feast.serving.GetOnlineFeaturesRequest - (*GetOnlineFeaturesResponse)(nil), // 7: feast.serving.GetOnlineFeaturesResponse - (*GetOnlineFeaturesResponseMetadata)(nil), // 8: feast.serving.GetOnlineFeaturesResponseMetadata - (*GetOnlineFeaturesRequestV2_EntityRow)(nil), // 9: feast.serving.GetOnlineFeaturesRequestV2.EntityRow - nil, // 10: feast.serving.GetOnlineFeaturesRequestV2.EntityRow.FieldsEntry - nil, // 11: feast.serving.GetOnlineFeaturesRequest.EntitiesEntry - nil, // 12: feast.serving.GetOnlineFeaturesRequest.RequestContextEntry - (*GetOnlineFeaturesResponse_FeatureVector)(nil), // 13: feast.serving.GetOnlineFeaturesResponse.FeatureVector - (*timestamppb.Timestamp)(nil), // 14: google.protobuf.Timestamp - (*types.Value)(nil), // 15: feast.types.Value - (*types.RepeatedValue)(nil), // 16: feast.types.RepeatedValue -} -var file_feast_serving_ServingService_proto_depIdxs = []int32{ - 3, // 0: feast.serving.GetOnlineFeaturesRequestV2.features:type_name -> feast.serving.FeatureReferenceV2 - 9, // 1: feast.serving.GetOnlineFeaturesRequestV2.entity_rows:type_name -> feast.serving.GetOnlineFeaturesRequestV2.EntityRow - 5, // 2: feast.serving.GetOnlineFeaturesRequest.features:type_name -> feast.serving.FeatureList - 11, // 3: feast.serving.GetOnlineFeaturesRequest.entities:type_name -> feast.serving.GetOnlineFeaturesRequest.EntitiesEntry - 12, // 4: feast.serving.GetOnlineFeaturesRequest.request_context:type_name -> feast.serving.GetOnlineFeaturesRequest.RequestContextEntry - 8, // 5: feast.serving.GetOnlineFeaturesResponse.metadata:type_name -> feast.serving.GetOnlineFeaturesResponseMetadata - 13, // 6: feast.serving.GetOnlineFeaturesResponse.results:type_name -> feast.serving.GetOnlineFeaturesResponse.FeatureVector - 5, // 7: feast.serving.GetOnlineFeaturesResponseMetadata.feature_names:type_name -> feast.serving.FeatureList - 14, // 8: feast.serving.GetOnlineFeaturesRequestV2.EntityRow.timestamp:type_name -> google.protobuf.Timestamp - 10, // 9: feast.serving.GetOnlineFeaturesRequestV2.EntityRow.fields:type_name -> feast.serving.GetOnlineFeaturesRequestV2.EntityRow.FieldsEntry - 15, // 10: feast.serving.GetOnlineFeaturesRequestV2.EntityRow.FieldsEntry.value:type_name -> feast.types.Value - 16, // 11: feast.serving.GetOnlineFeaturesRequest.EntitiesEntry.value:type_name -> feast.types.RepeatedValue - 16, // 12: feast.serving.GetOnlineFeaturesRequest.RequestContextEntry.value:type_name -> feast.types.RepeatedValue - 15, // 13: feast.serving.GetOnlineFeaturesResponse.FeatureVector.values:type_name -> feast.types.Value - 0, // 14: feast.serving.GetOnlineFeaturesResponse.FeatureVector.statuses:type_name -> feast.serving.FieldStatus - 14, // 15: feast.serving.GetOnlineFeaturesResponse.FeatureVector.event_timestamps:type_name -> google.protobuf.Timestamp - 1, // 16: feast.serving.ServingService.GetFeastServingInfo:input_type -> feast.serving.GetFeastServingInfoRequest - 6, // 17: feast.serving.ServingService.GetOnlineFeatures:input_type -> feast.serving.GetOnlineFeaturesRequest - 2, // 18: feast.serving.ServingService.GetFeastServingInfo:output_type -> feast.serving.GetFeastServingInfoResponse - 7, // 19: feast.serving.ServingService.GetOnlineFeatures:output_type -> feast.serving.GetOnlineFeaturesResponse - 18, // [18:20] is the sub-list for method output_type - 16, // [16:18] is the sub-list for method input_type - 16, // [16:16] is the sub-list for extension type_name - 16, // [16:16] is the sub-list for extension extendee - 0, // [0:16] is the sub-list for field type_name -} - -func init() { file_feast_serving_ServingService_proto_init() } -func file_feast_serving_ServingService_proto_init() { - if File_feast_serving_ServingService_proto != nil { - return - } - if !protoimpl.UnsafeEnabled { - file_feast_serving_ServingService_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetFeastServingInfoRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetFeastServingInfoResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FeatureReferenceV2); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetOnlineFeaturesRequestV2); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FeatureList); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetOnlineFeaturesRequest); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetOnlineFeaturesResponse); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetOnlineFeaturesResponseMetadata); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetOnlineFeaturesRequestV2_EntityRow); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_feast_serving_ServingService_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*GetOnlineFeaturesResponse_FeatureVector); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - } - file_feast_serving_ServingService_proto_msgTypes[5].OneofWrappers = []interface{}{ - (*GetOnlineFeaturesRequest_FeatureService)(nil), - (*GetOnlineFeaturesRequest_Features)(nil), - } - type x struct{} - out := protoimpl.TypeBuilder{ - File: protoimpl.DescBuilder{ - GoPackagePath: reflect.TypeOf(x{}).PkgPath(), - RawDescriptor: file_feast_serving_ServingService_proto_rawDesc, - NumEnums: 1, - NumMessages: 13, - NumExtensions: 0, - NumServices: 1, - }, - GoTypes: file_feast_serving_ServingService_proto_goTypes, - DependencyIndexes: file_feast_serving_ServingService_proto_depIdxs, - EnumInfos: file_feast_serving_ServingService_proto_enumTypes, - MessageInfos: file_feast_serving_ServingService_proto_msgTypes, - }.Build() - File_feast_serving_ServingService_proto = out.File - file_feast_serving_ServingService_proto_rawDesc = nil - file_feast_serving_ServingService_proto_goTypes = nil - file_feast_serving_ServingService_proto_depIdxs = nil -} - -// Reference imports to suppress errors if they are not otherwise used. -var _ context.Context -var _ grpc.ClientConnInterface - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the grpc package it is being compiled against. -const _ = grpc.SupportPackageIsVersion6 - -// ServingServiceClient is the client API for ServingService service. -// -// For semantics around ctx use and closing/ending streaming RPCs, please refer to https://godoc.org/google.golang.org/grpc#ClientConn.NewStream. -type ServingServiceClient interface { - // Get information about this Feast serving. - GetFeastServingInfo(ctx context.Context, in *GetFeastServingInfoRequest, opts ...grpc.CallOption) (*GetFeastServingInfoResponse, error) - // Get online features synchronously. - GetOnlineFeatures(ctx context.Context, in *GetOnlineFeaturesRequest, opts ...grpc.CallOption) (*GetOnlineFeaturesResponse, error) -} - -type servingServiceClient struct { - cc grpc.ClientConnInterface -} - -func NewServingServiceClient(cc grpc.ClientConnInterface) ServingServiceClient { - return &servingServiceClient{cc} -} - -func (c *servingServiceClient) GetFeastServingInfo(ctx context.Context, in *GetFeastServingInfoRequest, opts ...grpc.CallOption) (*GetFeastServingInfoResponse, error) { - out := new(GetFeastServingInfoResponse) - err := c.cc.Invoke(ctx, "/feast.serving.ServingService/GetFeastServingInfo", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -func (c *servingServiceClient) GetOnlineFeatures(ctx context.Context, in *GetOnlineFeaturesRequest, opts ...grpc.CallOption) (*GetOnlineFeaturesResponse, error) { - out := new(GetOnlineFeaturesResponse) - err := c.cc.Invoke(ctx, "/feast.serving.ServingService/GetOnlineFeatures", in, out, opts...) - if err != nil { - return nil, err - } - return out, nil -} - -// ServingServiceServer is the server API for ServingService service. -type ServingServiceServer interface { - // Get information about this Feast serving. - GetFeastServingInfo(context.Context, *GetFeastServingInfoRequest) (*GetFeastServingInfoResponse, error) - // Get online features synchronously. - GetOnlineFeatures(context.Context, *GetOnlineFeaturesRequest) (*GetOnlineFeaturesResponse, error) -} - -// UnimplementedServingServiceServer can be embedded to have forward compatible implementations. -type UnimplementedServingServiceServer struct { -} - -func (*UnimplementedServingServiceServer) GetFeastServingInfo(context.Context, *GetFeastServingInfoRequest) (*GetFeastServingInfoResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method GetFeastServingInfo not implemented") -} -func (*UnimplementedServingServiceServer) GetOnlineFeatures(context.Context, *GetOnlineFeaturesRequest) (*GetOnlineFeaturesResponse, error) { - return nil, status.Errorf(codes.Unimplemented, "method GetOnlineFeatures not implemented") -} - -func RegisterServingServiceServer(s *grpc.Server, srv ServingServiceServer) { - s.RegisterService(&_ServingService_serviceDesc, srv) -} - -func _ServingService_GetFeastServingInfo_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(GetFeastServingInfoRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(ServingServiceServer).GetFeastServingInfo(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.serving.ServingService/GetFeastServingInfo", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(ServingServiceServer).GetFeastServingInfo(ctx, req.(*GetFeastServingInfoRequest)) - } - return interceptor(ctx, in, info, handler) -} - -func _ServingService_GetOnlineFeatures_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) { - in := new(GetOnlineFeaturesRequest) - if err := dec(in); err != nil { - return nil, err - } - if interceptor == nil { - return srv.(ServingServiceServer).GetOnlineFeatures(ctx, in) - } - info := &grpc.UnaryServerInfo{ - Server: srv, - FullMethod: "/feast.serving.ServingService/GetOnlineFeatures", - } - handler := func(ctx context.Context, req interface{}) (interface{}, error) { - return srv.(ServingServiceServer).GetOnlineFeatures(ctx, req.(*GetOnlineFeaturesRequest)) - } - return interceptor(ctx, in, info, handler) -} - -var _ServingService_serviceDesc = grpc.ServiceDesc{ - ServiceName: "feast.serving.ServingService", - HandlerType: (*ServingServiceServer)(nil), - Methods: []grpc.MethodDesc{ - { - MethodName: "GetFeastServingInfo", - Handler: _ServingService_GetFeastServingInfo_Handler, - }, - { - MethodName: "GetOnlineFeatures", - Handler: _ServingService_GetOnlineFeatures_Handler, - }, - }, - Streams: []grpc.StreamDesc{}, - Metadata: "feast/serving/ServingService.proto", -} diff --git a/sdk/go/protos/feast/storage/Redis.pb.go b/sdk/go/protos/feast/storage/Redis.pb.go deleted file mode 100644 index 35f38ba2a7..0000000000 --- a/sdk/go/protos/feast/storage/Redis.pb.go +++ /dev/null @@ -1,191 +0,0 @@ -// -// Copyright 2019 The Feast Authors -// -// Licensed under the Apache License, Version 2.0 (the "License"); -// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// https://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. - -// Code generated by protoc-gen-go. 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-// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// https://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. - -// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.19.4 -// source: feast/types/Value.proto - -package types - -import ( - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -type Null int32 - -const ( - Null_NULL Null = 0 -) - -// Enum value maps for Null. -var ( - Null_name = map[int32]string{ - 0: "NULL", - } - Null_value = map[string]int32{ - "NULL": 0, - } -) - -func (x Null) Enum() *Null { - p := new(Null) - *p = x - return p -} - -func (x Null) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (Null) Descriptor() protoreflect.EnumDescriptor { - return file_feast_types_Value_proto_enumTypes[0].Descriptor() -} - -func (Null) Type() protoreflect.EnumType { - return &file_feast_types_Value_proto_enumTypes[0] -} - -func (x Null) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use Null.Descriptor instead. -func (Null) EnumDescriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{0} -} - -type ValueType_Enum int32 - -const ( - ValueType_INVALID ValueType_Enum = 0 - ValueType_BYTES ValueType_Enum = 1 - ValueType_STRING ValueType_Enum = 2 - ValueType_INT32 ValueType_Enum = 3 - ValueType_INT64 ValueType_Enum = 4 - ValueType_DOUBLE ValueType_Enum = 5 - ValueType_FLOAT ValueType_Enum = 6 - ValueType_BOOL ValueType_Enum = 7 - ValueType_UNIX_TIMESTAMP ValueType_Enum = 8 - ValueType_BYTES_LIST ValueType_Enum = 11 - ValueType_STRING_LIST ValueType_Enum = 12 - ValueType_INT32_LIST ValueType_Enum = 13 - ValueType_INT64_LIST ValueType_Enum = 14 - ValueType_DOUBLE_LIST ValueType_Enum = 15 - ValueType_FLOAT_LIST ValueType_Enum = 16 - ValueType_BOOL_LIST ValueType_Enum = 17 - ValueType_UNIX_TIMESTAMP_LIST ValueType_Enum = 18 - ValueType_NULL ValueType_Enum = 19 -) - -// Enum value maps for ValueType_Enum. -var ( - ValueType_Enum_name = map[int32]string{ - 0: "INVALID", - 1: "BYTES", - 2: "STRING", - 3: "INT32", - 4: "INT64", - 5: "DOUBLE", - 6: "FLOAT", - 7: "BOOL", - 8: "UNIX_TIMESTAMP", - 11: "BYTES_LIST", - 12: "STRING_LIST", - 13: "INT32_LIST", - 14: "INT64_LIST", - 15: "DOUBLE_LIST", - 16: "FLOAT_LIST", - 17: "BOOL_LIST", - 18: "UNIX_TIMESTAMP_LIST", - 19: "NULL", - } - ValueType_Enum_value = map[string]int32{ - "INVALID": 0, - "BYTES": 1, - "STRING": 2, - "INT32": 3, - "INT64": 4, - "DOUBLE": 5, - "FLOAT": 6, - "BOOL": 7, - "UNIX_TIMESTAMP": 8, - "BYTES_LIST": 11, - "STRING_LIST": 12, - "INT32_LIST": 13, - "INT64_LIST": 14, - "DOUBLE_LIST": 15, - "FLOAT_LIST": 16, - "BOOL_LIST": 17, - "UNIX_TIMESTAMP_LIST": 18, - "NULL": 19, - } -) - -func (x ValueType_Enum) Enum() *ValueType_Enum { - p := new(ValueType_Enum) - *p = x - return p -} - -func (x ValueType_Enum) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (ValueType_Enum) Descriptor() protoreflect.EnumDescriptor { - return file_feast_types_Value_proto_enumTypes[1].Descriptor() -} - -func (ValueType_Enum) Type() protoreflect.EnumType { - return &file_feast_types_Value_proto_enumTypes[1] -} - -func (x ValueType_Enum) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use ValueType_Enum.Descriptor instead. -func (ValueType_Enum) EnumDescriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{0, 0} -} - -type ValueType struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *ValueType) Reset() { - *x = ValueType{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ValueType) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ValueType) ProtoMessage() {} - -func (x *ValueType) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ValueType.ProtoReflect.Descriptor instead. -func (*ValueType) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{0} -} - -type Value struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // ValueType is referenced by the metadata types, FeatureInfo and EntityInfo. - // The enum values do not have to match the oneof val field ids, but they should. - // In JSON "*_val" field can be omitted - // - // Types that are assignable to Val: - // *Value_BytesVal - // *Value_StringVal - // *Value_Int32Val - // *Value_Int64Val - // *Value_DoubleVal - // *Value_FloatVal - // *Value_BoolVal - // *Value_UnixTimestampVal - // *Value_BytesListVal - // *Value_StringListVal - // *Value_Int32ListVal - // *Value_Int64ListVal - // *Value_DoubleListVal - // *Value_FloatListVal - // *Value_BoolListVal - // *Value_UnixTimestampListVal - // *Value_NullVal - Val isValue_Val `protobuf_oneof:"val"` -} - -func (x *Value) Reset() { - *x = Value{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Value) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Value) ProtoMessage() {} - -func (x *Value) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Value.ProtoReflect.Descriptor instead. -func (*Value) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{1} -} - -func (m *Value) GetVal() isValue_Val { - if m != nil { - return m.Val - } - return nil -} - -func (x *Value) GetBytesVal() []byte { - if x, ok := x.GetVal().(*Value_BytesVal); ok { - return x.BytesVal - } - return nil -} - -func (x *Value) GetStringVal() string { - if x, ok := x.GetVal().(*Value_StringVal); ok { - return x.StringVal - } - return "" -} - -func (x *Value) GetInt32Val() int32 { - if x, ok := x.GetVal().(*Value_Int32Val); ok { - return x.Int32Val - } - return 0 -} - -func (x *Value) GetInt64Val() int64 { - if x, ok := x.GetVal().(*Value_Int64Val); ok { - return x.Int64Val - } - return 0 -} - -func (x *Value) GetDoubleVal() float64 { - if x, ok := x.GetVal().(*Value_DoubleVal); ok { - return x.DoubleVal - } - return 0 -} - -func (x *Value) GetFloatVal() float32 { - if x, ok := x.GetVal().(*Value_FloatVal); ok { - return x.FloatVal - } - return 0 -} - -func (x *Value) GetBoolVal() bool { - if x, ok := x.GetVal().(*Value_BoolVal); ok { - return x.BoolVal - } - return false -} - -func (x *Value) GetUnixTimestampVal() int64 { - if x, ok := x.GetVal().(*Value_UnixTimestampVal); ok { - return x.UnixTimestampVal - } - return 0 -} - -func (x *Value) GetBytesListVal() *BytesList { - if x, ok := x.GetVal().(*Value_BytesListVal); ok { - return x.BytesListVal - } - return nil -} - -func (x *Value) GetStringListVal() *StringList { - if x, ok := x.GetVal().(*Value_StringListVal); ok { - return x.StringListVal - } - return nil -} - -func (x *Value) GetInt32ListVal() *Int32List { - if x, ok := x.GetVal().(*Value_Int32ListVal); ok { - return x.Int32ListVal - } - return nil -} - -func (x *Value) GetInt64ListVal() *Int64List { - if x, ok := x.GetVal().(*Value_Int64ListVal); ok { - return x.Int64ListVal - } - return nil -} - -func (x *Value) GetDoubleListVal() *DoubleList { - if x, ok := x.GetVal().(*Value_DoubleListVal); ok { - return x.DoubleListVal - } - return nil -} - -func (x *Value) GetFloatListVal() *FloatList { - if x, ok := x.GetVal().(*Value_FloatListVal); ok { - return x.FloatListVal - } - return nil -} - -func (x *Value) GetBoolListVal() *BoolList { - if x, ok := x.GetVal().(*Value_BoolListVal); ok { - return x.BoolListVal - } - return nil -} - -func (x *Value) GetUnixTimestampListVal() *Int64List { - if x, ok := x.GetVal().(*Value_UnixTimestampListVal); ok { - return x.UnixTimestampListVal - } - return nil -} - -func (x *Value) GetNullVal() Null { - if x, ok := x.GetVal().(*Value_NullVal); ok { - return x.NullVal - } - return Null_NULL -} - -type isValue_Val interface { - isValue_Val() -} - -type Value_BytesVal struct { - BytesVal []byte `protobuf:"bytes,1,opt,name=bytes_val,json=bytesVal,proto3,oneof"` -} - -type Value_StringVal struct { - StringVal string `protobuf:"bytes,2,opt,name=string_val,json=stringVal,proto3,oneof"` -} - -type Value_Int32Val struct { - Int32Val int32 `protobuf:"varint,3,opt,name=int32_val,json=int32Val,proto3,oneof"` -} - -type Value_Int64Val struct { - Int64Val int64 `protobuf:"varint,4,opt,name=int64_val,json=int64Val,proto3,oneof"` -} - -type Value_DoubleVal struct { - DoubleVal float64 `protobuf:"fixed64,5,opt,name=double_val,json=doubleVal,proto3,oneof"` -} - -type Value_FloatVal struct { - FloatVal float32 `protobuf:"fixed32,6,opt,name=float_val,json=floatVal,proto3,oneof"` -} - -type Value_BoolVal struct { - BoolVal bool `protobuf:"varint,7,opt,name=bool_val,json=boolVal,proto3,oneof"` -} - -type Value_UnixTimestampVal struct { - UnixTimestampVal int64 `protobuf:"varint,8,opt,name=unix_timestamp_val,json=unixTimestampVal,proto3,oneof"` -} - -type Value_BytesListVal struct { - BytesListVal *BytesList `protobuf:"bytes,11,opt,name=bytes_list_val,json=bytesListVal,proto3,oneof"` -} - -type Value_StringListVal struct { - StringListVal *StringList `protobuf:"bytes,12,opt,name=string_list_val,json=stringListVal,proto3,oneof"` -} - -type Value_Int32ListVal struct { - Int32ListVal *Int32List `protobuf:"bytes,13,opt,name=int32_list_val,json=int32ListVal,proto3,oneof"` -} - -type Value_Int64ListVal struct { - Int64ListVal *Int64List `protobuf:"bytes,14,opt,name=int64_list_val,json=int64ListVal,proto3,oneof"` -} - -type Value_DoubleListVal struct { - DoubleListVal *DoubleList `protobuf:"bytes,15,opt,name=double_list_val,json=doubleListVal,proto3,oneof"` -} - -type Value_FloatListVal struct { - FloatListVal *FloatList `protobuf:"bytes,16,opt,name=float_list_val,json=floatListVal,proto3,oneof"` -} - -type Value_BoolListVal struct { - BoolListVal *BoolList `protobuf:"bytes,17,opt,name=bool_list_val,json=boolListVal,proto3,oneof"` -} - -type Value_UnixTimestampListVal struct { - UnixTimestampListVal *Int64List `protobuf:"bytes,18,opt,name=unix_timestamp_list_val,json=unixTimestampListVal,proto3,oneof"` -} - -type Value_NullVal struct { - NullVal Null `protobuf:"varint,19,opt,name=null_val,json=nullVal,proto3,enum=feast.types.Null,oneof"` -} - -func (*Value_BytesVal) isValue_Val() {} - -func (*Value_StringVal) isValue_Val() {} - -func (*Value_Int32Val) isValue_Val() {} - -func (*Value_Int64Val) isValue_Val() {} - -func (*Value_DoubleVal) isValue_Val() {} - -func (*Value_FloatVal) isValue_Val() {} - -func (*Value_BoolVal) isValue_Val() {} - -func (*Value_UnixTimestampVal) isValue_Val() {} - -func (*Value_BytesListVal) isValue_Val() {} - -func (*Value_StringListVal) isValue_Val() {} - -func (*Value_Int32ListVal) isValue_Val() {} - -func (*Value_Int64ListVal) isValue_Val() {} - -func (*Value_DoubleListVal) isValue_Val() {} - -func (*Value_FloatListVal) isValue_Val() {} - -func (*Value_BoolListVal) isValue_Val() {} - -func (*Value_UnixTimestampListVal) isValue_Val() {} - -func (*Value_NullVal) isValue_Val() {} - -type BytesList struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val [][]byte `protobuf:"bytes,1,rep,name=val,proto3" json:"val,omitempty"` -} - -func (x *BytesList) Reset() { - *x = BytesList{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *BytesList) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*BytesList) ProtoMessage() {} - -func (x *BytesList) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use BytesList.ProtoReflect.Descriptor instead. -func (*BytesList) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{2} -} - -func (x *BytesList) GetVal() [][]byte { - if x != nil { - return x.Val - } - return nil -} - -type StringList struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val []string `protobuf:"bytes,1,rep,name=val,proto3" json:"val,omitempty"` -} - -func (x *StringList) Reset() { - *x = StringList{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StringList) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StringList) ProtoMessage() {} - -func (x *StringList) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[3] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StringList.ProtoReflect.Descriptor instead. -func (*StringList) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{3} -} - -func (x *StringList) GetVal() []string { - if x != nil { - return x.Val - } - return nil -} - -type Int32List struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val []int32 `protobuf:"varint,1,rep,packed,name=val,proto3" json:"val,omitempty"` -} - -func (x *Int32List) Reset() { - *x = Int32List{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[4] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Int32List) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Int32List) ProtoMessage() {} - -func (x *Int32List) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[4] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Int32List.ProtoReflect.Descriptor instead. -func (*Int32List) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{4} -} - -func (x *Int32List) GetVal() []int32 { - if x != nil { - return x.Val - } - return nil -} - -type Int64List struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val []int64 `protobuf:"varint,1,rep,packed,name=val,proto3" json:"val,omitempty"` -} - -func (x *Int64List) Reset() { - *x = Int64List{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[5] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Int64List) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Int64List) ProtoMessage() {} - -func (x *Int64List) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[5] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Int64List.ProtoReflect.Descriptor instead. -func (*Int64List) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{5} -} - -func (x *Int64List) GetVal() []int64 { - if x != nil { - return x.Val - } - return nil -} - -type DoubleList struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val []float64 `protobuf:"fixed64,1,rep,packed,name=val,proto3" json:"val,omitempty"` -} - -func (x *DoubleList) Reset() { - *x = DoubleList{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[6] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DoubleList) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DoubleList) ProtoMessage() {} - -func (x *DoubleList) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[6] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DoubleList.ProtoReflect.Descriptor instead. -func (*DoubleList) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{6} -} - -func (x *DoubleList) GetVal() []float64 { - if x != nil { - return x.Val - } - return nil -} - -type FloatList struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val []float32 `protobuf:"fixed32,1,rep,packed,name=val,proto3" json:"val,omitempty"` -} - -func (x *FloatList) Reset() { - *x = FloatList{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[7] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FloatList) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FloatList) ProtoMessage() {} - -func (x *FloatList) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[7] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FloatList.ProtoReflect.Descriptor instead. -func (*FloatList) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{7} -} - -func (x *FloatList) GetVal() []float32 { - if x != nil { - return x.Val - } - return nil -} - -type BoolList struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val []bool `protobuf:"varint,1,rep,packed,name=val,proto3" json:"val,omitempty"` -} - -func (x *BoolList) Reset() { - *x = BoolList{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[8] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *BoolList) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*BoolList) ProtoMessage() {} - -func (x *BoolList) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[8] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use BoolList.ProtoReflect.Descriptor instead. -func (*BoolList) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{8} -} - -func (x *BoolList) GetVal() []bool { - if x != nil { - return x.Val - } - return nil -} - -// This is to avoid an issue of being unable to specify `repeated value` in oneofs or maps -// In JSON "val" field can be omitted -type RepeatedValue struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Val []*Value `protobuf:"bytes,1,rep,name=val,proto3" json:"val,omitempty"` -} - -func (x *RepeatedValue) Reset() { - *x = RepeatedValue{} - if protoimpl.UnsafeEnabled { - mi := &file_feast_types_Value_proto_msgTypes[9] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *RepeatedValue) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*RepeatedValue) ProtoMessage() {} - -func (x *RepeatedValue) ProtoReflect() protoreflect.Message { - mi := &file_feast_types_Value_proto_msgTypes[9] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use RepeatedValue.ProtoReflect.Descriptor instead. -func (*RepeatedValue) Descriptor() ([]byte, []int) { - return file_feast_types_Value_proto_rawDescGZIP(), []int{9} -} - -func (x *RepeatedValue) GetVal() []*Value { - 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All Rights Reserved. -// -// Licensed under the Apache License, Version 2.0 (the "License"); -// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// http://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. -// ============================================================================= - -// Code generated by protoc-gen-go. 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All Rights Reserved. -// -// Licensed under the Apache License, Version 2.0 (the "License"); -// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// http://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. -// ============================================================================= - -// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.11.2 -// source: tensorflow_metadata/proto/v0/schema.proto - -package v0 - -import ( - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - anypb "google.golang.org/protobuf/types/known/anypb" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -// LifecycleStage. Only UNKNOWN_STAGE, BETA, and PRODUCTION features are -// actually validated. -// PLANNED, ALPHA, and DEBUG are treated as DEPRECATED. -type LifecycleStage int32 - -const ( - LifecycleStage_UNKNOWN_STAGE LifecycleStage = 0 // Unknown stage. - LifecycleStage_PLANNED LifecycleStage = 1 // Planned feature, may not be created yet. - LifecycleStage_ALPHA LifecycleStage = 2 // Prototype feature, not used in experiments yet. - LifecycleStage_BETA LifecycleStage = 3 // Used in user-facing experiments. - LifecycleStage_PRODUCTION LifecycleStage = 4 // Used in a significant fraction of user traffic. - LifecycleStage_DEPRECATED LifecycleStage = 5 // No longer supported: do not use in new models. - LifecycleStage_DEBUG_ONLY LifecycleStage = 6 // Only exists for debugging purposes. -) - -// Enum value maps for LifecycleStage. -var ( - LifecycleStage_name = map[int32]string{ - 0: "UNKNOWN_STAGE", - 1: "PLANNED", - 2: "ALPHA", - 3: "BETA", - 4: "PRODUCTION", - 5: "DEPRECATED", - 6: "DEBUG_ONLY", - } - LifecycleStage_value = map[string]int32{ - "UNKNOWN_STAGE": 0, - "PLANNED": 1, - "ALPHA": 2, - "BETA": 3, - "PRODUCTION": 4, - "DEPRECATED": 5, - "DEBUG_ONLY": 6, - } -) - -func (x LifecycleStage) Enum() *LifecycleStage { - p := new(LifecycleStage) - *p = x - return p -} - -func (x LifecycleStage) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (LifecycleStage) Descriptor() protoreflect.EnumDescriptor { - return file_tensorflow_metadata_proto_v0_schema_proto_enumTypes[0].Descriptor() -} - -func (LifecycleStage) Type() protoreflect.EnumType { - return &file_tensorflow_metadata_proto_v0_schema_proto_enumTypes[0] -} - -func (x LifecycleStage) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Do not use. -func (x *LifecycleStage) UnmarshalJSON(b []byte) error { - num, err := protoimpl.X.UnmarshalJSONEnum(x.Descriptor(), b) - if err != nil { - return err - } - *x = LifecycleStage(num) - return nil -} - -// Deprecated: Use LifecycleStage.Descriptor instead. -func (LifecycleStage) EnumDescriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{0} -} - -// Describes the physical representation of a feature. -// It may be different than the logical representation, which -// is represented as a Domain. -type FeatureType int32 - -const ( - FeatureType_TYPE_UNKNOWN FeatureType = 0 - FeatureType_BYTES FeatureType = 1 - FeatureType_INT FeatureType = 2 - FeatureType_FLOAT FeatureType = 3 - FeatureType_STRUCT FeatureType = 4 -) - -// Enum value maps for FeatureType. -var ( - FeatureType_name = map[int32]string{ - 0: "TYPE_UNKNOWN", - 1: "BYTES", - 2: "INT", - 3: "FLOAT", - 4: "STRUCT", - } - FeatureType_value = map[string]int32{ - "TYPE_UNKNOWN": 0, - "BYTES": 1, - "INT": 2, - "FLOAT": 3, - "STRUCT": 4, - } -) - -func (x FeatureType) Enum() *FeatureType { - p := new(FeatureType) - *p = x - return p -} - -func (x FeatureType) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (FeatureType) Descriptor() protoreflect.EnumDescriptor { - return file_tensorflow_metadata_proto_v0_schema_proto_enumTypes[1].Descriptor() -} - -func (FeatureType) Type() protoreflect.EnumType { - return &file_tensorflow_metadata_proto_v0_schema_proto_enumTypes[1] -} - -func (x FeatureType) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Do not use. -func (x *FeatureType) UnmarshalJSON(b []byte) error { - num, err := protoimpl.X.UnmarshalJSONEnum(x.Descriptor(), b) - if err != nil { - return err - } - *x = FeatureType(num) - return nil -} - -// Deprecated: Use FeatureType.Descriptor instead. -func (FeatureType) EnumDescriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{1} -} - -type TimeDomain_IntegerTimeFormat int32 - -const ( - TimeDomain_FORMAT_UNKNOWN TimeDomain_IntegerTimeFormat = 0 - TimeDomain_UNIX_DAYS TimeDomain_IntegerTimeFormat = 5 // Number of days since 1970-01-01. - TimeDomain_UNIX_SECONDS TimeDomain_IntegerTimeFormat = 1 - TimeDomain_UNIX_MILLISECONDS TimeDomain_IntegerTimeFormat = 2 - TimeDomain_UNIX_MICROSECONDS TimeDomain_IntegerTimeFormat = 3 - TimeDomain_UNIX_NANOSECONDS TimeDomain_IntegerTimeFormat = 4 -) - -// Enum value maps for TimeDomain_IntegerTimeFormat. -var ( - TimeDomain_IntegerTimeFormat_name = map[int32]string{ - 0: "FORMAT_UNKNOWN", - 5: "UNIX_DAYS", - 1: "UNIX_SECONDS", - 2: "UNIX_MILLISECONDS", - 3: "UNIX_MICROSECONDS", - 4: "UNIX_NANOSECONDS", - } - TimeDomain_IntegerTimeFormat_value = map[string]int32{ - "FORMAT_UNKNOWN": 0, - "UNIX_DAYS": 5, - "UNIX_SECONDS": 1, - "UNIX_MILLISECONDS": 2, - "UNIX_MICROSECONDS": 3, - "UNIX_NANOSECONDS": 4, - } -) - -func (x TimeDomain_IntegerTimeFormat) Enum() *TimeDomain_IntegerTimeFormat { - p := new(TimeDomain_IntegerTimeFormat) - *p = x - return p -} - -func (x TimeDomain_IntegerTimeFormat) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (TimeDomain_IntegerTimeFormat) Descriptor() protoreflect.EnumDescriptor { - return file_tensorflow_metadata_proto_v0_schema_proto_enumTypes[2].Descriptor() -} - -func (TimeDomain_IntegerTimeFormat) Type() protoreflect.EnumType { - return &file_tensorflow_metadata_proto_v0_schema_proto_enumTypes[2] -} - -func (x TimeDomain_IntegerTimeFormat) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Do not use. -func (x *TimeDomain_IntegerTimeFormat) UnmarshalJSON(b []byte) error { - num, err := protoimpl.X.UnmarshalJSONEnum(x.Descriptor(), b) - if err != nil { - return err - } - *x = TimeDomain_IntegerTimeFormat(num) - return nil -} - -// Deprecated: Use TimeDomain_IntegerTimeFormat.Descriptor instead. -func (TimeDomain_IntegerTimeFormat) EnumDescriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{19, 0} -} - -type TimeOfDayDomain_IntegerTimeOfDayFormat int32 - -const ( - TimeOfDayDomain_FORMAT_UNKNOWN TimeOfDayDomain_IntegerTimeOfDayFormat = 0 - // Time values, containing hour/minute/second/nanos, encoded into 8-byte - // bit fields following the ZetaSQL convention: - // 6 5 4 3 2 1 - // MSB 3210987654321098765432109876543210987654321098765432109876543210 LSB - // | H || M || S ||---------- nanos -----------| - TimeOfDayDomain_PACKED_64_NANOS TimeOfDayDomain_IntegerTimeOfDayFormat = 1 -) - -// Enum value maps for TimeOfDayDomain_IntegerTimeOfDayFormat. -var ( - TimeOfDayDomain_IntegerTimeOfDayFormat_name = map[int32]string{ - 0: "FORMAT_UNKNOWN", - 1: "PACKED_64_NANOS", - } - TimeOfDayDomain_IntegerTimeOfDayFormat_value = map[string]int32{ - "FORMAT_UNKNOWN": 0, - "PACKED_64_NANOS": 1, - } -) - -func (x TimeOfDayDomain_IntegerTimeOfDayFormat) Enum() *TimeOfDayDomain_IntegerTimeOfDayFormat { - p := new(TimeOfDayDomain_IntegerTimeOfDayFormat) - *p = x - return p -} - -func (x TimeOfDayDomain_IntegerTimeOfDayFormat) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (TimeOfDayDomain_IntegerTimeOfDayFormat) Descriptor() protoreflect.EnumDescriptor { - return file_tensorflow_metadata_proto_v0_schema_proto_enumTypes[3].Descriptor() -} - -func (TimeOfDayDomain_IntegerTimeOfDayFormat) Type() protoreflect.EnumType { - return &file_tensorflow_metadata_proto_v0_schema_proto_enumTypes[3] -} - -func (x TimeOfDayDomain_IntegerTimeOfDayFormat) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Do not use. -func (x *TimeOfDayDomain_IntegerTimeOfDayFormat) UnmarshalJSON(b []byte) error { - num, err := protoimpl.X.UnmarshalJSONEnum(x.Descriptor(), b) - if err != nil { - return err - } - *x = TimeOfDayDomain_IntegerTimeOfDayFormat(num) - return nil -} - -// Deprecated: Use TimeOfDayDomain_IntegerTimeOfDayFormat.Descriptor instead. -func (TimeOfDayDomain_IntegerTimeOfDayFormat) EnumDescriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{20, 0} -} - -// -// Message to represent schema information. -// NextID: 14 -type Schema struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Features described in this schema. - Feature []*Feature `protobuf:"bytes,1,rep,name=feature" json:"feature,omitempty"` - // Sparse features described in this schema. - SparseFeature []*SparseFeature `protobuf:"bytes,6,rep,name=sparse_feature,json=sparseFeature" json:"sparse_feature,omitempty"` - // Weighted features described in this schema. - WeightedFeature []*WeightedFeature `protobuf:"bytes,12,rep,name=weighted_feature,json=weightedFeature" json:"weighted_feature,omitempty"` - // declared as top-level features in . - // String domains referenced in the features. - StringDomain []*StringDomain `protobuf:"bytes,4,rep,name=string_domain,json=stringDomain" json:"string_domain,omitempty"` - // top level float domains that can be reused by features - FloatDomain []*FloatDomain `protobuf:"bytes,9,rep,name=float_domain,json=floatDomain" json:"float_domain,omitempty"` - // top level int domains that can be reused by features - IntDomain []*IntDomain `protobuf:"bytes,10,rep,name=int_domain,json=intDomain" json:"int_domain,omitempty"` - // Default environments for each feature. - // An environment represents both a type of location (e.g. a server or phone) - // and a time (e.g. right before model X is run). In the standard scenario, - // 99% of the features should be in the default environments TRAINING, - // SERVING, and the LABEL (or labels) AND WEIGHT is only available at TRAINING - // (not at serving). - // Other possible variations: - // 1. There may be TRAINING_MOBILE, SERVING_MOBILE, TRAINING_SERVICE, - // and SERVING_SERVICE. - // 2. If one is ensembling three models, where the predictions of the first - // three models are available for the ensemble model, there may be - // TRAINING, SERVING_INITIAL, SERVING_ENSEMBLE. - // See FeatureProto::not_in_environment and FeatureProto::in_environment. - DefaultEnvironment []string `protobuf:"bytes,5,rep,name=default_environment,json=defaultEnvironment" json:"default_environment,omitempty"` - // Additional information about the schema as a whole. Features may also - // be annotated individually. - Annotation *Annotation `protobuf:"bytes,8,opt,name=annotation" json:"annotation,omitempty"` - // Dataset-level constraints. This is currently used for specifying - // information about changes in num_examples. - DatasetConstraints *DatasetConstraints `protobuf:"bytes,11,opt,name=dataset_constraints,json=datasetConstraints" json:"dataset_constraints,omitempty"` - // TensorRepresentation groups. The keys are the names of the groups. - // Key "" (empty string) denotes the "default" group, which is what should - // be used when a group name is not provided. - // See the documentation at TensorRepresentationGroup for more info. - // Under development. DO NOT USE. - TensorRepresentationGroup map[string]*TensorRepresentationGroup `protobuf:"bytes,13,rep,name=tensor_representation_group,json=tensorRepresentationGroup" json:"tensor_representation_group,omitempty" protobuf_key:"bytes,1,opt,name=key" protobuf_val:"bytes,2,opt,name=value"` -} - -func (x *Schema) Reset() { - *x = Schema{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Schema) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Schema) ProtoMessage() {} - -func (x *Schema) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Schema.ProtoReflect.Descriptor instead. -func (*Schema) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{0} -} - -func (x *Schema) GetFeature() []*Feature { - if x != nil { - return x.Feature - } - return nil -} - -func (x *Schema) GetSparseFeature() []*SparseFeature { - if x != nil { - return x.SparseFeature - } - return nil -} - -func (x *Schema) GetWeightedFeature() []*WeightedFeature { - if x != nil { - return x.WeightedFeature - } - return nil -} - -func (x *Schema) GetStringDomain() []*StringDomain { - if x != nil { - return x.StringDomain - } - return nil -} - -func (x *Schema) GetFloatDomain() []*FloatDomain { - if x != nil { - return x.FloatDomain - } - return nil -} - -func (x *Schema) GetIntDomain() []*IntDomain { - if x != nil { - return x.IntDomain - } - return nil -} - -func (x *Schema) GetDefaultEnvironment() []string { - if x != nil { - return x.DefaultEnvironment - } - return nil -} - -func (x *Schema) GetAnnotation() *Annotation { - if x != nil { - return x.Annotation - } - return nil -} - -func (x *Schema) GetDatasetConstraints() *DatasetConstraints { - if x != nil { - return x.DatasetConstraints - } - return nil -} - -func (x *Schema) GetTensorRepresentationGroup() map[string]*TensorRepresentationGroup { - if x != nil { - return x.TensorRepresentationGroup - } - return nil -} - -// Describes schema-level information about a specific feature. -// NextID: 31 -type Feature struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The name of the feature. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` // required - // This field is no longer supported. Instead, use: - // lifecycle_stage: DEPRECATED - // TODO(b/111450258): remove this. - // - // Deprecated: Do not use. - Deprecated *bool `protobuf:"varint,2,opt,name=deprecated" json:"deprecated,omitempty"` - // Types that are assignable to PresenceConstraints: - // *Feature_Presence - // *Feature_GroupPresence - PresenceConstraints isFeature_PresenceConstraints `protobuf_oneof:"presence_constraints"` - // The shape of the feature which governs the number of values that appear in - // each example. - // - // Types that are assignable to ShapeType: - // *Feature_Shape - // *Feature_ValueCount - ShapeType isFeature_ShapeType `protobuf_oneof:"shape_type"` - // Physical type of the feature's values. - // Note that you can have: - // type: BYTES - // int_domain: { - // min: 0 - // max: 3 - // } - // This would be a field that is syntactically BYTES (i.e. strings), but - // semantically an int, i.e. it would be "0", "1", "2", or "3". - Type *FeatureType `protobuf:"varint,6,opt,name=type,enum=tensorflow.metadata.v0.FeatureType" json:"type,omitempty"` - // Domain for the values of the feature. - // - // Types that are assignable to DomainInfo: - // *Feature_Domain - // *Feature_IntDomain - // *Feature_FloatDomain - // *Feature_StringDomain - // *Feature_BoolDomain - // *Feature_StructDomain - // *Feature_NaturalLanguageDomain - // *Feature_ImageDomain - // *Feature_MidDomain - // *Feature_UrlDomain - // *Feature_TimeDomain - // *Feature_TimeOfDayDomain - DomainInfo isFeature_DomainInfo `protobuf_oneof:"domain_info"` - // Constraints on the distribution of the feature values. - // Currently only supported for StringDomains. - // TODO(b/69473628): Extend functionality to other domain types. - DistributionConstraints *DistributionConstraints `protobuf:"bytes,15,opt,name=distribution_constraints,json=distributionConstraints" json:"distribution_constraints,omitempty"` - // Additional information about the feature for documentation purpose. - Annotation *Annotation `protobuf:"bytes,16,opt,name=annotation" json:"annotation,omitempty"` - // Tests comparing the distribution to the associated serving data. - SkewComparator *FeatureComparator `protobuf:"bytes,18,opt,name=skew_comparator,json=skewComparator" json:"skew_comparator,omitempty"` - // Tests comparing the distribution between two consecutive spans (e.g. days). - DriftComparator *FeatureComparator `protobuf:"bytes,21,opt,name=drift_comparator,json=driftComparator" json:"drift_comparator,omitempty"` - // List of environments this feature is present in. - // Should be disjoint from not_in_environment. - // This feature is in environment "foo" if: - // ("foo" is in in_environment or default_environments) AND - // "foo" is not in not_in_environment. - // See Schema::default_environments. - InEnvironment []string `protobuf:"bytes,20,rep,name=in_environment,json=inEnvironment" json:"in_environment,omitempty"` - // List of environments this feature is not present in. - // Should be disjoint from of in_environment. - // See Schema::default_environments and in_environment. - NotInEnvironment []string `protobuf:"bytes,19,rep,name=not_in_environment,json=notInEnvironment" json:"not_in_environment,omitempty"` - // The lifecycle stage of a feature. It can also apply to its descendants. - // i.e., if a struct is DEPRECATED, its children are implicitly deprecated. - LifecycleStage *LifecycleStage `protobuf:"varint,22,opt,name=lifecycle_stage,json=lifecycleStage,enum=tensorflow.metadata.v0.LifecycleStage" json:"lifecycle_stage,omitempty"` -} - -func (x *Feature) Reset() { - *x = Feature{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Feature) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Feature) ProtoMessage() {} - -func (x *Feature) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Feature.ProtoReflect.Descriptor instead. -func (*Feature) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{1} -} - -func (x *Feature) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -// Deprecated: Do not use. -func (x *Feature) GetDeprecated() bool { - if x != nil && x.Deprecated != nil { - return *x.Deprecated - } - return false -} - -func (m *Feature) GetPresenceConstraints() isFeature_PresenceConstraints { - if m != nil { - return m.PresenceConstraints - } - return nil -} - -func (x *Feature) GetPresence() *FeaturePresence { - if x, ok := x.GetPresenceConstraints().(*Feature_Presence); ok { - return x.Presence - } - return nil -} - -func (x *Feature) GetGroupPresence() *FeaturePresenceWithinGroup { - if x, ok := x.GetPresenceConstraints().(*Feature_GroupPresence); ok { - return x.GroupPresence - } - return nil -} - -func (m *Feature) GetShapeType() isFeature_ShapeType { - if m != nil { - return m.ShapeType - } - return nil -} - -func (x *Feature) GetShape() *FixedShape { - if x, ok := x.GetShapeType().(*Feature_Shape); ok { - return x.Shape - } - return nil -} - -func (x *Feature) GetValueCount() *ValueCount { - if x, ok := x.GetShapeType().(*Feature_ValueCount); ok { - return x.ValueCount - } - return nil -} - -func (x *Feature) GetType() FeatureType { - if x != nil && x.Type != nil { - return *x.Type - } - return FeatureType_TYPE_UNKNOWN -} - -func (m *Feature) GetDomainInfo() isFeature_DomainInfo { - if m != nil { - return m.DomainInfo - } - return nil -} - -func (x *Feature) GetDomain() string { - if x, ok := x.GetDomainInfo().(*Feature_Domain); ok { - return x.Domain - } - return "" -} - -func (x *Feature) GetIntDomain() *IntDomain { - if x, ok := x.GetDomainInfo().(*Feature_IntDomain); ok { - return x.IntDomain - } - return nil -} - -func (x *Feature) GetFloatDomain() *FloatDomain { - if x, ok := x.GetDomainInfo().(*Feature_FloatDomain); ok { - return x.FloatDomain - } - return nil -} - -func (x *Feature) GetStringDomain() *StringDomain { - if x, ok := x.GetDomainInfo().(*Feature_StringDomain); ok { - return x.StringDomain - } - return nil -} - -func (x *Feature) GetBoolDomain() *BoolDomain { - if x, ok := x.GetDomainInfo().(*Feature_BoolDomain); ok { - return x.BoolDomain - } - return nil -} - -func (x *Feature) GetStructDomain() *StructDomain { - if x, ok := x.GetDomainInfo().(*Feature_StructDomain); ok { - return x.StructDomain - } - return nil -} - -func (x *Feature) GetNaturalLanguageDomain() *NaturalLanguageDomain { - if x, ok := x.GetDomainInfo().(*Feature_NaturalLanguageDomain); ok { - return x.NaturalLanguageDomain - } - return nil -} - -func (x *Feature) GetImageDomain() *ImageDomain { - if x, ok := x.GetDomainInfo().(*Feature_ImageDomain); ok { - return x.ImageDomain - } - return nil -} - -func (x *Feature) GetMidDomain() *MIDDomain { - if x, ok := x.GetDomainInfo().(*Feature_MidDomain); ok { - return x.MidDomain - } - return nil -} - -func (x *Feature) GetUrlDomain() *URLDomain { - if x, ok := x.GetDomainInfo().(*Feature_UrlDomain); ok { - return x.UrlDomain - } - return nil -} - -func (x *Feature) GetTimeDomain() *TimeDomain { - if x, ok := x.GetDomainInfo().(*Feature_TimeDomain); ok { - return x.TimeDomain - } - return nil -} - -func (x *Feature) GetTimeOfDayDomain() *TimeOfDayDomain { - if x, ok := x.GetDomainInfo().(*Feature_TimeOfDayDomain); ok { - return x.TimeOfDayDomain - } - return nil -} - -func (x *Feature) GetDistributionConstraints() *DistributionConstraints { - if x != nil { - return x.DistributionConstraints - } - return nil -} - -func (x *Feature) GetAnnotation() *Annotation { - if x != nil { - return x.Annotation - } - return nil -} - -func (x *Feature) GetSkewComparator() *FeatureComparator { - if x != nil { - return x.SkewComparator - } - return nil -} - -func (x *Feature) GetDriftComparator() *FeatureComparator { - if x != nil { - return x.DriftComparator - } - return nil -} - -func (x *Feature) GetInEnvironment() []string { - if x != nil { - return x.InEnvironment - } - return nil -} - -func (x *Feature) GetNotInEnvironment() []string { - if x != nil { - return x.NotInEnvironment - } - return nil -} - -func (x *Feature) GetLifecycleStage() LifecycleStage { - if x != nil && x.LifecycleStage != nil { - return *x.LifecycleStage - } - return LifecycleStage_UNKNOWN_STAGE -} - -type isFeature_PresenceConstraints interface { - isFeature_PresenceConstraints() -} - -type Feature_Presence struct { - // Constraints on the presence of this feature in the examples. - Presence *FeaturePresence `protobuf:"bytes,14,opt,name=presence,oneof"` -} - -type Feature_GroupPresence struct { - // Only used in the context of a "group" context, e.g., inside a sequence. - GroupPresence *FeaturePresenceWithinGroup `protobuf:"bytes,17,opt,name=group_presence,json=groupPresence,oneof"` -} - -func (*Feature_Presence) isFeature_PresenceConstraints() {} - -func (*Feature_GroupPresence) isFeature_PresenceConstraints() {} - -type isFeature_ShapeType interface { - isFeature_ShapeType() -} - -type Feature_Shape struct { - // The feature has a fixed shape corresponding to a multi-dimensional - // tensor. - Shape *FixedShape `protobuf:"bytes,23,opt,name=shape,oneof"` -} - -type Feature_ValueCount struct { - // The feature doesn't have a well defined shape. All we know are limits on - // the minimum and maximum number of values. - ValueCount *ValueCount `protobuf:"bytes,5,opt,name=value_count,json=valueCount,oneof"` -} - -func (*Feature_Shape) isFeature_ShapeType() {} - -func (*Feature_ValueCount) isFeature_ShapeType() {} - -type isFeature_DomainInfo interface { - isFeature_DomainInfo() -} - -type Feature_Domain struct { - // Reference to a domain defined at the schema level. - Domain string `protobuf:"bytes,7,opt,name=domain,oneof"` -} - -type Feature_IntDomain struct { - // Inline definitions of domains. - IntDomain *IntDomain `protobuf:"bytes,9,opt,name=int_domain,json=intDomain,oneof"` -} - -type Feature_FloatDomain struct { - FloatDomain *FloatDomain `protobuf:"bytes,10,opt,name=float_domain,json=floatDomain,oneof"` -} - -type Feature_StringDomain struct { - StringDomain *StringDomain `protobuf:"bytes,11,opt,name=string_domain,json=stringDomain,oneof"` -} - -type Feature_BoolDomain struct { - BoolDomain *BoolDomain `protobuf:"bytes,13,opt,name=bool_domain,json=boolDomain,oneof"` -} - -type Feature_StructDomain struct { - StructDomain *StructDomain `protobuf:"bytes,29,opt,name=struct_domain,json=structDomain,oneof"` -} - -type Feature_NaturalLanguageDomain struct { - // Supported semantic domains. - NaturalLanguageDomain *NaturalLanguageDomain `protobuf:"bytes,24,opt,name=natural_language_domain,json=naturalLanguageDomain,oneof"` -} - -type Feature_ImageDomain struct { - ImageDomain *ImageDomain `protobuf:"bytes,25,opt,name=image_domain,json=imageDomain,oneof"` -} - -type Feature_MidDomain struct { - MidDomain *MIDDomain `protobuf:"bytes,26,opt,name=mid_domain,json=midDomain,oneof"` -} - -type Feature_UrlDomain struct { - UrlDomain *URLDomain `protobuf:"bytes,27,opt,name=url_domain,json=urlDomain,oneof"` -} - -type Feature_TimeDomain struct { - TimeDomain *TimeDomain `protobuf:"bytes,28,opt,name=time_domain,json=timeDomain,oneof"` -} - -type Feature_TimeOfDayDomain struct { - TimeOfDayDomain *TimeOfDayDomain `protobuf:"bytes,30,opt,name=time_of_day_domain,json=timeOfDayDomain,oneof"` -} - -func (*Feature_Domain) isFeature_DomainInfo() {} - -func (*Feature_IntDomain) isFeature_DomainInfo() {} - -func (*Feature_FloatDomain) isFeature_DomainInfo() {} - -func (*Feature_StringDomain) isFeature_DomainInfo() {} - -func (*Feature_BoolDomain) isFeature_DomainInfo() {} - -func (*Feature_StructDomain) isFeature_DomainInfo() {} - -func (*Feature_NaturalLanguageDomain) isFeature_DomainInfo() {} - -func (*Feature_ImageDomain) isFeature_DomainInfo() {} - -func (*Feature_MidDomain) isFeature_DomainInfo() {} - -func (*Feature_UrlDomain) isFeature_DomainInfo() {} - -func (*Feature_TimeDomain) isFeature_DomainInfo() {} - -func (*Feature_TimeOfDayDomain) isFeature_DomainInfo() {} - -// Additional information about the schema or about a feature. -type Annotation struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Tags can be used to mark features. For example, tag on user_age feature can - // be `user_feature`, tag on user_country feature can be `location_feature`, - // `user_feature`. - Tag []string `protobuf:"bytes,1,rep,name=tag" json:"tag,omitempty"` - // Free-text comments. This can be used as a description of the feature, - // developer notes etc. - Comment []string `protobuf:"bytes,2,rep,name=comment" json:"comment,omitempty"` - // Application-specific metadata may be attached here. - ExtraMetadata []*anypb.Any `protobuf:"bytes,3,rep,name=extra_metadata,json=extraMetadata" json:"extra_metadata,omitempty"` -} - -func (x *Annotation) Reset() { - *x = Annotation{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Annotation) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Annotation) ProtoMessage() {} - -func (x *Annotation) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Annotation.ProtoReflect.Descriptor instead. -func (*Annotation) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{2} -} - -func (x *Annotation) GetTag() []string { - if x != nil { - return x.Tag - } - return nil -} - -func (x *Annotation) GetComment() []string { - if x != nil { - return x.Comment - } - return nil -} - -func (x *Annotation) GetExtraMetadata() []*anypb.Any { - if x != nil { - return x.ExtraMetadata - } - return nil -} - -// Checks that the ratio of the current value to the previous value is not below -// the min_fraction_threshold or above the max_fraction_threshold. That is, -// previous value * min_fraction_threshold <= current value <= -// previous value * max_fraction_threshold. -// To specify that the value cannot change, set both min_fraction_threshold and -// max_fraction_threshold to 1.0. -type NumericValueComparator struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - MinFractionThreshold *float64 `protobuf:"fixed64,1,opt,name=min_fraction_threshold,json=minFractionThreshold" json:"min_fraction_threshold,omitempty"` - MaxFractionThreshold *float64 `protobuf:"fixed64,2,opt,name=max_fraction_threshold,json=maxFractionThreshold" json:"max_fraction_threshold,omitempty"` -} - -func (x *NumericValueComparator) Reset() { - *x = NumericValueComparator{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *NumericValueComparator) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*NumericValueComparator) ProtoMessage() {} - -func (x *NumericValueComparator) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[3] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use NumericValueComparator.ProtoReflect.Descriptor instead. -func (*NumericValueComparator) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{3} -} - -func (x *NumericValueComparator) GetMinFractionThreshold() float64 { - if x != nil && x.MinFractionThreshold != nil { - return *x.MinFractionThreshold - } - return 0 -} - -func (x *NumericValueComparator) GetMaxFractionThreshold() float64 { - if x != nil && x.MaxFractionThreshold != nil { - return *x.MaxFractionThreshold - } - return 0 -} - -// Constraints on the entire dataset. -type DatasetConstraints struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Tests differences in number of examples between the current data and the - // previous span. - NumExamplesDriftComparator *NumericValueComparator `protobuf:"bytes,1,opt,name=num_examples_drift_comparator,json=numExamplesDriftComparator" json:"num_examples_drift_comparator,omitempty"` - // Tests comparisions in number of examples between the current data and the - // previous version of that data. - NumExamplesVersionComparator *NumericValueComparator `protobuf:"bytes,2,opt,name=num_examples_version_comparator,json=numExamplesVersionComparator" json:"num_examples_version_comparator,omitempty"` - // Minimum number of examples in the dataset. - MinExamplesCount *int64 `protobuf:"varint,3,opt,name=min_examples_count,json=minExamplesCount" json:"min_examples_count,omitempty"` -} - -func (x *DatasetConstraints) Reset() { - *x = DatasetConstraints{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[4] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DatasetConstraints) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DatasetConstraints) ProtoMessage() {} - -func (x *DatasetConstraints) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[4] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DatasetConstraints.ProtoReflect.Descriptor instead. -func (*DatasetConstraints) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{4} -} - -func (x *DatasetConstraints) GetNumExamplesDriftComparator() *NumericValueComparator { - if x != nil { - return x.NumExamplesDriftComparator - } - return nil -} - -func (x *DatasetConstraints) GetNumExamplesVersionComparator() *NumericValueComparator { - if x != nil { - return x.NumExamplesVersionComparator - } - return nil -} - -func (x *DatasetConstraints) GetMinExamplesCount() int64 { - if x != nil && x.MinExamplesCount != nil { - return *x.MinExamplesCount - } - return 0 -} - -// Specifies a fixed shape for the feature's values. The immediate implication -// is that each feature has a fixed number of values. Moreover, these values -// can be parsed in a multi-dimensional tensor using the specified axis sizes. -// The FixedShape defines a lexicographical ordering of the data. For instance, -// if there is a FixedShape { -// dim {size:3} dim {size:2} -// } -// then tensor[0][0]=field[0] -// then tensor[0][1]=field[1] -// then tensor[1][0]=field[2] -// then tensor[1][1]=field[3] -// then tensor[2][0]=field[4] -// then tensor[2][1]=field[5] -// -// The FixedShape message is identical with the TensorFlow TensorShape proto -// message. -type FixedShape struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The dimensions that define the shape. The total number of values in each - // example is the product of sizes of each dimension. - Dim []*FixedShape_Dim `protobuf:"bytes,2,rep,name=dim" json:"dim,omitempty"` -} - -func (x *FixedShape) Reset() { - *x = FixedShape{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[5] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FixedShape) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FixedShape) ProtoMessage() {} - -func (x *FixedShape) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[5] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FixedShape.ProtoReflect.Descriptor instead. -func (*FixedShape) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{5} -} - -func (x *FixedShape) GetDim() []*FixedShape_Dim { - if x != nil { - return x.Dim - } - return nil -} - -// Limits on maximum and minimum number of values in a -// single example (when the feature is present). Use this when the minimum -// value count can be different than the maximum value count. Otherwise prefer -// FixedShape. -type ValueCount struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Min *int64 `protobuf:"varint,1,opt,name=min" json:"min,omitempty"` - Max *int64 `protobuf:"varint,2,opt,name=max" json:"max,omitempty"` -} - -func (x *ValueCount) Reset() { - *x = ValueCount{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[6] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ValueCount) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ValueCount) ProtoMessage() {} - -func (x *ValueCount) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[6] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ValueCount.ProtoReflect.Descriptor instead. -func (*ValueCount) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{6} -} - -func (x *ValueCount) GetMin() int64 { - if x != nil && x.Min != nil { - return *x.Min - } - return 0 -} - -func (x *ValueCount) GetMax() int64 { - if x != nil && x.Max != nil { - return *x.Max - } - return 0 -} - -// Represents a weighted feature that is encoded as a combination of raw base -// features. The `weight_feature` should be a float feature with identical -// shape as the `feature`. This is useful for representing weights associated -// with categorical tokens (e.g. a TFIDF weight associated with each token). -// TODO(b/142122960): Handle WeightedCategorical end to end in TFX (validation, -// TFX Unit Testing, etc) -type WeightedFeature struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name for the weighted feature. This should not clash with other features in - // the same schema. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` // required - // Path of a base feature to be weighted. Required. - Feature *Path `protobuf:"bytes,2,opt,name=feature" json:"feature,omitempty"` - // Path of weight feature to associate with the base feature. Must be same - // shape as feature. Required. - WeightFeature *Path `protobuf:"bytes,3,opt,name=weight_feature,json=weightFeature" json:"weight_feature,omitempty"` - // The lifecycle_stage determines where a feature is expected to be used, - // and therefore how important issues with it are. - LifecycleStage *LifecycleStage `protobuf:"varint,4,opt,name=lifecycle_stage,json=lifecycleStage,enum=tensorflow.metadata.v0.LifecycleStage" json:"lifecycle_stage,omitempty"` -} - -func (x *WeightedFeature) Reset() { - *x = WeightedFeature{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[7] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *WeightedFeature) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*WeightedFeature) ProtoMessage() {} - -func (x *WeightedFeature) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[7] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use WeightedFeature.ProtoReflect.Descriptor instead. -func (*WeightedFeature) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{7} -} - -func (x *WeightedFeature) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -func (x *WeightedFeature) GetFeature() *Path { - if x != nil { - return x.Feature - } - return nil -} - -func (x *WeightedFeature) GetWeightFeature() *Path { - if x != nil { - return x.WeightFeature - } - return nil -} - -func (x *WeightedFeature) GetLifecycleStage() LifecycleStage { - if x != nil && x.LifecycleStage != nil { - return *x.LifecycleStage - } - return LifecycleStage_UNKNOWN_STAGE -} - -// A sparse feature represents a sparse tensor that is encoded with a -// combination of raw features, namely index features and a value feature. Each -// index feature defines a list of indices in a different dimension. -type SparseFeature struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name for the sparse feature. This should not clash with other features in - // the same schema. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` // required - // This field is no longer supported. Instead, use: - // lifecycle_stage: DEPRECATED - // TODO(b/111450258): remove this. - // - // Deprecated: Do not use. - Deprecated *bool `protobuf:"varint,2,opt,name=deprecated" json:"deprecated,omitempty"` - // The lifecycle_stage determines where a feature is expected to be used, - // and therefore how important issues with it are. - LifecycleStage *LifecycleStage `protobuf:"varint,7,opt,name=lifecycle_stage,json=lifecycleStage,enum=tensorflow.metadata.v0.LifecycleStage" json:"lifecycle_stage,omitempty"` - // Constraints on the presence of this feature in examples. - // Deprecated, this is inferred by the referred features. - // - // Deprecated: Do not use. - Presence *FeaturePresence `protobuf:"bytes,4,opt,name=presence" json:"presence,omitempty"` - // Shape of the sparse tensor that this SparseFeature represents. - // Currently not supported. - // TODO(b/109669962): Consider deriving this from the referred features. - DenseShape *FixedShape `protobuf:"bytes,5,opt,name=dense_shape,json=denseShape" json:"dense_shape,omitempty"` - // Features that represent indexes. Should be integers >= 0. - IndexFeature []*SparseFeature_IndexFeature `protobuf:"bytes,6,rep,name=index_feature,json=indexFeature" json:"index_feature,omitempty"` // at least one - // If true then the index values are already sorted lexicographically. - IsSorted *bool `protobuf:"varint,8,opt,name=is_sorted,json=isSorted" json:"is_sorted,omitempty"` - ValueFeature *SparseFeature_ValueFeature `protobuf:"bytes,9,opt,name=value_feature,json=valueFeature" json:"value_feature,omitempty"` // required - // Type of value feature. - // Deprecated, this is inferred by the referred features. - // - // Deprecated: Do not use. - Type *FeatureType `protobuf:"varint,10,opt,name=type,enum=tensorflow.metadata.v0.FeatureType" json:"type,omitempty"` -} - -func (x *SparseFeature) Reset() { - *x = SparseFeature{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[8] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *SparseFeature) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*SparseFeature) ProtoMessage() {} - -func (x *SparseFeature) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[8] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use SparseFeature.ProtoReflect.Descriptor instead. -func (*SparseFeature) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{8} -} - -func (x *SparseFeature) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -// Deprecated: Do not use. -func (x *SparseFeature) GetDeprecated() bool { - if x != nil && x.Deprecated != nil { - return *x.Deprecated - } - return false -} - -func (x *SparseFeature) GetLifecycleStage() LifecycleStage { - if x != nil && x.LifecycleStage != nil { - return *x.LifecycleStage - } - return LifecycleStage_UNKNOWN_STAGE -} - -// Deprecated: Do not use. -func (x *SparseFeature) GetPresence() *FeaturePresence { - if x != nil { - return x.Presence - } - return nil -} - -func (x *SparseFeature) GetDenseShape() *FixedShape { - if x != nil { - return x.DenseShape - } - return nil -} - -func (x *SparseFeature) GetIndexFeature() []*SparseFeature_IndexFeature { - if x != nil { - return x.IndexFeature - } - return nil -} - -func (x *SparseFeature) GetIsSorted() bool { - if x != nil && x.IsSorted != nil { - return *x.IsSorted - } - return false -} - -func (x *SparseFeature) GetValueFeature() *SparseFeature_ValueFeature { - if x != nil { - return x.ValueFeature - } - return nil -} - -// Deprecated: Do not use. -func (x *SparseFeature) GetType() FeatureType { - if x != nil && x.Type != nil { - return *x.Type - } - return FeatureType_TYPE_UNKNOWN -} - -// Models constraints on the distribution of a feature's values. -// TODO(martinz): replace min_domain_mass with max_off_domain (but slowly). -type DistributionConstraints struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The minimum fraction (in [0,1]) of values across all examples that - // should come from the feature's domain, e.g.: - // 1.0 => All values must come from the domain. - // .9 => At least 90% of the values must come from the domain. - MinDomainMass *float64 `protobuf:"fixed64,1,opt,name=min_domain_mass,json=minDomainMass,def=1" json:"min_domain_mass,omitempty"` -} - -// Default values for DistributionConstraints fields. -const ( - Default_DistributionConstraints_MinDomainMass = float64(1) -) - -func (x *DistributionConstraints) Reset() { - *x = DistributionConstraints{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[9] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DistributionConstraints) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DistributionConstraints) ProtoMessage() {} - -func (x *DistributionConstraints) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[9] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DistributionConstraints.ProtoReflect.Descriptor instead. -func (*DistributionConstraints) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{9} -} - -func (x *DistributionConstraints) GetMinDomainMass() float64 { - if x != nil && x.MinDomainMass != nil { - return *x.MinDomainMass - } - return Default_DistributionConstraints_MinDomainMass -} - -// Encodes information for domains of integer values. -// Note that FeatureType could be either INT or BYTES. -type IntDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Id of the domain. Required if the domain is defined at the schema level. If - // so, then the name must be unique within the schema. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` - // Min and max values for the domain. - Min *int64 `protobuf:"varint,3,opt,name=min" json:"min,omitempty"` - Max *int64 `protobuf:"varint,4,opt,name=max" json:"max,omitempty"` - // If true then the domain encodes categorical values (i.e., ids) rather than - // ordinal values. - IsCategorical *bool `protobuf:"varint,5,opt,name=is_categorical,json=isCategorical" json:"is_categorical,omitempty"` -} - -func (x *IntDomain) Reset() { - *x = IntDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[10] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *IntDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*IntDomain) ProtoMessage() {} - -func (x *IntDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[10] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use IntDomain.ProtoReflect.Descriptor instead. -func (*IntDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{10} -} - -func (x *IntDomain) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -func (x *IntDomain) GetMin() int64 { - if x != nil && x.Min != nil { - return *x.Min - } - return 0 -} - -func (x *IntDomain) GetMax() int64 { - if x != nil && x.Max != nil { - return *x.Max - } - return 0 -} - -func (x *IntDomain) GetIsCategorical() bool { - if x != nil && x.IsCategorical != nil { - return *x.IsCategorical - } - return false -} - -// Encodes information for domains of float values. -// Note that FeatureType could be either INT or BYTES. -type FloatDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Id of the domain. Required if the domain is defined at the schema level. If - // so, then the name must be unique within the schema. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` - // Min and max values of the domain. - Min *float32 `protobuf:"fixed32,3,opt,name=min" json:"min,omitempty"` - Max *float32 `protobuf:"fixed32,4,opt,name=max" json:"max,omitempty"` -} - -func (x *FloatDomain) Reset() { - *x = FloatDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[11] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FloatDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FloatDomain) ProtoMessage() {} - -func (x *FloatDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[11] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FloatDomain.ProtoReflect.Descriptor instead. -func (*FloatDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{11} -} - -func (x *FloatDomain) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -func (x *FloatDomain) GetMin() float32 { - if x != nil && x.Min != nil { - return *x.Min - } - return 0 -} - -func (x *FloatDomain) GetMax() float32 { - if x != nil && x.Max != nil { - return *x.Max - } - return 0 -} - -// Domain for a recursive struct. -// NOTE: If a feature with a StructDomain is deprecated, then all the -// child features (features and sparse_features of the StructDomain) are also -// considered to be deprecated. Similarly child features can only be in -// environments of the parent feature. -type StructDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Feature []*Feature `protobuf:"bytes,1,rep,name=feature" json:"feature,omitempty"` - SparseFeature []*SparseFeature `protobuf:"bytes,2,rep,name=sparse_feature,json=sparseFeature" json:"sparse_feature,omitempty"` -} - -func (x *StructDomain) Reset() { - *x = StructDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[12] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StructDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StructDomain) ProtoMessage() {} - -func (x *StructDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[12] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StructDomain.ProtoReflect.Descriptor instead. -func (*StructDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{12} -} - -func (x *StructDomain) GetFeature() []*Feature { - if x != nil { - return x.Feature - } - return nil -} - -func (x *StructDomain) GetSparseFeature() []*SparseFeature { - if x != nil { - return x.SparseFeature - } - return nil -} - -// Encodes information for domains of string values. -type StringDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Id of the domain. Required if the domain is defined at the schema level. If - // so, then the name must be unique within the schema. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` - // The values appearing in the domain. - Value []string `protobuf:"bytes,2,rep,name=value" json:"value,omitempty"` -} - -func (x *StringDomain) Reset() { - *x = StringDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[13] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StringDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StringDomain) ProtoMessage() {} - -func (x *StringDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[13] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StringDomain.ProtoReflect.Descriptor instead. -func (*StringDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{13} -} - -func (x *StringDomain) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -func (x *StringDomain) GetValue() []string { - if x != nil { - return x.Value - } - return nil -} - -// Encodes information about the domain of a boolean attribute that encodes its -// TRUE/FALSE values as strings, or 0=false, 1=true. -// Note that FeatureType could be either INT or BYTES. -type BoolDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Id of the domain. Required if the domain is defined at the schema level. If - // so, then the name must be unique within the schema. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` - // Strings values for TRUE/FALSE. - TrueValue *string `protobuf:"bytes,2,opt,name=true_value,json=trueValue" json:"true_value,omitempty"` - FalseValue *string `protobuf:"bytes,3,opt,name=false_value,json=falseValue" json:"false_value,omitempty"` -} - -func (x *BoolDomain) Reset() { - *x = BoolDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[14] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *BoolDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*BoolDomain) ProtoMessage() {} - -func (x *BoolDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[14] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use BoolDomain.ProtoReflect.Descriptor instead. -func (*BoolDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{14} -} - -func (x *BoolDomain) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -func (x *BoolDomain) GetTrueValue() string { - if x != nil && x.TrueValue != nil { - return *x.TrueValue - } - return "" -} - -func (x *BoolDomain) GetFalseValue() string { - if x != nil && x.FalseValue != nil { - return *x.FalseValue - } - return "" -} - -// Natural language text. -type NaturalLanguageDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *NaturalLanguageDomain) Reset() { - *x = NaturalLanguageDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[15] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *NaturalLanguageDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*NaturalLanguageDomain) ProtoMessage() {} - -func (x *NaturalLanguageDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[15] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use NaturalLanguageDomain.ProtoReflect.Descriptor instead. -func (*NaturalLanguageDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{15} -} - -// Image data. -type ImageDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *ImageDomain) Reset() { - *x = ImageDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[16] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *ImageDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*ImageDomain) ProtoMessage() {} - -func (x *ImageDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[16] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use ImageDomain.ProtoReflect.Descriptor instead. -func (*ImageDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{16} -} - -// Knowledge graph ID, see: https://www.wikidata.org/wiki/Property:P646 -type MIDDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *MIDDomain) Reset() { - *x = MIDDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[17] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *MIDDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*MIDDomain) ProtoMessage() {} - -func (x *MIDDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[17] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use MIDDomain.ProtoReflect.Descriptor instead. -func (*MIDDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{17} -} - -// A URL, see: https://en.wikipedia.org/wiki/URL -type URLDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields -} - -func (x *URLDomain) Reset() { - *x = URLDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[18] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *URLDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*URLDomain) ProtoMessage() {} - -func (x *URLDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[18] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use URLDomain.ProtoReflect.Descriptor instead. -func (*URLDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{18} -} - -// Time or date representation. -type TimeDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Types that are assignable to Format: - // *TimeDomain_StringFormat - // *TimeDomain_IntegerFormat - Format isTimeDomain_Format `protobuf_oneof:"format"` -} - -func (x *TimeDomain) Reset() { - *x = TimeDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[19] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *TimeDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*TimeDomain) ProtoMessage() {} - -func (x *TimeDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[19] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use TimeDomain.ProtoReflect.Descriptor instead. -func (*TimeDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{19} -} - -func (m *TimeDomain) GetFormat() isTimeDomain_Format { - if m != nil { - return m.Format - } - return nil -} - -func (x *TimeDomain) GetStringFormat() string { - if x, ok := x.GetFormat().(*TimeDomain_StringFormat); ok { - return x.StringFormat - } - return "" -} - -func (x *TimeDomain) GetIntegerFormat() TimeDomain_IntegerTimeFormat { - if x, ok := x.GetFormat().(*TimeDomain_IntegerFormat); ok { - return x.IntegerFormat - } - return TimeDomain_FORMAT_UNKNOWN -} - -type isTimeDomain_Format interface { - isTimeDomain_Format() -} - -type TimeDomain_StringFormat struct { - // Expected format that contains a combination of regular characters and - // special format specifiers. Format specifiers are a subset of the - // strptime standard. - StringFormat string `protobuf:"bytes,1,opt,name=string_format,json=stringFormat,oneof"` -} - -type TimeDomain_IntegerFormat struct { - // Expected format of integer times. - IntegerFormat TimeDomain_IntegerTimeFormat `protobuf:"varint,2,opt,name=integer_format,json=integerFormat,enum=tensorflow.metadata.v0.TimeDomain_IntegerTimeFormat,oneof"` -} - -func (*TimeDomain_StringFormat) isTimeDomain_Format() {} - -func (*TimeDomain_IntegerFormat) isTimeDomain_Format() {} - -// Time of day, without a particular date. -type TimeOfDayDomain struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Types that are assignable to Format: - // *TimeOfDayDomain_StringFormat - // *TimeOfDayDomain_IntegerFormat - Format isTimeOfDayDomain_Format `protobuf_oneof:"format"` -} - -func (x *TimeOfDayDomain) Reset() { - *x = TimeOfDayDomain{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[20] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *TimeOfDayDomain) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*TimeOfDayDomain) ProtoMessage() {} - -func (x *TimeOfDayDomain) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[20] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use TimeOfDayDomain.ProtoReflect.Descriptor instead. -func (*TimeOfDayDomain) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{20} -} - -func (m *TimeOfDayDomain) GetFormat() isTimeOfDayDomain_Format { - if m != nil { - return m.Format - } - return nil -} - -func (x *TimeOfDayDomain) GetStringFormat() string { - if x, ok := x.GetFormat().(*TimeOfDayDomain_StringFormat); ok { - return x.StringFormat - } - return "" -} - -func (x *TimeOfDayDomain) GetIntegerFormat() TimeOfDayDomain_IntegerTimeOfDayFormat { - if x, ok := x.GetFormat().(*TimeOfDayDomain_IntegerFormat); ok { - return x.IntegerFormat - } - return TimeOfDayDomain_FORMAT_UNKNOWN -} - -type isTimeOfDayDomain_Format interface { - isTimeOfDayDomain_Format() -} - -type TimeOfDayDomain_StringFormat struct { - // Expected format that contains a combination of regular characters and - // special format specifiers. Format specifiers are a subset of the - // strptime standard. - StringFormat string `protobuf:"bytes,1,opt,name=string_format,json=stringFormat,oneof"` -} - -type TimeOfDayDomain_IntegerFormat struct { - // Expected format of integer times. - IntegerFormat TimeOfDayDomain_IntegerTimeOfDayFormat `protobuf:"varint,2,opt,name=integer_format,json=integerFormat,enum=tensorflow.metadata.v0.TimeOfDayDomain_IntegerTimeOfDayFormat,oneof"` -} - -func (*TimeOfDayDomain_StringFormat) isTimeOfDayDomain_Format() {} - -func (*TimeOfDayDomain_IntegerFormat) isTimeOfDayDomain_Format() {} - -// Describes constraints on the presence of the feature in the data. -type FeaturePresence struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Minimum fraction of examples that have this feature. - MinFraction *float64 `protobuf:"fixed64,1,opt,name=min_fraction,json=minFraction" json:"min_fraction,omitempty"` - // Minimum number of examples that have this feature. - MinCount *int64 `protobuf:"varint,2,opt,name=min_count,json=minCount" json:"min_count,omitempty"` -} - -func (x *FeaturePresence) Reset() { - *x = FeaturePresence{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[21] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeaturePresence) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeaturePresence) ProtoMessage() {} - -func (x *FeaturePresence) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[21] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeaturePresence.ProtoReflect.Descriptor instead. -func (*FeaturePresence) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{21} -} - -func (x *FeaturePresence) GetMinFraction() float64 { - if x != nil && x.MinFraction != nil { - return *x.MinFraction - } - return 0 -} - -func (x *FeaturePresence) GetMinCount() int64 { - if x != nil && x.MinCount != nil { - return *x.MinCount - } - return 0 -} - -// Records constraints on the presence of a feature inside a "group" context -// (e.g., .presence inside a group of features that define a sequence). -type FeaturePresenceWithinGroup struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Required *bool `protobuf:"varint,1,opt,name=required" json:"required,omitempty"` -} - -func (x *FeaturePresenceWithinGroup) Reset() { - *x = FeaturePresenceWithinGroup{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[22] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeaturePresenceWithinGroup) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeaturePresenceWithinGroup) ProtoMessage() {} - -func (x *FeaturePresenceWithinGroup) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[22] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeaturePresenceWithinGroup.ProtoReflect.Descriptor instead. -func (*FeaturePresenceWithinGroup) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{22} -} - -func (x *FeaturePresenceWithinGroup) GetRequired() bool { - if x != nil && x.Required != nil { - return *x.Required - } - return false -} - -// Checks that the L-infinity norm is below a certain threshold between the -// two discrete distributions. Since this is applied to a FeatureNameStatistics, -// it only considers the top k. -// L_infty(p,q) = max_i |p_i-q_i| -type InfinityNorm struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The InfinityNorm is in the interval [0.0, 1.0] so sensible bounds should - // be in the interval [0.0, 1.0). - Threshold *float64 `protobuf:"fixed64,1,opt,name=threshold" json:"threshold,omitempty"` -} - -func (x *InfinityNorm) Reset() { - *x = InfinityNorm{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[23] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *InfinityNorm) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*InfinityNorm) ProtoMessage() {} - -func (x *InfinityNorm) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[23] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use InfinityNorm.ProtoReflect.Descriptor instead. -func (*InfinityNorm) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{23} -} - -func (x *InfinityNorm) GetThreshold() float64 { - if x != nil && x.Threshold != nil { - return *x.Threshold - } - return 0 -} - -type FeatureComparator struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - InfinityNorm *InfinityNorm `protobuf:"bytes,1,opt,name=infinity_norm,json=infinityNorm" json:"infinity_norm,omitempty"` -} - -func (x *FeatureComparator) Reset() { - *x = FeatureComparator{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[24] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureComparator) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureComparator) ProtoMessage() {} - -func (x *FeatureComparator) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[24] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureComparator.ProtoReflect.Descriptor instead. -func (*FeatureComparator) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{24} -} - -func (x *FeatureComparator) GetInfinityNorm() *InfinityNorm { - if x != nil { - return x.InfinityNorm - } - return nil -} - -// A TensorRepresentation captures the intent for converting columns in a -// dataset to TensorFlow Tensors (or more generally, tf.CompositeTensors). -// Note that one tf.CompositeTensor may consist of data from multiple columns, -// for example, a N-dimensional tf.SparseTensor may need N + 1 columns to -// provide the sparse indices and values. -// Note that the "column name" that a TensorRepresentation needs is a -// string, not a Path -- it means that the column name identifies a top-level -// Feature in the schema (i.e. you cannot specify a Feature nested in a STRUCT -// Feature). -type TensorRepresentation struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Types that are assignable to Kind: - // *TensorRepresentation_DenseTensor_ - // *TensorRepresentation_VarlenSparseTensor - // *TensorRepresentation_SparseTensor_ - Kind isTensorRepresentation_Kind `protobuf_oneof:"kind"` -} - -func (x *TensorRepresentation) Reset() { - *x = TensorRepresentation{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[25] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *TensorRepresentation) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*TensorRepresentation) ProtoMessage() {} - -func (x *TensorRepresentation) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[25] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use TensorRepresentation.ProtoReflect.Descriptor instead. -func (*TensorRepresentation) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{25} -} - -func (m *TensorRepresentation) GetKind() isTensorRepresentation_Kind { - if m != nil { - return m.Kind - } - return nil -} - -func (x *TensorRepresentation) GetDenseTensor() *TensorRepresentation_DenseTensor { - if x, ok := x.GetKind().(*TensorRepresentation_DenseTensor_); ok { - return x.DenseTensor - } - return nil -} - -func (x *TensorRepresentation) GetVarlenSparseTensor() *TensorRepresentation_VarLenSparseTensor { - if x, ok := x.GetKind().(*TensorRepresentation_VarlenSparseTensor); ok { - return x.VarlenSparseTensor - } - return nil -} - -func (x *TensorRepresentation) GetSparseTensor() *TensorRepresentation_SparseTensor { - if x, ok := x.GetKind().(*TensorRepresentation_SparseTensor_); ok { - return x.SparseTensor - } - return nil -} - -type isTensorRepresentation_Kind interface { - isTensorRepresentation_Kind() -} - -type TensorRepresentation_DenseTensor_ struct { - DenseTensor *TensorRepresentation_DenseTensor `protobuf:"bytes,1,opt,name=dense_tensor,json=denseTensor,oneof"` -} - -type TensorRepresentation_VarlenSparseTensor struct { - VarlenSparseTensor *TensorRepresentation_VarLenSparseTensor `protobuf:"bytes,2,opt,name=varlen_sparse_tensor,json=varlenSparseTensor,oneof"` -} - -type TensorRepresentation_SparseTensor_ struct { - SparseTensor *TensorRepresentation_SparseTensor `protobuf:"bytes,3,opt,name=sparse_tensor,json=sparseTensor,oneof"` -} - -func (*TensorRepresentation_DenseTensor_) isTensorRepresentation_Kind() {} - -func (*TensorRepresentation_VarlenSparseTensor) isTensorRepresentation_Kind() {} - -func (*TensorRepresentation_SparseTensor_) isTensorRepresentation_Kind() {} - -// A TensorRepresentationGroup is a collection of TensorRepresentations with -// names. These names may serve as identifiers when converting the dataset -// to a collection of Tensors or tf.CompositeTensors. -// For example, given the following group: -// { -// key: "dense_tensor" -// tensor_representation { -// dense_tensor { -// column_name: "univalent_feature" -// shape { -// dim { -// size: 1 -// } -// } -// default_value { -// float_value: 0 -// } -// } -// } -// } -// { -// key: "varlen_sparse_tensor" -// tensor_representation { -// varlen_sparse_tensor { -// column_name: "multivalent_feature" -// } -// } -// } -// -// Then the schema is expected to have feature "univalent_feature" and -// "multivalent_feature", and when a batch of data is converted to Tensors using -// this TensorRepresentationGroup, the result may be the following dict: -// { -// "dense_tensor": tf.Tensor(...), -// "varlen_sparse_tensor": tf.SparseTensor(...), -// } -type TensorRepresentationGroup struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - TensorRepresentation map[string]*TensorRepresentation `protobuf:"bytes,1,rep,name=tensor_representation,json=tensorRepresentation" json:"tensor_representation,omitempty" protobuf_key:"bytes,1,opt,name=key" protobuf_val:"bytes,2,opt,name=value"` -} - -func (x *TensorRepresentationGroup) Reset() { - *x = TensorRepresentationGroup{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[26] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *TensorRepresentationGroup) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*TensorRepresentationGroup) ProtoMessage() {} - -func (x *TensorRepresentationGroup) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[26] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use TensorRepresentationGroup.ProtoReflect.Descriptor instead. -func (*TensorRepresentationGroup) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{26} -} - -func (x *TensorRepresentationGroup) GetTensorRepresentation() map[string]*TensorRepresentation { - if x != nil { - return x.TensorRepresentation - } - return nil -} - -// An axis in a multi-dimensional feature representation. -type FixedShape_Dim struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Size *int64 `protobuf:"varint,1,opt,name=size" json:"size,omitempty"` - // Optional name of the tensor dimension. - Name *string `protobuf:"bytes,2,opt,name=name" json:"name,omitempty"` -} - -func (x *FixedShape_Dim) Reset() { - *x = FixedShape_Dim{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[28] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FixedShape_Dim) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FixedShape_Dim) ProtoMessage() {} - -func (x *FixedShape_Dim) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[28] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FixedShape_Dim.ProtoReflect.Descriptor instead. -func (*FixedShape_Dim) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{5, 0} -} - -func (x *FixedShape_Dim) GetSize() int64 { - if x != nil && x.Size != nil { - return *x.Size - } - return 0 -} - -func (x *FixedShape_Dim) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -type SparseFeature_IndexFeature struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of the index-feature. This should be a reference to an existing - // feature in the schema. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` -} - -func (x *SparseFeature_IndexFeature) Reset() { - *x = SparseFeature_IndexFeature{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[29] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *SparseFeature_IndexFeature) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*SparseFeature_IndexFeature) ProtoMessage() {} - -func (x *SparseFeature_IndexFeature) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[29] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use SparseFeature_IndexFeature.ProtoReflect.Descriptor instead. -func (*SparseFeature_IndexFeature) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{8, 0} -} - -func (x *SparseFeature_IndexFeature) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -type SparseFeature_ValueFeature struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Name of the value-feature. This should be a reference to an existing - // feature in the schema. - Name *string `protobuf:"bytes,1,opt,name=name" json:"name,omitempty"` -} - -func (x *SparseFeature_ValueFeature) Reset() { - *x = SparseFeature_ValueFeature{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[30] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *SparseFeature_ValueFeature) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*SparseFeature_ValueFeature) ProtoMessage() {} - -func (x *SparseFeature_ValueFeature) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[30] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use SparseFeature_ValueFeature.ProtoReflect.Descriptor instead. -func (*SparseFeature_ValueFeature) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{8, 1} -} - -func (x *SparseFeature_ValueFeature) GetName() string { - if x != nil && x.Name != nil { - return *x.Name - } - return "" -} - -type TensorRepresentation_DefaultValue struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Types that are assignable to Kind: - // *TensorRepresentation_DefaultValue_FloatValue - // *TensorRepresentation_DefaultValue_IntValue - // *TensorRepresentation_DefaultValue_BytesValue - // *TensorRepresentation_DefaultValue_UintValue - Kind isTensorRepresentation_DefaultValue_Kind `protobuf_oneof:"kind"` -} - -func (x *TensorRepresentation_DefaultValue) Reset() { - *x = TensorRepresentation_DefaultValue{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[31] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *TensorRepresentation_DefaultValue) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*TensorRepresentation_DefaultValue) ProtoMessage() {} - -func (x *TensorRepresentation_DefaultValue) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[31] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use TensorRepresentation_DefaultValue.ProtoReflect.Descriptor instead. -func (*TensorRepresentation_DefaultValue) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP(), []int{25, 0} -} - -func (m *TensorRepresentation_DefaultValue) GetKind() isTensorRepresentation_DefaultValue_Kind { - if m != nil { - return m.Kind - } - return nil -} - -func (x *TensorRepresentation_DefaultValue) GetFloatValue() float64 { - if x, ok := x.GetKind().(*TensorRepresentation_DefaultValue_FloatValue); ok { - return x.FloatValue - } - return 0 -} - -func (x *TensorRepresentation_DefaultValue) GetIntValue() int64 { - if x, ok := x.GetKind().(*TensorRepresentation_DefaultValue_IntValue); ok { - return x.IntValue - } - return 0 -} - -func (x *TensorRepresentation_DefaultValue) GetBytesValue() []byte { - if x, ok := x.GetKind().(*TensorRepresentation_DefaultValue_BytesValue); ok { - return x.BytesValue - } - return nil -} - -func (x *TensorRepresentation_DefaultValue) GetUintValue() uint64 { - if x, ok := x.GetKind().(*TensorRepresentation_DefaultValue_UintValue); ok { - return x.UintValue - } - return 0 -} - -type isTensorRepresentation_DefaultValue_Kind interface { - isTensorRepresentation_DefaultValue_Kind() -} - -type TensorRepresentation_DefaultValue_FloatValue struct { - FloatValue float64 `protobuf:"fixed64,1,opt,name=float_value,json=floatValue,oneof"` -} - -type TensorRepresentation_DefaultValue_IntValue struct { - // Note that the data column might be of a shorter integral type. It's the - // user's responsitiblity to make sure the default value fits that type. - IntValue int64 `protobuf:"varint,2,opt,name=int_value,json=intValue,oneof"` -} - -type TensorRepresentation_DefaultValue_BytesValue struct { - BytesValue []byte `protobuf:"bytes,3,opt,name=bytes_value,json=bytesValue,oneof"` -} - -type TensorRepresentation_DefaultValue_UintValue struct { - // uint_value should only be used if the default value can't fit in a - // int64 (`int_value`). - UintValue uint64 `protobuf:"varint,4,opt,name=uint_value,json=uintValue,oneof"` -} - -func (*TensorRepresentation_DefaultValue_FloatValue) isTensorRepresentation_DefaultValue_Kind() {} - -func (*TensorRepresentation_DefaultValue_IntValue) isTensorRepresentation_DefaultValue_Kind() {} - -func (*TensorRepresentation_DefaultValue_BytesValue) isTensorRepresentation_DefaultValue_Kind() {} - -func (*TensorRepresentation_DefaultValue_UintValue) isTensorRepresentation_DefaultValue_Kind() {} - -// A tf.Tensor -type TensorRepresentation_DenseTensor struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Identifies the column in the dataset that provides the values of this - // Tensor. - ColumnName *string `protobuf:"bytes,1,opt,name=column_name,json=columnName" json:"column_name,omitempty"` - // The shape of each row of the data (i.e. does not include the batch - // dimension) - Shape *FixedShape `protobuf:"bytes,2,opt,name=shape" json:"shape,omitempty"` - // If this column is missing values in a row, the default_value will be - // used to fill that row. - DefaultValue *TensorRepresentation_DefaultValue `protobuf:"bytes,3,opt,name=default_value,json=defaultValue" json:"default_value,omitempty"` -} - -func (x *TensorRepresentation_DenseTensor) Reset() { - *x = TensorRepresentation_DenseTensor{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[32] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - 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file_tensorflow_metadata_proto_v0_schema_proto_rawDescData = file_tensorflow_metadata_proto_v0_schema_proto_rawDesc -) - -func file_tensorflow_metadata_proto_v0_schema_proto_rawDescGZIP() []byte { - file_tensorflow_metadata_proto_v0_schema_proto_rawDescOnce.Do(func() { - file_tensorflow_metadata_proto_v0_schema_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_metadata_proto_v0_schema_proto_rawDescData) - }) - return file_tensorflow_metadata_proto_v0_schema_proto_rawDescData -} - -var file_tensorflow_metadata_proto_v0_schema_proto_enumTypes = make([]protoimpl.EnumInfo, 4) -var file_tensorflow_metadata_proto_v0_schema_proto_msgTypes = make([]protoimpl.MessageInfo, 36) -var file_tensorflow_metadata_proto_v0_schema_proto_goTypes = []interface{}{ - (LifecycleStage)(0), // 0: tensorflow.metadata.v0.LifecycleStage - (FeatureType)(0), // 1: tensorflow.metadata.v0.FeatureType - (TimeDomain_IntegerTimeFormat)(0), // 2: tensorflow.metadata.v0.TimeDomain.IntegerTimeFormat - (TimeOfDayDomain_IntegerTimeOfDayFormat)(0), // 3: tensorflow.metadata.v0.TimeOfDayDomain.IntegerTimeOfDayFormat - (*Schema)(nil), // 4: tensorflow.metadata.v0.Schema - (*Feature)(nil), // 5: tensorflow.metadata.v0.Feature - (*Annotation)(nil), // 6: tensorflow.metadata.v0.Annotation - (*NumericValueComparator)(nil), // 7: tensorflow.metadata.v0.NumericValueComparator - (*DatasetConstraints)(nil), // 8: tensorflow.metadata.v0.DatasetConstraints - (*FixedShape)(nil), // 9: tensorflow.metadata.v0.FixedShape - (*ValueCount)(nil), // 10: tensorflow.metadata.v0.ValueCount - (*WeightedFeature)(nil), // 11: tensorflow.metadata.v0.WeightedFeature - (*SparseFeature)(nil), // 12: tensorflow.metadata.v0.SparseFeature - (*DistributionConstraints)(nil), // 13: tensorflow.metadata.v0.DistributionConstraints - (*IntDomain)(nil), // 14: tensorflow.metadata.v0.IntDomain - (*FloatDomain)(nil), // 15: tensorflow.metadata.v0.FloatDomain - (*StructDomain)(nil), // 16: tensorflow.metadata.v0.StructDomain - (*StringDomain)(nil), // 17: tensorflow.metadata.v0.StringDomain - (*BoolDomain)(nil), // 18: tensorflow.metadata.v0.BoolDomain - (*NaturalLanguageDomain)(nil), // 19: tensorflow.metadata.v0.NaturalLanguageDomain - (*ImageDomain)(nil), // 20: tensorflow.metadata.v0.ImageDomain - (*MIDDomain)(nil), // 21: tensorflow.metadata.v0.MIDDomain - (*URLDomain)(nil), // 22: tensorflow.metadata.v0.URLDomain - (*TimeDomain)(nil), // 23: tensorflow.metadata.v0.TimeDomain - (*TimeOfDayDomain)(nil), // 24: tensorflow.metadata.v0.TimeOfDayDomain - (*FeaturePresence)(nil), // 25: tensorflow.metadata.v0.FeaturePresence - (*FeaturePresenceWithinGroup)(nil), // 26: tensorflow.metadata.v0.FeaturePresenceWithinGroup - (*InfinityNorm)(nil), // 27: tensorflow.metadata.v0.InfinityNorm - (*FeatureComparator)(nil), // 28: tensorflow.metadata.v0.FeatureComparator - (*TensorRepresentation)(nil), // 29: tensorflow.metadata.v0.TensorRepresentation - (*TensorRepresentationGroup)(nil), // 30: tensorflow.metadata.v0.TensorRepresentationGroup - nil, // 31: tensorflow.metadata.v0.Schema.TensorRepresentationGroupEntry - (*FixedShape_Dim)(nil), // 32: tensorflow.metadata.v0.FixedShape.Dim - (*SparseFeature_IndexFeature)(nil), // 33: tensorflow.metadata.v0.SparseFeature.IndexFeature - (*SparseFeature_ValueFeature)(nil), // 34: tensorflow.metadata.v0.SparseFeature.ValueFeature - (*TensorRepresentation_DefaultValue)(nil), // 35: tensorflow.metadata.v0.TensorRepresentation.DefaultValue - (*TensorRepresentation_DenseTensor)(nil), // 36: tensorflow.metadata.v0.TensorRepresentation.DenseTensor - (*TensorRepresentation_VarLenSparseTensor)(nil), // 37: tensorflow.metadata.v0.TensorRepresentation.VarLenSparseTensor - (*TensorRepresentation_SparseTensor)(nil), // 38: tensorflow.metadata.v0.TensorRepresentation.SparseTensor - nil, // 39: tensorflow.metadata.v0.TensorRepresentationGroup.TensorRepresentationEntry - (*anypb.Any)(nil), // 40: google.protobuf.Any - (*Path)(nil), // 41: tensorflow.metadata.v0.Path -} -var file_tensorflow_metadata_proto_v0_schema_proto_depIdxs = []int32{ - 5, // 0: tensorflow.metadata.v0.Schema.feature:type_name -> tensorflow.metadata.v0.Feature - 12, // 1: tensorflow.metadata.v0.Schema.sparse_feature:type_name -> tensorflow.metadata.v0.SparseFeature - 11, // 2: tensorflow.metadata.v0.Schema.weighted_feature:type_name -> tensorflow.metadata.v0.WeightedFeature - 17, // 3: tensorflow.metadata.v0.Schema.string_domain:type_name -> tensorflow.metadata.v0.StringDomain - 15, // 4: tensorflow.metadata.v0.Schema.float_domain:type_name -> tensorflow.metadata.v0.FloatDomain - 14, // 5: tensorflow.metadata.v0.Schema.int_domain:type_name -> tensorflow.metadata.v0.IntDomain - 6, // 6: tensorflow.metadata.v0.Schema.annotation:type_name -> tensorflow.metadata.v0.Annotation - 8, // 7: tensorflow.metadata.v0.Schema.dataset_constraints:type_name -> tensorflow.metadata.v0.DatasetConstraints - 31, // 8: tensorflow.metadata.v0.Schema.tensor_representation_group:type_name -> tensorflow.metadata.v0.Schema.TensorRepresentationGroupEntry - 25, // 9: tensorflow.metadata.v0.Feature.presence:type_name -> tensorflow.metadata.v0.FeaturePresence - 26, // 10: tensorflow.metadata.v0.Feature.group_presence:type_name -> tensorflow.metadata.v0.FeaturePresenceWithinGroup - 9, // 11: tensorflow.metadata.v0.Feature.shape:type_name -> tensorflow.metadata.v0.FixedShape - 10, // 12: tensorflow.metadata.v0.Feature.value_count:type_name -> tensorflow.metadata.v0.ValueCount - 1, // 13: tensorflow.metadata.v0.Feature.type:type_name -> tensorflow.metadata.v0.FeatureType - 14, // 14: tensorflow.metadata.v0.Feature.int_domain:type_name -> tensorflow.metadata.v0.IntDomain - 15, // 15: tensorflow.metadata.v0.Feature.float_domain:type_name -> tensorflow.metadata.v0.FloatDomain - 17, // 16: tensorflow.metadata.v0.Feature.string_domain:type_name -> tensorflow.metadata.v0.StringDomain - 18, // 17: tensorflow.metadata.v0.Feature.bool_domain:type_name -> tensorflow.metadata.v0.BoolDomain - 16, // 18: tensorflow.metadata.v0.Feature.struct_domain:type_name -> tensorflow.metadata.v0.StructDomain - 19, // 19: tensorflow.metadata.v0.Feature.natural_language_domain:type_name -> tensorflow.metadata.v0.NaturalLanguageDomain - 20, // 20: tensorflow.metadata.v0.Feature.image_domain:type_name -> tensorflow.metadata.v0.ImageDomain - 21, // 21: tensorflow.metadata.v0.Feature.mid_domain:type_name -> tensorflow.metadata.v0.MIDDomain - 22, // 22: tensorflow.metadata.v0.Feature.url_domain:type_name -> tensorflow.metadata.v0.URLDomain - 23, // 23: tensorflow.metadata.v0.Feature.time_domain:type_name -> tensorflow.metadata.v0.TimeDomain - 24, // 24: tensorflow.metadata.v0.Feature.time_of_day_domain:type_name -> tensorflow.metadata.v0.TimeOfDayDomain - 13, // 25: tensorflow.metadata.v0.Feature.distribution_constraints:type_name -> tensorflow.metadata.v0.DistributionConstraints - 6, // 26: tensorflow.metadata.v0.Feature.annotation:type_name -> tensorflow.metadata.v0.Annotation - 28, // 27: tensorflow.metadata.v0.Feature.skew_comparator:type_name -> tensorflow.metadata.v0.FeatureComparator - 28, // 28: tensorflow.metadata.v0.Feature.drift_comparator:type_name -> tensorflow.metadata.v0.FeatureComparator - 0, // 29: tensorflow.metadata.v0.Feature.lifecycle_stage:type_name -> tensorflow.metadata.v0.LifecycleStage - 40, // 30: tensorflow.metadata.v0.Annotation.extra_metadata:type_name -> google.protobuf.Any - 7, // 31: tensorflow.metadata.v0.DatasetConstraints.num_examples_drift_comparator:type_name -> tensorflow.metadata.v0.NumericValueComparator - 7, // 32: tensorflow.metadata.v0.DatasetConstraints.num_examples_version_comparator:type_name -> tensorflow.metadata.v0.NumericValueComparator - 32, // 33: tensorflow.metadata.v0.FixedShape.dim:type_name -> tensorflow.metadata.v0.FixedShape.Dim - 41, // 34: tensorflow.metadata.v0.WeightedFeature.feature:type_name -> tensorflow.metadata.v0.Path - 41, // 35: tensorflow.metadata.v0.WeightedFeature.weight_feature:type_name -> tensorflow.metadata.v0.Path - 0, // 36: tensorflow.metadata.v0.WeightedFeature.lifecycle_stage:type_name -> tensorflow.metadata.v0.LifecycleStage - 0, // 37: tensorflow.metadata.v0.SparseFeature.lifecycle_stage:type_name -> tensorflow.metadata.v0.LifecycleStage - 25, // 38: tensorflow.metadata.v0.SparseFeature.presence:type_name -> tensorflow.metadata.v0.FeaturePresence - 9, // 39: tensorflow.metadata.v0.SparseFeature.dense_shape:type_name -> tensorflow.metadata.v0.FixedShape - 33, // 40: tensorflow.metadata.v0.SparseFeature.index_feature:type_name -> tensorflow.metadata.v0.SparseFeature.IndexFeature - 34, // 41: tensorflow.metadata.v0.SparseFeature.value_feature:type_name -> tensorflow.metadata.v0.SparseFeature.ValueFeature - 1, // 42: tensorflow.metadata.v0.SparseFeature.type:type_name -> tensorflow.metadata.v0.FeatureType - 5, // 43: tensorflow.metadata.v0.StructDomain.feature:type_name -> tensorflow.metadata.v0.Feature - 12, // 44: tensorflow.metadata.v0.StructDomain.sparse_feature:type_name -> tensorflow.metadata.v0.SparseFeature - 2, // 45: tensorflow.metadata.v0.TimeDomain.integer_format:type_name -> tensorflow.metadata.v0.TimeDomain.IntegerTimeFormat - 3, // 46: tensorflow.metadata.v0.TimeOfDayDomain.integer_format:type_name -> tensorflow.metadata.v0.TimeOfDayDomain.IntegerTimeOfDayFormat - 27, // 47: tensorflow.metadata.v0.FeatureComparator.infinity_norm:type_name -> tensorflow.metadata.v0.InfinityNorm - 36, // 48: tensorflow.metadata.v0.TensorRepresentation.dense_tensor:type_name -> tensorflow.metadata.v0.TensorRepresentation.DenseTensor - 37, // 49: tensorflow.metadata.v0.TensorRepresentation.varlen_sparse_tensor:type_name -> tensorflow.metadata.v0.TensorRepresentation.VarLenSparseTensor - 38, // 50: tensorflow.metadata.v0.TensorRepresentation.sparse_tensor:type_name -> tensorflow.metadata.v0.TensorRepresentation.SparseTensor - 39, // 51: tensorflow.metadata.v0.TensorRepresentationGroup.tensor_representation:type_name -> tensorflow.metadata.v0.TensorRepresentationGroup.TensorRepresentationEntry - 30, // 52: tensorflow.metadata.v0.Schema.TensorRepresentationGroupEntry.value:type_name -> tensorflow.metadata.v0.TensorRepresentationGroup - 9, // 53: tensorflow.metadata.v0.TensorRepresentation.DenseTensor.shape:type_name -> tensorflow.metadata.v0.FixedShape - 35, // 54: tensorflow.metadata.v0.TensorRepresentation.DenseTensor.default_value:type_name -> tensorflow.metadata.v0.TensorRepresentation.DefaultValue - 9, // 55: tensorflow.metadata.v0.TensorRepresentation.SparseTensor.dense_shape:type_name -> tensorflow.metadata.v0.FixedShape - 29, // 56: tensorflow.metadata.v0.TensorRepresentationGroup.TensorRepresentationEntry.value:type_name -> tensorflow.metadata.v0.TensorRepresentation - 57, // [57:57] is the sub-list for method output_type - 57, // [57:57] is the sub-list for method input_type - 57, // [57:57] is the sub-list for extension type_name - 57, // [57:57] is the sub-list for extension extendee - 0, // [0:57] is the sub-list for field type_name -} - -func init() { file_tensorflow_metadata_proto_v0_schema_proto_init() } -func file_tensorflow_metadata_proto_v0_schema_proto_init() { - if File_tensorflow_metadata_proto_v0_schema_proto != nil { - return - } - file_tensorflow_metadata_proto_v0_path_proto_init() - if !protoimpl.UnsafeEnabled { - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Schema); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Feature); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Annotation); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*NumericValueComparator); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*DatasetConstraints); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FixedShape); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ValueCount); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*WeightedFeature); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*SparseFeature); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[9].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*DistributionConstraints); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[10].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*IntDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[11].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FloatDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StructDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[13].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StringDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[14].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*BoolDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[15].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*NaturalLanguageDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[16].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*ImageDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[17].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*MIDDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[18].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*URLDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[19].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*TimeDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[20].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*TimeOfDayDomain); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[21].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FeaturePresence); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[22].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FeaturePresenceWithinGroup); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[23].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*InfinityNorm); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[24].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FeatureComparator); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[25].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*TensorRepresentation); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[26].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*TensorRepresentationGroup); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[28].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FixedShape_Dim); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[29].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*SparseFeature_IndexFeature); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[30].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*SparseFeature_ValueFeature); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[31].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*TensorRepresentation_DefaultValue); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[32].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*TensorRepresentation_DenseTensor); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[33].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*TensorRepresentation_VarLenSparseTensor); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[34].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*TensorRepresentation_SparseTensor); i { - case 0: - return &v.state - case 1: - 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} - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[25].OneofWrappers = []interface{}{ - (*TensorRepresentation_DenseTensor_)(nil), - (*TensorRepresentation_VarlenSparseTensor)(nil), - (*TensorRepresentation_SparseTensor_)(nil), - } - file_tensorflow_metadata_proto_v0_schema_proto_msgTypes[31].OneofWrappers = []interface{}{ - (*TensorRepresentation_DefaultValue_FloatValue)(nil), - (*TensorRepresentation_DefaultValue_IntValue)(nil), - (*TensorRepresentation_DefaultValue_BytesValue)(nil), - (*TensorRepresentation_DefaultValue_UintValue)(nil), - } - type x struct{} - out := protoimpl.TypeBuilder{ - File: protoimpl.DescBuilder{ - GoPackagePath: reflect.TypeOf(x{}).PkgPath(), - RawDescriptor: file_tensorflow_metadata_proto_v0_schema_proto_rawDesc, - NumEnums: 4, - NumMessages: 36, - NumExtensions: 0, - NumServices: 0, - }, - GoTypes: file_tensorflow_metadata_proto_v0_schema_proto_goTypes, - DependencyIndexes: file_tensorflow_metadata_proto_v0_schema_proto_depIdxs, - EnumInfos: file_tensorflow_metadata_proto_v0_schema_proto_enumTypes, - MessageInfos: file_tensorflow_metadata_proto_v0_schema_proto_msgTypes, - }.Build() - File_tensorflow_metadata_proto_v0_schema_proto = out.File - file_tensorflow_metadata_proto_v0_schema_proto_rawDesc = nil - file_tensorflow_metadata_proto_v0_schema_proto_goTypes = nil - file_tensorflow_metadata_proto_v0_schema_proto_depIdxs = nil -} diff --git a/sdk/go/protos/tensorflow_metadata/proto/v0/statistics.pb.go b/sdk/go/protos/tensorflow_metadata/proto/v0/statistics.pb.go deleted file mode 100644 index cd8bdf5d89..0000000000 --- a/sdk/go/protos/tensorflow_metadata/proto/v0/statistics.pb.go +++ /dev/null @@ -1,3115 +0,0 @@ -// Copyright 2017 The TensorFlow Authors. All Rights Reserved. -// -// Licensed under the Apache License, Version 2.0 (the "License"); -// you may not use this file except in compliance with the License. -// You may obtain a copy of the License at -// -// http://www.apache.org/licenses/LICENSE-2.0 -// -// Unless required by applicable law or agreed to in writing, software -// distributed under the License is distributed on an "AS IS" BASIS, -// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -// See the License for the specific language governing permissions and -// limitations under the License. -// ============================================================================= - -// Definitions for aggregated feature statistics for datasets. -// TODO(b/80075690): make a Javascript build rule for this. -// TODO(b/80075691): migrate Facets to use this. - -// Code generated by protoc-gen-go. DO NOT EDIT. -// versions: -// protoc-gen-go v1.27.1 -// protoc v3.11.2 -// source: tensorflow_metadata/proto/v0/statistics.proto - -package v0 - -import ( - protoreflect "google.golang.org/protobuf/reflect/protoreflect" - protoimpl "google.golang.org/protobuf/runtime/protoimpl" - reflect "reflect" - sync "sync" -) - -const ( - // Verify that this generated code is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) - // Verify that runtime/protoimpl is sufficiently up-to-date. - _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) -) - -// The types supported by the feature statistics. When aggregating -// tf.Examples, if the bytelist contains a string, it is recommended to encode -// it here as STRING instead of BYTES in order to calculate string-specific -// statistical measures. -type FeatureNameStatistics_Type int32 - -const ( - FeatureNameStatistics_INT FeatureNameStatistics_Type = 0 - FeatureNameStatistics_FLOAT FeatureNameStatistics_Type = 1 - FeatureNameStatistics_STRING FeatureNameStatistics_Type = 2 - FeatureNameStatistics_BYTES FeatureNameStatistics_Type = 3 - FeatureNameStatistics_STRUCT FeatureNameStatistics_Type = 4 -) - -// Enum value maps for FeatureNameStatistics_Type. -var ( - FeatureNameStatistics_Type_name = map[int32]string{ - 0: "INT", - 1: "FLOAT", - 2: "STRING", - 3: "BYTES", - 4: "STRUCT", - } - FeatureNameStatistics_Type_value = map[string]int32{ - "INT": 0, - "FLOAT": 1, - "STRING": 2, - "BYTES": 3, - "STRUCT": 4, - } -) - -func (x FeatureNameStatistics_Type) Enum() *FeatureNameStatistics_Type { - p := new(FeatureNameStatistics_Type) - *p = x - return p -} - -func (x FeatureNameStatistics_Type) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (FeatureNameStatistics_Type) Descriptor() protoreflect.EnumDescriptor { - return file_tensorflow_metadata_proto_v0_statistics_proto_enumTypes[0].Descriptor() -} - -func (FeatureNameStatistics_Type) Type() protoreflect.EnumType { - return &file_tensorflow_metadata_proto_v0_statistics_proto_enumTypes[0] -} - -func (x FeatureNameStatistics_Type) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use FeatureNameStatistics_Type.Descriptor instead. -func (FeatureNameStatistics_Type) EnumDescriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{7, 0} -} - -// The type of the histogram. A standard histogram has equal-width buckets. -// The quantiles type is used for when the histogram message is used to store -// quantile information (by using equal-count buckets with variable widths). -type Histogram_HistogramType int32 - -const ( - Histogram_STANDARD Histogram_HistogramType = 0 - Histogram_QUANTILES Histogram_HistogramType = 1 -) - -// Enum value maps for Histogram_HistogramType. -var ( - Histogram_HistogramType_name = map[int32]string{ - 0: "STANDARD", - 1: "QUANTILES", - } - Histogram_HistogramType_value = map[string]int32{ - "STANDARD": 0, - "QUANTILES": 1, - } -) - -func (x Histogram_HistogramType) Enum() *Histogram_HistogramType { - p := new(Histogram_HistogramType) - *p = x - return p -} - -func (x Histogram_HistogramType) String() string { - return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) -} - -func (Histogram_HistogramType) Descriptor() protoreflect.EnumDescriptor { - return file_tensorflow_metadata_proto_v0_statistics_proto_enumTypes[1].Descriptor() -} - -func (Histogram_HistogramType) Type() protoreflect.EnumType { - return &file_tensorflow_metadata_proto_v0_statistics_proto_enumTypes[1] -} - -func (x Histogram_HistogramType) Number() protoreflect.EnumNumber { - return protoreflect.EnumNumber(x) -} - -// Deprecated: Use Histogram_HistogramType.Descriptor instead. -func (Histogram_HistogramType) EnumDescriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{17, 0} -} - -// A list of features statistics for different datasets. If you wish to compare -// different datasets using this list, then the DatasetFeatureStatistics -// entries should all contain the same list of features. -type DatasetFeatureStatisticsList struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Datasets []*DatasetFeatureStatistics `protobuf:"bytes,1,rep,name=datasets,proto3" json:"datasets,omitempty"` -} - -func (x *DatasetFeatureStatisticsList) Reset() { - *x = DatasetFeatureStatisticsList{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[0] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DatasetFeatureStatisticsList) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DatasetFeatureStatisticsList) ProtoMessage() {} - -func (x *DatasetFeatureStatisticsList) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[0] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DatasetFeatureStatisticsList.ProtoReflect.Descriptor instead. -func (*DatasetFeatureStatisticsList) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{0} -} - -func (x *DatasetFeatureStatisticsList) GetDatasets() []*DatasetFeatureStatistics { - if x != nil { - return x.Datasets - } - return nil -} - -// The feature statistics for a single dataset. -type DatasetFeatureStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The name of the dataset. - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // The number of examples in the dataset. - NumExamples uint64 `protobuf:"varint,2,opt,name=num_examples,json=numExamples,proto3" json:"num_examples,omitempty"` - // Only valid if the weight feature was specified. - // Treats a missing weighted feature as zero. - WeightedNumExamples float64 `protobuf:"fixed64,4,opt,name=weighted_num_examples,json=weightedNumExamples,proto3" json:"weighted_num_examples,omitempty"` - // The feature statistics for the dataset. - Features []*FeatureNameStatistics `protobuf:"bytes,3,rep,name=features,proto3" json:"features,omitempty"` - // Cross feature statistics for the dataset. - CrossFeatures []*CrossFeatureStatistics `protobuf:"bytes,5,rep,name=cross_features,json=crossFeatures,proto3" json:"cross_features,omitempty"` -} - -func (x *DatasetFeatureStatistics) Reset() { - *x = DatasetFeatureStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[1] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *DatasetFeatureStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*DatasetFeatureStatistics) ProtoMessage() {} - -func (x *DatasetFeatureStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[1] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use DatasetFeatureStatistics.ProtoReflect.Descriptor instead. -func (*DatasetFeatureStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{1} -} - -func (x *DatasetFeatureStatistics) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -func (x *DatasetFeatureStatistics) GetNumExamples() uint64 { - if x != nil { - return x.NumExamples - } - return 0 -} - -func (x *DatasetFeatureStatistics) GetWeightedNumExamples() float64 { - if x != nil { - return x.WeightedNumExamples - } - return 0 -} - -func (x *DatasetFeatureStatistics) GetFeatures() []*FeatureNameStatistics { - if x != nil { - return x.Features - } - return nil -} - -func (x *DatasetFeatureStatistics) GetCrossFeatures() []*CrossFeatureStatistics { - if x != nil { - return x.CrossFeatures - } - return nil -} - -type CrossFeatureStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The path of feature x. - PathX *Path `protobuf:"bytes,1,opt,name=path_x,json=pathX,proto3" json:"path_x,omitempty"` - // The path of feature y. - PathY *Path `protobuf:"bytes,2,opt,name=path_y,json=pathY,proto3" json:"path_y,omitempty"` - // Number of occurrences of this feature cross in the data. If any of - // the features in the cross is missing, the example is ignored. - Count uint64 `protobuf:"varint,3,opt,name=count,proto3" json:"count,omitempty"` - // Types that are assignable to CrossStats: - // *CrossFeatureStatistics_NumCrossStats - // *CrossFeatureStatistics_CategoricalCrossStats - CrossStats isCrossFeatureStatistics_CrossStats `protobuf_oneof:"cross_stats"` -} - -func (x *CrossFeatureStatistics) Reset() { - *x = CrossFeatureStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[2] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *CrossFeatureStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*CrossFeatureStatistics) ProtoMessage() {} - -func (x *CrossFeatureStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[2] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use CrossFeatureStatistics.ProtoReflect.Descriptor instead. -func (*CrossFeatureStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{2} -} - -func (x *CrossFeatureStatistics) GetPathX() *Path { - if x != nil { - return x.PathX - } - return nil -} - -func (x *CrossFeatureStatistics) GetPathY() *Path { - if x != nil { - return x.PathY - } - return nil -} - -func (x *CrossFeatureStatistics) GetCount() uint64 { - if x != nil { - return x.Count - } - return 0 -} - -func (m *CrossFeatureStatistics) GetCrossStats() isCrossFeatureStatistics_CrossStats { - if m != nil { - return m.CrossStats - } - return nil -} - -func (x *CrossFeatureStatistics) GetNumCrossStats() *NumericCrossStatistics { - if x, ok := x.GetCrossStats().(*CrossFeatureStatistics_NumCrossStats); ok { - return x.NumCrossStats - } - return nil -} - -func (x *CrossFeatureStatistics) GetCategoricalCrossStats() *CategoricalCrossStatistics { - if x, ok := x.GetCrossStats().(*CrossFeatureStatistics_CategoricalCrossStats); ok { - return x.CategoricalCrossStats - } - return nil -} - -type isCrossFeatureStatistics_CrossStats interface { - isCrossFeatureStatistics_CrossStats() -} - -type CrossFeatureStatistics_NumCrossStats struct { - NumCrossStats *NumericCrossStatistics `protobuf:"bytes,4,opt,name=num_cross_stats,json=numCrossStats,proto3,oneof"` -} - -type CrossFeatureStatistics_CategoricalCrossStats struct { - CategoricalCrossStats *CategoricalCrossStatistics `protobuf:"bytes,5,opt,name=categorical_cross_stats,json=categoricalCrossStats,proto3,oneof"` -} - -func (*CrossFeatureStatistics_NumCrossStats) isCrossFeatureStatistics_CrossStats() {} - -func (*CrossFeatureStatistics_CategoricalCrossStats) isCrossFeatureStatistics_CrossStats() {} - -type NumericCrossStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Pearson product-moment correlation coefficient. - Correlation float32 `protobuf:"fixed32,1,opt,name=correlation,proto3" json:"correlation,omitempty"` - // Standard covariance. E[(X-E[X])*(Y-E[Y])] - Covariance float32 `protobuf:"fixed32,2,opt,name=covariance,proto3" json:"covariance,omitempty"` -} - -func (x *NumericCrossStatistics) Reset() { - *x = NumericCrossStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[3] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *NumericCrossStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*NumericCrossStatistics) ProtoMessage() {} - -func (x *NumericCrossStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[3] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use NumericCrossStatistics.ProtoReflect.Descriptor instead. -func (*NumericCrossStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{3} -} - -func (x *NumericCrossStatistics) GetCorrelation() float32 { - if x != nil { - return x.Correlation - } - return 0 -} - -func (x *NumericCrossStatistics) GetCovariance() float32 { - if x != nil { - return x.Covariance - } - return 0 -} - -type CategoricalCrossStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Lift *LiftStatistics `protobuf:"bytes,1,opt,name=lift,proto3" json:"lift,omitempty"` -} - -func (x *CategoricalCrossStatistics) Reset() { - *x = CategoricalCrossStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[4] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *CategoricalCrossStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*CategoricalCrossStatistics) ProtoMessage() {} - -func (x *CategoricalCrossStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[4] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use CategoricalCrossStatistics.ProtoReflect.Descriptor instead. -func (*CategoricalCrossStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{4} -} - -func (x *CategoricalCrossStatistics) GetLift() *LiftStatistics { - if x != nil { - return x.Lift - } - return nil -} - -type LiftStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Lift information for each value of path_y. Lift is defined for each pair of - // values (x,y) as P(path_y=y|path_x=x)/P(path_y=y). - LiftSeries []*LiftSeries `protobuf:"bytes,1,rep,name=lift_series,json=liftSeries,proto3" json:"lift_series,omitempty"` - // Weighted lift information for each value of path_y. Weighted lift is - // defined for each pair of values (x,y) as P(path_y=y|path_x=x)/P(path_y=y) - // where probabilities are computed over weighted example space. - WeightedLiftSeries []*LiftSeries `protobuf:"bytes,2,rep,name=weighted_lift_series,json=weightedLiftSeries,proto3" json:"weighted_lift_series,omitempty"` -} - -func (x *LiftStatistics) Reset() { - *x = LiftStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[5] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *LiftStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*LiftStatistics) ProtoMessage() {} - -func (x *LiftStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[5] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use LiftStatistics.ProtoReflect.Descriptor instead. -func (*LiftStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{5} -} - -func (x *LiftStatistics) GetLiftSeries() []*LiftSeries { - if x != nil { - return x.LiftSeries - } - return nil -} - -func (x *LiftStatistics) GetWeightedLiftSeries() []*LiftSeries { - if x != nil { - return x.WeightedLiftSeries - } - return nil -} - -// Container for lift information for a specific y-value. -type LiftSeries struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The particular value of path_y corresponding to this LiftSeries. Each - // element in lift_values corresponds to the lift a different x_value and - // this specific y_value. - // - // Types that are assignable to YValue: - // *LiftSeries_YInt - // *LiftSeries_YString - // *LiftSeries_YBucket - YValue isLiftSeries_YValue `protobuf_oneof:"y_value"` - // The number of examples in which y_value appears. - // - // Types that are assignable to YCountValue: - // *LiftSeries_YCount - // *LiftSeries_WeightedYCount - YCountValue isLiftSeries_YCountValue `protobuf_oneof:"y_count_value"` - // The lifts for a each path_x value and this y_value. - LiftValues []*LiftSeries_LiftValue `protobuf:"bytes,6,rep,name=lift_values,json=liftValues,proto3" json:"lift_values,omitempty"` -} - -func (x *LiftSeries) Reset() { - *x = LiftSeries{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[6] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *LiftSeries) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*LiftSeries) ProtoMessage() {} - -func (x *LiftSeries) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[6] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use LiftSeries.ProtoReflect.Descriptor instead. -func (*LiftSeries) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{6} -} - -func (m *LiftSeries) GetYValue() isLiftSeries_YValue { - if m != nil { - return m.YValue - } - return nil -} - -func (x *LiftSeries) GetYInt() int32 { - if x, ok := x.GetYValue().(*LiftSeries_YInt); ok { - return x.YInt - } - return 0 -} - -func (x *LiftSeries) GetYString() string { - if x, ok := x.GetYValue().(*LiftSeries_YString); ok { - return x.YString - } - return "" -} - -func (x *LiftSeries) GetYBucket() *LiftSeries_Bucket { - if x, ok := x.GetYValue().(*LiftSeries_YBucket); ok { - return x.YBucket - } - return nil -} - -func (m *LiftSeries) GetYCountValue() isLiftSeries_YCountValue { - if m != nil { - return m.YCountValue - } - return nil -} - -func (x *LiftSeries) GetYCount() uint64 { - if x, ok := x.GetYCountValue().(*LiftSeries_YCount); ok { - return x.YCount - } - return 0 -} - -func (x *LiftSeries) GetWeightedYCount() float64 { - if x, ok := x.GetYCountValue().(*LiftSeries_WeightedYCount); ok { - return x.WeightedYCount - } - return 0 -} - -func (x *LiftSeries) GetLiftValues() []*LiftSeries_LiftValue { - if x != nil { - return x.LiftValues - } - return nil -} - -type isLiftSeries_YValue interface { - isLiftSeries_YValue() -} - -type LiftSeries_YInt struct { - YInt int32 `protobuf:"varint,1,opt,name=y_int,json=yInt,proto3,oneof"` -} - -type LiftSeries_YString struct { - YString string `protobuf:"bytes,2,opt,name=y_string,json=yString,proto3,oneof"` -} - -type LiftSeries_YBucket struct { - YBucket *LiftSeries_Bucket `protobuf:"bytes,3,opt,name=y_bucket,json=yBucket,proto3,oneof"` -} - -func (*LiftSeries_YInt) isLiftSeries_YValue() {} - -func (*LiftSeries_YString) isLiftSeries_YValue() {} - -func (*LiftSeries_YBucket) isLiftSeries_YValue() {} - -type isLiftSeries_YCountValue interface { - isLiftSeries_YCountValue() -} - -type LiftSeries_YCount struct { - YCount uint64 `protobuf:"varint,4,opt,name=y_count,json=yCount,proto3,oneof"` -} - -type LiftSeries_WeightedYCount struct { - WeightedYCount float64 `protobuf:"fixed64,5,opt,name=weighted_y_count,json=weightedYCount,proto3,oneof"` -} - -func (*LiftSeries_YCount) isLiftSeries_YCountValue() {} - -func (*LiftSeries_WeightedYCount) isLiftSeries_YCountValue() {} - -// The complete set of statistics for a given feature name for a dataset. -type FeatureNameStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // One can identify a field either by the name (for simple fields), or by - // a path (for structured fields). Note that: - // name: "foo" - // is equivalent to: - // path: {step:"foo"} - // Note: this oneof must be consistently either name or path across all - // FeatureNameStatistics in one DatasetFeatureStatistics. - // - // Types that are assignable to FieldId: - // *FeatureNameStatistics_Name - // *FeatureNameStatistics_Path - FieldId isFeatureNameStatistics_FieldId `protobuf_oneof:"field_id"` - // The data type of the feature - Type FeatureNameStatistics_Type `protobuf:"varint,2,opt,name=type,proto3,enum=tensorflow.metadata.v0.FeatureNameStatistics_Type" json:"type,omitempty"` - // The statistics of the values of the feature. - // - // Types that are assignable to Stats: - // *FeatureNameStatistics_NumStats - // *FeatureNameStatistics_StringStats - // *FeatureNameStatistics_BytesStats - // *FeatureNameStatistics_StructStats - Stats isFeatureNameStatistics_Stats `protobuf_oneof:"stats"` - // Any custom statistics can be stored in this list. - CustomStats []*CustomStatistic `protobuf:"bytes,6,rep,name=custom_stats,json=customStats,proto3" json:"custom_stats,omitempty"` -} - -func (x *FeatureNameStatistics) Reset() { - *x = FeatureNameStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[7] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *FeatureNameStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*FeatureNameStatistics) ProtoMessage() {} - -func (x *FeatureNameStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[7] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use FeatureNameStatistics.ProtoReflect.Descriptor instead. -func (*FeatureNameStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{7} -} - -func (m *FeatureNameStatistics) GetFieldId() isFeatureNameStatistics_FieldId { - if m != nil { - return m.FieldId - } - return nil -} - -func (x *FeatureNameStatistics) GetName() string { - if x, ok := x.GetFieldId().(*FeatureNameStatistics_Name); ok { - return x.Name - } - return "" -} - -func (x *FeatureNameStatistics) GetPath() *Path { - if x, ok := x.GetFieldId().(*FeatureNameStatistics_Path); ok { - return x.Path - } - return nil -} - -func (x *FeatureNameStatistics) GetType() FeatureNameStatistics_Type { - if x != nil { - return x.Type - } - return FeatureNameStatistics_INT -} - -func (m *FeatureNameStatistics) GetStats() isFeatureNameStatistics_Stats { - if m != nil { - return m.Stats - } - return nil -} - -func (x *FeatureNameStatistics) GetNumStats() *NumericStatistics { - if x, ok := x.GetStats().(*FeatureNameStatistics_NumStats); ok { - return x.NumStats - } - return nil -} - -func (x *FeatureNameStatistics) GetStringStats() *StringStatistics { - if x, ok := x.GetStats().(*FeatureNameStatistics_StringStats); ok { - return x.StringStats - } - return nil -} - -func (x *FeatureNameStatistics) GetBytesStats() *BytesStatistics { - if x, ok := x.GetStats().(*FeatureNameStatistics_BytesStats); ok { - return x.BytesStats - } - return nil -} - -func (x *FeatureNameStatistics) GetStructStats() *StructStatistics { - if x, ok := x.GetStats().(*FeatureNameStatistics_StructStats); ok { - return x.StructStats - } - return nil -} - -func (x *FeatureNameStatistics) GetCustomStats() []*CustomStatistic { - if x != nil { - return x.CustomStats - } - return nil -} - -type isFeatureNameStatistics_FieldId interface { - isFeatureNameStatistics_FieldId() -} - -type FeatureNameStatistics_Name struct { - // The feature name - Name string `protobuf:"bytes,1,opt,name=name,proto3,oneof"` -} - -type FeatureNameStatistics_Path struct { - // The path of the feature. - Path *Path `protobuf:"bytes,8,opt,name=path,proto3,oneof"` -} - -func (*FeatureNameStatistics_Name) isFeatureNameStatistics_FieldId() {} - -func (*FeatureNameStatistics_Path) isFeatureNameStatistics_FieldId() {} - -type isFeatureNameStatistics_Stats interface { - isFeatureNameStatistics_Stats() -} - -type FeatureNameStatistics_NumStats struct { - NumStats *NumericStatistics `protobuf:"bytes,3,opt,name=num_stats,json=numStats,proto3,oneof"` -} - -type FeatureNameStatistics_StringStats struct { - StringStats *StringStatistics `protobuf:"bytes,4,opt,name=string_stats,json=stringStats,proto3,oneof"` -} - -type FeatureNameStatistics_BytesStats struct { - BytesStats *BytesStatistics `protobuf:"bytes,5,opt,name=bytes_stats,json=bytesStats,proto3,oneof"` -} - -type FeatureNameStatistics_StructStats struct { - StructStats *StructStatistics `protobuf:"bytes,7,opt,name=struct_stats,json=structStats,proto3,oneof"` -} - -func (*FeatureNameStatistics_NumStats) isFeatureNameStatistics_Stats() {} - -func (*FeatureNameStatistics_StringStats) isFeatureNameStatistics_Stats() {} - -func (*FeatureNameStatistics_BytesStats) isFeatureNameStatistics_Stats() {} - -func (*FeatureNameStatistics_StructStats) isFeatureNameStatistics_Stats() {} - -// Common weighted statistics for all feature types. Statistics counting number -// of values (i.e., avg_num_values and tot_num_values) include NaNs. -// If the weighted column is missing, then this counts as a weight of 1 -// for that example. -type WeightedCommonStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Weighted number of examples not missing. - NumNonMissing float64 `protobuf:"fixed64,1,opt,name=num_non_missing,json=numNonMissing,proto3" json:"num_non_missing,omitempty"` - // Weighted number of examples missing. - // Note that if the weighted column is zero, this does not count - // as missing. - NumMissing float64 `protobuf:"fixed64,2,opt,name=num_missing,json=numMissing,proto3" json:"num_missing,omitempty"` - // average number of values, weighted by the number of examples. - AvgNumValues float64 `protobuf:"fixed64,3,opt,name=avg_num_values,json=avgNumValues,proto3" json:"avg_num_values,omitempty"` - // tot_num_values = avg_num_values * num_non_missing. - // This is calculated directly, so should have less numerical error. - TotNumValues float64 `protobuf:"fixed64,4,opt,name=tot_num_values,json=totNumValues,proto3" json:"tot_num_values,omitempty"` -} - -func (x *WeightedCommonStatistics) Reset() { - *x = WeightedCommonStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[8] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *WeightedCommonStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*WeightedCommonStatistics) ProtoMessage() {} - -func (x *WeightedCommonStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[8] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use WeightedCommonStatistics.ProtoReflect.Descriptor instead. -func (*WeightedCommonStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{8} -} - -func (x *WeightedCommonStatistics) GetNumNonMissing() float64 { - if x != nil { - return x.NumNonMissing - } - return 0 -} - -func (x *WeightedCommonStatistics) GetNumMissing() float64 { - if x != nil { - return x.NumMissing - } - return 0 -} - -func (x *WeightedCommonStatistics) GetAvgNumValues() float64 { - if x != nil { - return x.AvgNumValues - } - return 0 -} - -func (x *WeightedCommonStatistics) GetTotNumValues() float64 { - if x != nil { - return x.TotNumValues - } - return 0 -} - -// Stores the name and value of any custom statistic. The value can be a string, -// double, or histogram. -type CustomStatistic struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - // Types that are assignable to Val: - // *CustomStatistic_Num - // *CustomStatistic_Str - // *CustomStatistic_Histogram - // *CustomStatistic_RankHistogram - Val isCustomStatistic_Val `protobuf_oneof:"val"` -} - -func (x *CustomStatistic) Reset() { - *x = CustomStatistic{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[9] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *CustomStatistic) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*CustomStatistic) ProtoMessage() {} - -func (x *CustomStatistic) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[9] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use CustomStatistic.ProtoReflect.Descriptor instead. -func (*CustomStatistic) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{9} -} - -func (x *CustomStatistic) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -func (m *CustomStatistic) GetVal() isCustomStatistic_Val { - if m != nil { - return m.Val - } - return nil -} - -func (x *CustomStatistic) GetNum() float64 { - if x, ok := x.GetVal().(*CustomStatistic_Num); ok { - return x.Num - } - return 0 -} - -func (x *CustomStatistic) GetStr() string { - if x, ok := x.GetVal().(*CustomStatistic_Str); ok { - return x.Str - } - return "" -} - -func (x *CustomStatistic) GetHistogram() *Histogram { - if x, ok := x.GetVal().(*CustomStatistic_Histogram); ok { - return x.Histogram - } - return nil -} - -func (x *CustomStatistic) GetRankHistogram() *RankHistogram { - if x, ok := x.GetVal().(*CustomStatistic_RankHistogram); ok { - return x.RankHistogram - } - return nil -} - -type isCustomStatistic_Val interface { - isCustomStatistic_Val() -} - -type CustomStatistic_Num struct { - Num float64 `protobuf:"fixed64,2,opt,name=num,proto3,oneof"` -} - -type CustomStatistic_Str struct { - Str string `protobuf:"bytes,3,opt,name=str,proto3,oneof"` -} - -type CustomStatistic_Histogram struct { - Histogram *Histogram `protobuf:"bytes,4,opt,name=histogram,proto3,oneof"` -} - -type CustomStatistic_RankHistogram struct { - RankHistogram *RankHistogram `protobuf:"bytes,5,opt,name=rank_histogram,json=rankHistogram,proto3,oneof"` -} - -func (*CustomStatistic_Num) isCustomStatistic_Val() {} - -func (*CustomStatistic_Str) isCustomStatistic_Val() {} - -func (*CustomStatistic_Histogram) isCustomStatistic_Val() {} - -func (*CustomStatistic_RankHistogram) isCustomStatistic_Val() {} - -// Statistics for a numeric feature in a dataset. -type NumericStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - CommonStats *CommonStatistics `protobuf:"bytes,1,opt,name=common_stats,json=commonStats,proto3" json:"common_stats,omitempty"` - // The mean of the values - Mean float64 `protobuf:"fixed64,2,opt,name=mean,proto3" json:"mean,omitempty"` - // The standard deviation of the values - StdDev float64 `protobuf:"fixed64,3,opt,name=std_dev,json=stdDev,proto3" json:"std_dev,omitempty"` - // The number of values that equal 0 - NumZeros uint64 `protobuf:"varint,4,opt,name=num_zeros,json=numZeros,proto3" json:"num_zeros,omitempty"` - // The minimum value - Min float64 `protobuf:"fixed64,5,opt,name=min,proto3" json:"min,omitempty"` - // The median value - Median float64 `protobuf:"fixed64,6,opt,name=median,proto3" json:"median,omitempty"` - // The maximum value - Max float64 `protobuf:"fixed64,7,opt,name=max,proto3" json:"max,omitempty"` - // The histogram(s) of the feature values. - Histograms []*Histogram `protobuf:"bytes,8,rep,name=histograms,proto3" json:"histograms,omitempty"` - // Weighted statistics for the feature, if the values have weights. - WeightedNumericStats *WeightedNumericStatistics `protobuf:"bytes,9,opt,name=weighted_numeric_stats,json=weightedNumericStats,proto3" json:"weighted_numeric_stats,omitempty"` -} - -func (x *NumericStatistics) Reset() { - *x = NumericStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[10] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *NumericStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*NumericStatistics) ProtoMessage() {} - -func (x *NumericStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[10] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use NumericStatistics.ProtoReflect.Descriptor instead. -func (*NumericStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{10} -} - -func (x *NumericStatistics) GetCommonStats() *CommonStatistics { - if x != nil { - return x.CommonStats - } - return nil -} - -func (x *NumericStatistics) GetMean() float64 { - if x != nil { - return x.Mean - } - return 0 -} - -func (x *NumericStatistics) GetStdDev() float64 { - if x != nil { - return x.StdDev - } - return 0 -} - -func (x *NumericStatistics) GetNumZeros() uint64 { - if x != nil { - return x.NumZeros - } - return 0 -} - -func (x *NumericStatistics) GetMin() float64 { - if x != nil { - return x.Min - } - return 0 -} - -func (x *NumericStatistics) GetMedian() float64 { - if x != nil { - return x.Median - } - return 0 -} - -func (x *NumericStatistics) GetMax() float64 { - if x != nil { - return x.Max - } - return 0 -} - -func (x *NumericStatistics) GetHistograms() []*Histogram { - if x != nil { - return x.Histograms - } - return nil -} - -func (x *NumericStatistics) GetWeightedNumericStats() *WeightedNumericStatistics { - if x != nil { - return x.WeightedNumericStats - } - return nil -} - -// Statistics for a string feature in a dataset. -type StringStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - CommonStats *CommonStatistics `protobuf:"bytes,1,opt,name=common_stats,json=commonStats,proto3" json:"common_stats,omitempty"` - // The number of unique values - Unique uint64 `protobuf:"varint,2,opt,name=unique,proto3" json:"unique,omitempty"` - // A sorted list of the most-frequent values and their frequencies, with - // the most-frequent being first. - TopValues []*StringStatistics_FreqAndValue `protobuf:"bytes,3,rep,name=top_values,json=topValues,proto3" json:"top_values,omitempty"` - // The average length of the values - AvgLength float32 `protobuf:"fixed32,4,opt,name=avg_length,json=avgLength,proto3" json:"avg_length,omitempty"` - // The rank histogram for the values of the feature. - // The rank is used to measure of how commonly the value is found in the - // dataset. The most common value would have a rank of 1, with the second-most - // common value having a rank of 2, and so on. - RankHistogram *RankHistogram `protobuf:"bytes,5,opt,name=rank_histogram,json=rankHistogram,proto3" json:"rank_histogram,omitempty"` - // Weighted statistics for the feature, if the values have weights. - WeightedStringStats *WeightedStringStatistics `protobuf:"bytes,6,opt,name=weighted_string_stats,json=weightedStringStats,proto3" json:"weighted_string_stats,omitempty"` - // A vocabulary file, used for vocabularies too large to store in the proto - // itself. Note that the file may be relative to some context-dependent - // directory. E.g. in TFX the feature statistics will live in a PPP and - // vocabulary file names will be relative to this PPP. - VocabularyFile string `protobuf:"bytes,7,opt,name=vocabulary_file,json=vocabularyFile,proto3" json:"vocabulary_file,omitempty"` -} - -func (x *StringStatistics) Reset() { - *x = StringStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[11] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StringStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StringStatistics) ProtoMessage() {} - -func (x *StringStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[11] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StringStatistics.ProtoReflect.Descriptor instead. -func (*StringStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{11} -} - -func (x *StringStatistics) GetCommonStats() *CommonStatistics { - if x != nil { - return x.CommonStats - } - return nil -} - -func (x *StringStatistics) GetUnique() uint64 { - if x != nil { - return x.Unique - } - return 0 -} - -func (x *StringStatistics) GetTopValues() []*StringStatistics_FreqAndValue { - if x != nil { - return x.TopValues - } - return nil -} - -func (x *StringStatistics) GetAvgLength() float32 { - if x != nil { - return x.AvgLength - } - return 0 -} - -func (x *StringStatistics) GetRankHistogram() *RankHistogram { - if x != nil { - return x.RankHistogram - } - return nil -} - -func (x *StringStatistics) GetWeightedStringStats() *WeightedStringStatistics { - if x != nil { - return x.WeightedStringStats - } - return nil -} - -func (x *StringStatistics) GetVocabularyFile() string { - if x != nil { - return x.VocabularyFile - } - return "" -} - -// Statistics for a weighted numeric feature in a dataset. -type WeightedNumericStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The weighted mean of the values - Mean float64 `protobuf:"fixed64,1,opt,name=mean,proto3" json:"mean,omitempty"` - // The weighted standard deviation of the values - StdDev float64 `protobuf:"fixed64,2,opt,name=std_dev,json=stdDev,proto3" json:"std_dev,omitempty"` - // The weighted median of the values - Median float64 `protobuf:"fixed64,3,opt,name=median,proto3" json:"median,omitempty"` - // The histogram(s) of the weighted feature values. - Histograms []*Histogram `protobuf:"bytes,4,rep,name=histograms,proto3" json:"histograms,omitempty"` -} - -func (x *WeightedNumericStatistics) Reset() { - *x = WeightedNumericStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[12] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *WeightedNumericStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*WeightedNumericStatistics) ProtoMessage() {} - -func (x *WeightedNumericStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[12] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use WeightedNumericStatistics.ProtoReflect.Descriptor instead. -func (*WeightedNumericStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{12} -} - -func (x *WeightedNumericStatistics) GetMean() float64 { - if x != nil { - return x.Mean - } - return 0 -} - -func (x *WeightedNumericStatistics) GetStdDev() float64 { - if x != nil { - return x.StdDev - } - return 0 -} - -func (x *WeightedNumericStatistics) GetMedian() float64 { - if x != nil { - return x.Median - } - return 0 -} - -func (x *WeightedNumericStatistics) GetHistograms() []*Histogram { - if x != nil { - return x.Histograms - } - return nil -} - -// Statistics for a weighted string feature in a dataset. -type WeightedStringStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // A sorted list of the most-frequent values and their weighted frequencies, - // with the most-frequent being first. - TopValues []*StringStatistics_FreqAndValue `protobuf:"bytes,1,rep,name=top_values,json=topValues,proto3" json:"top_values,omitempty"` - // The rank histogram for the weighted values of the feature. - RankHistogram *RankHistogram `protobuf:"bytes,2,opt,name=rank_histogram,json=rankHistogram,proto3" json:"rank_histogram,omitempty"` -} - -func (x *WeightedStringStatistics) Reset() { - *x = WeightedStringStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[13] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *WeightedStringStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*WeightedStringStatistics) ProtoMessage() {} - -func (x *WeightedStringStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[13] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use WeightedStringStatistics.ProtoReflect.Descriptor instead. -func (*WeightedStringStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{13} -} - -func (x *WeightedStringStatistics) GetTopValues() []*StringStatistics_FreqAndValue { - if x != nil { - return x.TopValues - } - return nil -} - -func (x *WeightedStringStatistics) GetRankHistogram() *RankHistogram { - if x != nil { - return x.RankHistogram - } - return nil -} - -// Statistics for a bytes feature in a dataset. -type BytesStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - CommonStats *CommonStatistics `protobuf:"bytes,1,opt,name=common_stats,json=commonStats,proto3" json:"common_stats,omitempty"` - // The number of unique values - Unique uint64 `protobuf:"varint,2,opt,name=unique,proto3" json:"unique,omitempty"` - // The average number of bytes in a value - AvgNumBytes float32 `protobuf:"fixed32,3,opt,name=avg_num_bytes,json=avgNumBytes,proto3" json:"avg_num_bytes,omitempty"` - // The minimum number of bytes in a value - MinNumBytes float32 `protobuf:"fixed32,4,opt,name=min_num_bytes,json=minNumBytes,proto3" json:"min_num_bytes,omitempty"` - // The maximum number of bytes in a value - MaxNumBytes float32 `protobuf:"fixed32,5,opt,name=max_num_bytes,json=maxNumBytes,proto3" json:"max_num_bytes,omitempty"` -} - -func (x *BytesStatistics) Reset() { - *x = BytesStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[14] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *BytesStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*BytesStatistics) ProtoMessage() {} - -func (x *BytesStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[14] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use BytesStatistics.ProtoReflect.Descriptor instead. -func (*BytesStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{14} -} - -func (x *BytesStatistics) GetCommonStats() *CommonStatistics { - if x != nil { - return x.CommonStats - } - return nil -} - -func (x *BytesStatistics) GetUnique() uint64 { - if x != nil { - return x.Unique - } - return 0 -} - -func (x *BytesStatistics) GetAvgNumBytes() float32 { - if x != nil { - return x.AvgNumBytes - } - return 0 -} - -func (x *BytesStatistics) GetMinNumBytes() float32 { - if x != nil { - return x.MinNumBytes - } - return 0 -} - -func (x *BytesStatistics) GetMaxNumBytes() float32 { - if x != nil { - return x.MaxNumBytes - } - return 0 -} - -type StructStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - CommonStats *CommonStatistics `protobuf:"bytes,1,opt,name=common_stats,json=commonStats,proto3" json:"common_stats,omitempty"` -} - -func (x *StructStatistics) Reset() { - *x = StructStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[15] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StructStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StructStatistics) ProtoMessage() {} - -func (x *StructStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[15] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StructStatistics.ProtoReflect.Descriptor instead. -func (*StructStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{15} -} - -func (x *StructStatistics) GetCommonStats() *CommonStatistics { - if x != nil { - return x.CommonStats - } - return nil -} - -// Common statistics for all feature types. Statistics counting number of values -// (i.e., min_num_values, max_num_values, avg_num_values, and tot_num_values) -// include NaNs. -type CommonStatistics struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The number of examples with at least one value for this feature. - NumNonMissing uint64 `protobuf:"varint,1,opt,name=num_non_missing,json=numNonMissing,proto3" json:"num_non_missing,omitempty"` - // The number of examples with no values for this feature. - NumMissing uint64 `protobuf:"varint,2,opt,name=num_missing,json=numMissing,proto3" json:"num_missing,omitempty"` - // The minimum number of values in a single example for this feature. - MinNumValues uint64 `protobuf:"varint,3,opt,name=min_num_values,json=minNumValues,proto3" json:"min_num_values,omitempty"` - // The maximum number of values in a single example for this feature. - MaxNumValues uint64 `protobuf:"varint,4,opt,name=max_num_values,json=maxNumValues,proto3" json:"max_num_values,omitempty"` - // The average number of values in a single example for this feature. - AvgNumValues float32 `protobuf:"fixed32,5,opt,name=avg_num_values,json=avgNumValues,proto3" json:"avg_num_values,omitempty"` - // tot_num_values = avg_num_values * num_non_missing. - // This is calculated directly, so should have less numerical error. - TotNumValues uint64 `protobuf:"varint,8,opt,name=tot_num_values,json=totNumValues,proto3" json:"tot_num_values,omitempty"` - // The quantiles histogram for the number of values in this feature. - NumValuesHistogram *Histogram `protobuf:"bytes,6,opt,name=num_values_histogram,json=numValuesHistogram,proto3" json:"num_values_histogram,omitempty"` - WeightedCommonStats *WeightedCommonStatistics `protobuf:"bytes,7,opt,name=weighted_common_stats,json=weightedCommonStats,proto3" json:"weighted_common_stats,omitempty"` - // The histogram for the number of features in the feature list (only set if - // this feature is a non-context feature from a tf.SequenceExample). - // This is different from num_values_histogram, as num_values_histogram tracks - // the count of all values for a feature in an example, whereas this tracks - // the length of the feature list for this feature in an example (where each - // feature list can contain multiple values). - FeatureListLengthHistogram *Histogram `protobuf:"bytes,9,opt,name=feature_list_length_histogram,json=featureListLengthHistogram,proto3" json:"feature_list_length_histogram,omitempty"` -} - -func (x *CommonStatistics) Reset() { - *x = CommonStatistics{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[16] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *CommonStatistics) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*CommonStatistics) ProtoMessage() {} - -func (x *CommonStatistics) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[16] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use CommonStatistics.ProtoReflect.Descriptor instead. -func (*CommonStatistics) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{16} -} - -func (x *CommonStatistics) GetNumNonMissing() uint64 { - if x != nil { - return x.NumNonMissing - } - return 0 -} - -func (x *CommonStatistics) GetNumMissing() uint64 { - if x != nil { - return x.NumMissing - } - return 0 -} - -func (x *CommonStatistics) GetMinNumValues() uint64 { - if x != nil { - return x.MinNumValues - } - return 0 -} - -func (x *CommonStatistics) GetMaxNumValues() uint64 { - if x != nil { - return x.MaxNumValues - } - return 0 -} - -func (x *CommonStatistics) GetAvgNumValues() float32 { - if x != nil { - return x.AvgNumValues - } - return 0 -} - -func (x *CommonStatistics) GetTotNumValues() uint64 { - if x != nil { - return x.TotNumValues - } - return 0 -} - -func (x *CommonStatistics) GetNumValuesHistogram() *Histogram { - if x != nil { - return x.NumValuesHistogram - } - return nil -} - -func (x *CommonStatistics) GetWeightedCommonStats() *WeightedCommonStatistics { - if x != nil { - return x.WeightedCommonStats - } - return nil -} - -func (x *CommonStatistics) GetFeatureListLengthHistogram() *Histogram { - if x != nil { - return x.FeatureListLengthHistogram - } - return nil -} - -// The data used to create a histogram of a numeric feature for a dataset. -type Histogram struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The number of NaN values in the dataset. - NumNan uint64 `protobuf:"varint,1,opt,name=num_nan,json=numNan,proto3" json:"num_nan,omitempty"` - // The number of undefined values in the dataset. - NumUndefined uint64 `protobuf:"varint,2,opt,name=num_undefined,json=numUndefined,proto3" json:"num_undefined,omitempty"` - // A list of buckets in the histogram, sorted from lowest bucket to highest - // bucket. - Buckets []*Histogram_Bucket `protobuf:"bytes,3,rep,name=buckets,proto3" json:"buckets,omitempty"` - // The type of the histogram. - Type Histogram_HistogramType `protobuf:"varint,4,opt,name=type,proto3,enum=tensorflow.metadata.v0.Histogram_HistogramType" json:"type,omitempty"` - // An optional descriptive name of the histogram, to be used for labeling. - Name string `protobuf:"bytes,5,opt,name=name,proto3" json:"name,omitempty"` -} - -func (x *Histogram) Reset() { - *x = Histogram{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[17] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Histogram) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Histogram) ProtoMessage() {} - -func (x *Histogram) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[17] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Histogram.ProtoReflect.Descriptor instead. -func (*Histogram) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{17} -} - -func (x *Histogram) GetNumNan() uint64 { - if x != nil { - return x.NumNan - } - return 0 -} - -func (x *Histogram) GetNumUndefined() uint64 { - if x != nil { - return x.NumUndefined - } - return 0 -} - -func (x *Histogram) GetBuckets() []*Histogram_Bucket { - if x != nil { - return x.Buckets - } - return nil -} - -func (x *Histogram) GetType() Histogram_HistogramType { - if x != nil { - return x.Type - } - return Histogram_STANDARD -} - -func (x *Histogram) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -// The data used to create a rank histogram of a non-numeric feature of a -// dataset. The rank of a value in a feature can be used as a measure of how -// commonly the value is found in the entire dataset. With bucket sizes of one, -// this becomes a distribution function of all feature values. -type RankHistogram struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // A list of buckets in the histogram, sorted from lowest-ranked bucket to - // highest-ranked bucket. - Buckets []*RankHistogram_Bucket `protobuf:"bytes,1,rep,name=buckets,proto3" json:"buckets,omitempty"` - // An optional descriptive name of the histogram, to be used for labeling. - Name string `protobuf:"bytes,2,opt,name=name,proto3" json:"name,omitempty"` -} - -func (x *RankHistogram) Reset() { - *x = RankHistogram{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[18] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *RankHistogram) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*RankHistogram) ProtoMessage() {} - -func (x *RankHistogram) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[18] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use RankHistogram.ProtoReflect.Descriptor instead. -func (*RankHistogram) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{18} -} - -func (x *RankHistogram) GetBuckets() []*RankHistogram_Bucket { - if x != nil { - return x.Buckets - } - return nil -} - -func (x *RankHistogram) GetName() string { - if x != nil { - return x.Name - } - return "" -} - -// A bucket for referring to binned numeric features. -type LiftSeries_Bucket struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The low value of the bucket, inclusive. - LowValue float64 `protobuf:"fixed64,1,opt,name=low_value,json=lowValue,proto3" json:"low_value,omitempty"` - // The high value of the bucket, exclusive (unless the high_value is - // positive infinity). - HighValue float64 `protobuf:"fixed64,2,opt,name=high_value,json=highValue,proto3" json:"high_value,omitempty"` -} - -func (x *LiftSeries_Bucket) Reset() { - *x = LiftSeries_Bucket{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[19] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *LiftSeries_Bucket) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*LiftSeries_Bucket) ProtoMessage() {} - -func (x *LiftSeries_Bucket) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[19] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use LiftSeries_Bucket.ProtoReflect.Descriptor instead. -func (*LiftSeries_Bucket) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{6, 0} -} - -func (x *LiftSeries_Bucket) GetLowValue() float64 { - if x != nil { - return x.LowValue - } - return 0 -} - -func (x *LiftSeries_Bucket) GetHighValue() float64 { - if x != nil { - return x.HighValue - } - return 0 -} - -// A container for lift information about a specific value of path_x. -type LiftSeries_LiftValue struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // Types that are assignable to XValue: - // *LiftSeries_LiftValue_XInt - // *LiftSeries_LiftValue_XString - XValue isLiftSeries_LiftValue_XValue `protobuf_oneof:"x_value"` - // P(path_y=y|path_x=x) / P(path_y=y) for x_value and the enclosing y_value. - // In terms of concrete fields, this number represents: - // (x_and_y_count / x_count) / (y_count / num_examples) - Lift float64 `protobuf:"fixed64,3,opt,name=lift,proto3" json:"lift,omitempty"` - // The number of examples in which x_value appears. - // - // Types that are assignable to XCountValue: - // *LiftSeries_LiftValue_XCount - // *LiftSeries_LiftValue_WeightedXCount - XCountValue isLiftSeries_LiftValue_XCountValue `protobuf_oneof:"x_count_value"` - // The number of examples in which x_value appears and y_value appears. - // - // Types that are assignable to XAndYCountValue: - // *LiftSeries_LiftValue_XAndYCount - // *LiftSeries_LiftValue_WeightedXAndYCount - XAndYCountValue isLiftSeries_LiftValue_XAndYCountValue `protobuf_oneof:"x_and_y_count_value"` -} - -func (x *LiftSeries_LiftValue) Reset() { - *x = LiftSeries_LiftValue{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[20] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *LiftSeries_LiftValue) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*LiftSeries_LiftValue) ProtoMessage() {} - -func (x *LiftSeries_LiftValue) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[20] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use LiftSeries_LiftValue.ProtoReflect.Descriptor instead. -func (*LiftSeries_LiftValue) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{6, 1} -} - -func (m *LiftSeries_LiftValue) GetXValue() isLiftSeries_LiftValue_XValue { - if m != nil { - return m.XValue - } - return nil -} - -func (x *LiftSeries_LiftValue) GetXInt() int32 { - if x, ok := x.GetXValue().(*LiftSeries_LiftValue_XInt); ok { - return x.XInt - } - return 0 -} - -func (x *LiftSeries_LiftValue) GetXString() string { - if x, ok := x.GetXValue().(*LiftSeries_LiftValue_XString); ok { - return x.XString - } - return "" -} - -func (x *LiftSeries_LiftValue) GetLift() float64 { - if x != nil { - return x.Lift - } - return 0 -} - -func (m *LiftSeries_LiftValue) GetXCountValue() isLiftSeries_LiftValue_XCountValue { - if m != nil { - return m.XCountValue - } - return nil -} - -func (x *LiftSeries_LiftValue) GetXCount() uint64 { - if x, ok := x.GetXCountValue().(*LiftSeries_LiftValue_XCount); ok { - return x.XCount - } - return 0 -} - -func (x *LiftSeries_LiftValue) GetWeightedXCount() float64 { - if x, ok := x.GetXCountValue().(*LiftSeries_LiftValue_WeightedXCount); ok { - return x.WeightedXCount - } - return 0 -} - -func (m *LiftSeries_LiftValue) GetXAndYCountValue() isLiftSeries_LiftValue_XAndYCountValue { - if m != nil { - return m.XAndYCountValue - } - return nil -} - -func (x *LiftSeries_LiftValue) GetXAndYCount() uint64 { - if x, ok := x.GetXAndYCountValue().(*LiftSeries_LiftValue_XAndYCount); ok { - return x.XAndYCount - } - return 0 -} - -func (x *LiftSeries_LiftValue) GetWeightedXAndYCount() float64 { - if x, ok := x.GetXAndYCountValue().(*LiftSeries_LiftValue_WeightedXAndYCount); ok { - return x.WeightedXAndYCount - } - return 0 -} - -type isLiftSeries_LiftValue_XValue interface { - isLiftSeries_LiftValue_XValue() -} - -type LiftSeries_LiftValue_XInt struct { - XInt int32 `protobuf:"varint,1,opt,name=x_int,json=xInt,proto3,oneof"` -} - -type LiftSeries_LiftValue_XString struct { - XString string `protobuf:"bytes,2,opt,name=x_string,json=xString,proto3,oneof"` -} - -func (*LiftSeries_LiftValue_XInt) isLiftSeries_LiftValue_XValue() {} - -func (*LiftSeries_LiftValue_XString) isLiftSeries_LiftValue_XValue() {} - -type isLiftSeries_LiftValue_XCountValue interface { - isLiftSeries_LiftValue_XCountValue() -} - -type LiftSeries_LiftValue_XCount struct { - XCount uint64 `protobuf:"varint,4,opt,name=x_count,json=xCount,proto3,oneof"` -} - -type LiftSeries_LiftValue_WeightedXCount struct { - WeightedXCount float64 `protobuf:"fixed64,5,opt,name=weighted_x_count,json=weightedXCount,proto3,oneof"` -} - -func (*LiftSeries_LiftValue_XCount) isLiftSeries_LiftValue_XCountValue() {} - -func (*LiftSeries_LiftValue_WeightedXCount) isLiftSeries_LiftValue_XCountValue() {} - -type isLiftSeries_LiftValue_XAndYCountValue interface { - isLiftSeries_LiftValue_XAndYCountValue() -} - -type LiftSeries_LiftValue_XAndYCount struct { - XAndYCount uint64 `protobuf:"varint,6,opt,name=x_and_y_count,json=xAndYCount,proto3,oneof"` -} - -type LiftSeries_LiftValue_WeightedXAndYCount struct { - WeightedXAndYCount float64 `protobuf:"fixed64,7,opt,name=weighted_x_and_y_count,json=weightedXAndYCount,proto3,oneof"` -} - -func (*LiftSeries_LiftValue_XAndYCount) isLiftSeries_LiftValue_XAndYCountValue() {} - -func (*LiftSeries_LiftValue_WeightedXAndYCount) isLiftSeries_LiftValue_XAndYCountValue() {} - -type StringStatistics_FreqAndValue struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - Value string `protobuf:"bytes,2,opt,name=value,proto3" json:"value,omitempty"` - // The number of times the value occurs. Stored as a double to be able to - // handle weighted features. - Frequency float64 `protobuf:"fixed64,3,opt,name=frequency,proto3" json:"frequency,omitempty"` -} - -func (x *StringStatistics_FreqAndValue) Reset() { - *x = StringStatistics_FreqAndValue{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[21] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *StringStatistics_FreqAndValue) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*StringStatistics_FreqAndValue) ProtoMessage() {} - -func (x *StringStatistics_FreqAndValue) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[21] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use StringStatistics_FreqAndValue.ProtoReflect.Descriptor instead. -func (*StringStatistics_FreqAndValue) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{11, 0} -} - -func (x *StringStatistics_FreqAndValue) GetValue() string { - if x != nil { - return x.Value - } - return "" -} - -func (x *StringStatistics_FreqAndValue) GetFrequency() float64 { - if x != nil { - return x.Frequency - } - return 0 -} - -// Each bucket defines its low and high values along with its count. 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Stored as a double to be able to - // handle weighted histograms. - SampleCount float64 `protobuf:"fixed64,4,opt,name=sample_count,json=sampleCount,proto3" json:"sample_count,omitempty"` -} - -func (x *Histogram_Bucket) Reset() { - *x = Histogram_Bucket{} - if protoimpl.UnsafeEnabled { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[22] - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - ms.StoreMessageInfo(mi) - } -} - -func (x *Histogram_Bucket) String() string { - return protoimpl.X.MessageStringOf(x) -} - -func (*Histogram_Bucket) ProtoMessage() {} - -func (x *Histogram_Bucket) ProtoReflect() protoreflect.Message { - mi := &file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[22] - if protoimpl.UnsafeEnabled && x != nil { - ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) - if ms.LoadMessageInfo() == nil { - ms.StoreMessageInfo(mi) - } - return ms - } - return mi.MessageOf(x) -} - -// Deprecated: Use Histogram_Bucket.ProtoReflect.Descriptor instead. -func (*Histogram_Bucket) Descriptor() ([]byte, []int) { - return file_tensorflow_metadata_proto_v0_statistics_proto_rawDescGZIP(), []int{17, 0} -} - -func (x *Histogram_Bucket) GetLowValue() float64 { - if x != nil { - return x.LowValue - } - return 0 -} - -func (x *Histogram_Bucket) GetHighValue() float64 { - if x != nil { - return x.HighValue - } - return 0 -} - -func (x *Histogram_Bucket) GetSampleCount() float64 { - if x != nil { - return x.SampleCount - } - return 0 -} - -// Each bucket defines its start and end ranks along with its count. -type RankHistogram_Bucket struct { - state protoimpl.MessageState - sizeCache protoimpl.SizeCache - unknownFields protoimpl.UnknownFields - - // The low rank of the bucket, inclusive. - LowRank uint64 `protobuf:"varint,1,opt,name=low_rank,json=lowRank,proto3" json:"low_rank,omitempty"` - // The high rank of the bucket, exclusive. - HighRank uint64 `protobuf:"varint,2,opt,name=high_rank,json=highRank,proto3" json:"high_rank,omitempty"` - // The label for the bucket. 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(Histogram_HistogramType)(0), // 1: tensorflow.metadata.v0.Histogram.HistogramType - (*DatasetFeatureStatisticsList)(nil), // 2: tensorflow.metadata.v0.DatasetFeatureStatisticsList - (*DatasetFeatureStatistics)(nil), // 3: tensorflow.metadata.v0.DatasetFeatureStatistics - (*CrossFeatureStatistics)(nil), // 4: tensorflow.metadata.v0.CrossFeatureStatistics - (*NumericCrossStatistics)(nil), // 5: tensorflow.metadata.v0.NumericCrossStatistics - (*CategoricalCrossStatistics)(nil), // 6: tensorflow.metadata.v0.CategoricalCrossStatistics - (*LiftStatistics)(nil), // 7: tensorflow.metadata.v0.LiftStatistics - (*LiftSeries)(nil), // 8: tensorflow.metadata.v0.LiftSeries - (*FeatureNameStatistics)(nil), // 9: tensorflow.metadata.v0.FeatureNameStatistics - (*WeightedCommonStatistics)(nil), // 10: tensorflow.metadata.v0.WeightedCommonStatistics - (*CustomStatistic)(nil), // 11: tensorflow.metadata.v0.CustomStatistic - (*NumericStatistics)(nil), // 12: tensorflow.metadata.v0.NumericStatistics - (*StringStatistics)(nil), // 13: tensorflow.metadata.v0.StringStatistics - (*WeightedNumericStatistics)(nil), // 14: tensorflow.metadata.v0.WeightedNumericStatistics - (*WeightedStringStatistics)(nil), // 15: tensorflow.metadata.v0.WeightedStringStatistics - (*BytesStatistics)(nil), // 16: tensorflow.metadata.v0.BytesStatistics - (*StructStatistics)(nil), // 17: tensorflow.metadata.v0.StructStatistics - (*CommonStatistics)(nil), // 18: tensorflow.metadata.v0.CommonStatistics - (*Histogram)(nil), // 19: tensorflow.metadata.v0.Histogram - (*RankHistogram)(nil), // 20: tensorflow.metadata.v0.RankHistogram - (*LiftSeries_Bucket)(nil), // 21: tensorflow.metadata.v0.LiftSeries.Bucket - (*LiftSeries_LiftValue)(nil), // 22: tensorflow.metadata.v0.LiftSeries.LiftValue - (*StringStatistics_FreqAndValue)(nil), // 23: tensorflow.metadata.v0.StringStatistics.FreqAndValue - (*Histogram_Bucket)(nil), // 24: tensorflow.metadata.v0.Histogram.Bucket - (*RankHistogram_Bucket)(nil), // 25: tensorflow.metadata.v0.RankHistogram.Bucket - (*Path)(nil), // 26: tensorflow.metadata.v0.Path -} -var file_tensorflow_metadata_proto_v0_statistics_proto_depIdxs = []int32{ - 3, // 0: tensorflow.metadata.v0.DatasetFeatureStatisticsList.datasets:type_name -> tensorflow.metadata.v0.DatasetFeatureStatistics - 9, // 1: tensorflow.metadata.v0.DatasetFeatureStatistics.features:type_name -> tensorflow.metadata.v0.FeatureNameStatistics - 4, // 2: tensorflow.metadata.v0.DatasetFeatureStatistics.cross_features:type_name -> tensorflow.metadata.v0.CrossFeatureStatistics - 26, // 3: tensorflow.metadata.v0.CrossFeatureStatistics.path_x:type_name -> tensorflow.metadata.v0.Path - 26, // 4: tensorflow.metadata.v0.CrossFeatureStatistics.path_y:type_name -> tensorflow.metadata.v0.Path - 5, // 5: tensorflow.metadata.v0.CrossFeatureStatistics.num_cross_stats:type_name -> tensorflow.metadata.v0.NumericCrossStatistics - 6, // 6: tensorflow.metadata.v0.CrossFeatureStatistics.categorical_cross_stats:type_name -> tensorflow.metadata.v0.CategoricalCrossStatistics - 7, // 7: tensorflow.metadata.v0.CategoricalCrossStatistics.lift:type_name -> tensorflow.metadata.v0.LiftStatistics - 8, // 8: tensorflow.metadata.v0.LiftStatistics.lift_series:type_name -> tensorflow.metadata.v0.LiftSeries - 8, // 9: tensorflow.metadata.v0.LiftStatistics.weighted_lift_series:type_name -> tensorflow.metadata.v0.LiftSeries - 21, // 10: tensorflow.metadata.v0.LiftSeries.y_bucket:type_name -> tensorflow.metadata.v0.LiftSeries.Bucket - 22, // 11: tensorflow.metadata.v0.LiftSeries.lift_values:type_name -> tensorflow.metadata.v0.LiftSeries.LiftValue - 26, // 12: tensorflow.metadata.v0.FeatureNameStatistics.path:type_name -> tensorflow.metadata.v0.Path - 0, // 13: tensorflow.metadata.v0.FeatureNameStatistics.type:type_name -> tensorflow.metadata.v0.FeatureNameStatistics.Type - 12, // 14: tensorflow.metadata.v0.FeatureNameStatistics.num_stats:type_name -> tensorflow.metadata.v0.NumericStatistics - 13, // 15: tensorflow.metadata.v0.FeatureNameStatistics.string_stats:type_name -> tensorflow.metadata.v0.StringStatistics - 16, // 16: tensorflow.metadata.v0.FeatureNameStatistics.bytes_stats:type_name -> tensorflow.metadata.v0.BytesStatistics - 17, // 17: tensorflow.metadata.v0.FeatureNameStatistics.struct_stats:type_name -> tensorflow.metadata.v0.StructStatistics - 11, // 18: tensorflow.metadata.v0.FeatureNameStatistics.custom_stats:type_name -> tensorflow.metadata.v0.CustomStatistic - 19, // 19: tensorflow.metadata.v0.CustomStatistic.histogram:type_name -> tensorflow.metadata.v0.Histogram - 20, // 20: tensorflow.metadata.v0.CustomStatistic.rank_histogram:type_name -> tensorflow.metadata.v0.RankHistogram - 18, // 21: tensorflow.metadata.v0.NumericStatistics.common_stats:type_name -> tensorflow.metadata.v0.CommonStatistics - 19, // 22: tensorflow.metadata.v0.NumericStatistics.histograms:type_name -> tensorflow.metadata.v0.Histogram - 14, // 23: tensorflow.metadata.v0.NumericStatistics.weighted_numeric_stats:type_name -> tensorflow.metadata.v0.WeightedNumericStatistics - 18, // 24: tensorflow.metadata.v0.StringStatistics.common_stats:type_name -> tensorflow.metadata.v0.CommonStatistics - 23, // 25: tensorflow.metadata.v0.StringStatistics.top_values:type_name -> tensorflow.metadata.v0.StringStatistics.FreqAndValue - 20, // 26: tensorflow.metadata.v0.StringStatistics.rank_histogram:type_name -> tensorflow.metadata.v0.RankHistogram - 15, // 27: tensorflow.metadata.v0.StringStatistics.weighted_string_stats:type_name -> tensorflow.metadata.v0.WeightedStringStatistics - 19, // 28: tensorflow.metadata.v0.WeightedNumericStatistics.histograms:type_name -> tensorflow.metadata.v0.Histogram - 23, // 29: tensorflow.metadata.v0.WeightedStringStatistics.top_values:type_name -> tensorflow.metadata.v0.StringStatistics.FreqAndValue - 20, // 30: tensorflow.metadata.v0.WeightedStringStatistics.rank_histogram:type_name -> tensorflow.metadata.v0.RankHistogram - 18, // 31: tensorflow.metadata.v0.BytesStatistics.common_stats:type_name -> tensorflow.metadata.v0.CommonStatistics - 18, // 32: tensorflow.metadata.v0.StructStatistics.common_stats:type_name -> tensorflow.metadata.v0.CommonStatistics - 19, // 33: tensorflow.metadata.v0.CommonStatistics.num_values_histogram:type_name -> tensorflow.metadata.v0.Histogram - 10, // 34: tensorflow.metadata.v0.CommonStatistics.weighted_common_stats:type_name -> tensorflow.metadata.v0.WeightedCommonStatistics - 19, // 35: tensorflow.metadata.v0.CommonStatistics.feature_list_length_histogram:type_name -> tensorflow.metadata.v0.Histogram - 24, // 36: tensorflow.metadata.v0.Histogram.buckets:type_name -> tensorflow.metadata.v0.Histogram.Bucket - 1, // 37: tensorflow.metadata.v0.Histogram.type:type_name -> tensorflow.metadata.v0.Histogram.HistogramType - 25, // 38: tensorflow.metadata.v0.RankHistogram.buckets:type_name -> tensorflow.metadata.v0.RankHistogram.Bucket - 39, // [39:39] is the sub-list for method output_type - 39, // [39:39] is the sub-list for method input_type - 39, // [39:39] is the sub-list for extension type_name - 39, // [39:39] is the sub-list for extension extendee - 0, // [0:39] is the sub-list for field type_name -} - -func init() { file_tensorflow_metadata_proto_v0_statistics_proto_init() } -func file_tensorflow_metadata_proto_v0_statistics_proto_init() { - if File_tensorflow_metadata_proto_v0_statistics_proto != nil { - return - } - file_tensorflow_metadata_proto_v0_path_proto_init() - if !protoimpl.UnsafeEnabled { - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*DatasetFeatureStatisticsList); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*DatasetFeatureStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*CrossFeatureStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*NumericCrossStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*CategoricalCrossStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*LiftStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*LiftSeries); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*FeatureNameStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*WeightedCommonStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[9].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*CustomStatistic); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[10].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*NumericStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[11].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StringStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*WeightedNumericStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[13].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*WeightedStringStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[14].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*BytesStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[15].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StructStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[16].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*CommonStatistics); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[17].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Histogram); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[18].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*RankHistogram); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[19].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*LiftSeries_Bucket); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[20].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*LiftSeries_LiftValue); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[21].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*StringStatistics_FreqAndValue); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[22].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*Histogram_Bucket); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[23].Exporter = func(v interface{}, i int) interface{} { - switch v := v.(*RankHistogram_Bucket); i { - case 0: - return &v.state - case 1: - return &v.sizeCache - case 2: - return &v.unknownFields - default: - return nil - } - } - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[2].OneofWrappers = []interface{}{ - (*CrossFeatureStatistics_NumCrossStats)(nil), - (*CrossFeatureStatistics_CategoricalCrossStats)(nil), - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[6].OneofWrappers = []interface{}{ - (*LiftSeries_YInt)(nil), - (*LiftSeries_YString)(nil), - (*LiftSeries_YBucket)(nil), - (*LiftSeries_YCount)(nil), - (*LiftSeries_WeightedYCount)(nil), - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[7].OneofWrappers = []interface{}{ - (*FeatureNameStatistics_Name)(nil), - (*FeatureNameStatistics_Path)(nil), - (*FeatureNameStatistics_NumStats)(nil), - (*FeatureNameStatistics_StringStats)(nil), - (*FeatureNameStatistics_BytesStats)(nil), - (*FeatureNameStatistics_StructStats)(nil), - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[9].OneofWrappers = []interface{}{ - (*CustomStatistic_Num)(nil), - (*CustomStatistic_Str)(nil), - (*CustomStatistic_Histogram)(nil), - (*CustomStatistic_RankHistogram)(nil), - } - file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes[20].OneofWrappers = []interface{}{ - (*LiftSeries_LiftValue_XInt)(nil), - (*LiftSeries_LiftValue_XString)(nil), - (*LiftSeries_LiftValue_XCount)(nil), - (*LiftSeries_LiftValue_WeightedXCount)(nil), - (*LiftSeries_LiftValue_XAndYCount)(nil), - (*LiftSeries_LiftValue_WeightedXAndYCount)(nil), - } - type x struct{} - out := protoimpl.TypeBuilder{ - File: protoimpl.DescBuilder{ - GoPackagePath: reflect.TypeOf(x{}).PkgPath(), - RawDescriptor: file_tensorflow_metadata_proto_v0_statistics_proto_rawDesc, - NumEnums: 2, - NumMessages: 24, - NumExtensions: 0, - NumServices: 0, - }, - GoTypes: file_tensorflow_metadata_proto_v0_statistics_proto_goTypes, - DependencyIndexes: file_tensorflow_metadata_proto_v0_statistics_proto_depIdxs, - EnumInfos: file_tensorflow_metadata_proto_v0_statistics_proto_enumTypes, - MessageInfos: file_tensorflow_metadata_proto_v0_statistics_proto_msgTypes, - }.Build() - File_tensorflow_metadata_proto_v0_statistics_proto = out.File - file_tensorflow_metadata_proto_v0_statistics_proto_rawDesc = nil - file_tensorflow_metadata_proto_v0_statistics_proto_goTypes = nil - file_tensorflow_metadata_proto_v0_statistics_proto_depIdxs = nil -} diff --git a/sdk/go/request.go b/sdk/go/request.go deleted file mode 100644 index 94fecea01b..0000000000 --- a/sdk/go/request.go +++ /dev/null @@ -1,113 +0,0 @@ -package feast - -import ( - "fmt" - "github.com/feast-dev/feast/sdk/go/protos/feast/serving" - "github.com/feast-dev/feast/sdk/go/protos/feast/types" - "strings" -) - -var ( - // ErrInvalidFeatureRef indicates that the user has provided a feature reference - // with the wrong structure or contents - ErrInvalidFeatureRef = "Invalid Feature Reference %s provided, " + - "feature reference must be in the format featureTableName:featureName" -) - -// OnlineFeaturesRequest wrapper on feast.serving.GetOnlineFeaturesRequestV2. -type OnlineFeaturesRequest struct { - // Features is the list of features to obtain from Feast. Each feature can be given as - // the format feature_table:feature, where "feature_table" & "feature" are feature table name - // and feature name respectively. The only required components is feature name. - Features []string - - // Entities is the list of entity rows to retrieve features on. Each row is a map of entity name to entity value. - Entities []Row - - // Project optionally specifies the project override. If specified, uses given project for retrieval. - // Overrides the projects specified in Feature References if also specified. - Project string -} - -// Builds the feast-specified request payload from the wrapper. -func (r OnlineFeaturesRequest) buildRequest() (*serving.GetOnlineFeaturesRequest, error) { - _, err := buildFeatureRefs(r.Features) - if err != nil { - return nil, err - } - if len(r.Entities) == 0 { - return nil, fmt.Errorf("Entities must be provided") - } - - firstRow := r.Entities[0] - columnSize := len(firstRow) - - // build request entity rows from native entities - entityColumns := make(map[string][]*types.Value, columnSize) - for rowIdx, entityRow := range r.Entities { - for name, val := range entityRow { - if _, ok := entityColumns[name]; !ok { - entityColumns[name] = make([]*types.Value, len(r.Entities)) - } - - entityColumns[name][rowIdx] = val - } - } - - entities := make(map[string]*types.RepeatedValue, len(entityColumns)) - for column, values := range entityColumns { - entities[column] = &types.RepeatedValue{ - Val: values, - } - } - - return &serving.GetOnlineFeaturesRequest{ - Kind: &serving.GetOnlineFeaturesRequest_Features{ - Features: &serving.FeatureList{ - Val: r.Features, - }, - }, - Entities: entities, - }, nil -} - -// Creates a slice of FeatureReferences from string representation in -// the format featuretable:feature. -// featureRefStrs - string feature references to parse. -// Returns parsed FeatureReferences. -// Returns an error when the format of the string feature reference is invalid -func buildFeatureRefs(featureRefStrs []string) ([]*serving.FeatureReferenceV2, error) { - var featureRefs []*serving.FeatureReferenceV2 - - for _, featureRefStr := range featureRefStrs { - featureRef, err := parseFeatureRef(featureRefStr) - if err != nil { - return nil, err - } - featureRefs = append(featureRefs, featureRef) - } - return featureRefs, nil -} - -// Parses a string FeatureReference into FeatureReference proto -// featureRefStr - the string feature reference to parse. -// Returns parsed FeatureReference. -// Returns an error when the format of the string feature reference is invalid -func parseFeatureRef(featureRefStr string) (*serving.FeatureReferenceV2, error) { - if len(featureRefStr) == 0 { - return nil, fmt.Errorf(ErrInvalidFeatureRef, featureRefStr) - } - - var featureRef serving.FeatureReferenceV2 - if strings.Contains(featureRefStr, "/") || !strings.Contains(featureRefStr, ":") { - return nil, fmt.Errorf(ErrInvalidFeatureRef, featureRefStr) - } - // parse featuretable if specified - if strings.Contains(featureRefStr, ":") { - refSplit := strings.Split(featureRefStr, ":") - featureRef.FeatureViewName, featureRefStr = refSplit[0], refSplit[1] - } - featureRef.FeatureName = featureRefStr - - return &featureRef, nil -} diff --git a/sdk/go/request_test.go b/sdk/go/request_test.go deleted file mode 100644 index 9122c8ca40..0000000000 --- a/sdk/go/request_test.go +++ /dev/null @@ -1,98 +0,0 @@ -package feast - -import ( - "fmt" - "github.com/feast-dev/feast/sdk/go/protos/feast/serving" - "github.com/feast-dev/feast/sdk/go/protos/feast/types" - json "github.com/golang/protobuf/jsonpb" - "github.com/golang/protobuf/proto" - "testing" -) - -func TestGetOnlineFeaturesRequest(t *testing.T) { - tt := []struct { - name string - req OnlineFeaturesRequest - want *serving.GetOnlineFeaturesRequest - wantErr bool - err error - }{ - { - name: "valid", - req: OnlineFeaturesRequest{ - Features: []string{ - "driver:driver_id", - }, - Entities: []Row{ - {"entity1": Int64Val(1), "entity2": StrVal("bob")}, - {"entity1": Int64Val(1), "entity2": StrVal("annie")}, - {"entity1": Int64Val(1), "entity2": StrVal("jane")}, - }, - Project: "driver_project", - }, - want: &serving.GetOnlineFeaturesRequest{ - Kind: &serving.GetOnlineFeaturesRequest_Features{ - Features: &serving.FeatureList{ - Val: []string{"driver:driver_id"}, - }, - }, - Entities: map[string]*types.RepeatedValue{ - "entity1": { - Val: []*types.Value{ - Int64Val(1), Int64Val(1), Int64Val(1), - }, - }, - "entity2": { - Val: []*types.Value{ - StrVal("bob"), StrVal("annie"), StrVal("jane"), - }, - }, - }, - }, - wantErr: false, - err: nil, - }, - { - name: "invalid_feature_name/wrong_format", - req: OnlineFeaturesRequest{ - Features: []string{"/fs1:feature1"}, - Entities: []Row{}, - Project: "my_project", - }, - wantErr: true, - err: fmt.Errorf(ErrInvalidFeatureRef, "/fs1:feature1"), - }, - { - name: "invalid_feature_name", - req: OnlineFeaturesRequest{ - Features: []string{"feature1"}, - Entities: []Row{}, - Project: "my_project", - }, - wantErr: true, - err: fmt.Errorf(ErrInvalidFeatureRef, "feature1"), - }, - } - for _, tc := range tt { - t.Run(tc.name, func(t *testing.T) { - got, err := tc.req.buildRequest() - - if (err != nil) != tc.wantErr { - t.Errorf("error = %v, wantErr %v", err, tc.wantErr) - return - } - - if tc.wantErr && err.Error() != tc.err.Error() { - t.Errorf("error = %v, expected err = %v", err, tc.err) - return - } - - if !proto.Equal(got, tc.want) { - m := json.Marshaler{} - gotJSON, _ := m.MarshalToString(got) - wantJSON, _ := m.MarshalToString(tc.want) - t.Errorf("got: \n%v\nwant:\n%v", gotJSON, wantJSON) - } - }) - } -} diff --git a/sdk/go/response.go b/sdk/go/response.go deleted file mode 100644 index cdb2cbee38..0000000000 --- a/sdk/go/response.go +++ /dev/null @@ -1,149 +0,0 @@ -package feast - -import ( - "fmt" - "github.com/feast-dev/feast/sdk/go/protos/feast/serving" - "github.com/feast-dev/feast/sdk/go/protos/feast/types" -) - -var ( - // ErrLengthMismatch indicates that the number of values returned is not the same as the number of values requested - ErrLengthMismatch = "Length mismatch; number of na values (%d) not equal to number of features requested (%d)." - - // ErrFeatureNotFound indicates that the a requested feature was not found in the response - ErrFeatureNotFound = "Feature %s not found in response." - - // ErrTypeMismatch indicates that the there was a type mismatch in the returned values - ErrTypeMismatch = "Requested output of type %s does not match type of feature value returned." -) - -// OnlineFeaturesResponse is a wrapper around serving.GetOnlineFeaturesResponse. -type OnlineFeaturesResponse struct { - RawResponse *serving.GetOnlineFeaturesResponse -} - -// Rows retrieves the result of the request as a list of Rows. -func (r OnlineFeaturesResponse) Rows() []Row { - if len(r.RawResponse.Results) == 0 { - return []Row{} - } - - rowsCount := len(r.RawResponse.Results[0].Values) - rows := make([]Row, rowsCount) - for rowIdx := 0; rowIdx < rowsCount; rowIdx++ { - row := make(map[string]*types.Value) - for featureIdx := 0; featureIdx < len(r.RawResponse.Results); featureIdx++ { - row[r.RawResponse.Metadata.FeatureNames.Val[featureIdx]] = r.RawResponse.Results[featureIdx].Values[rowIdx] - } - - rows[rowIdx] = row - } - return rows -} - -// Statuses retrieves field level status metadata for each row in Rows(). -// Each status map returned maps status 1:1 to each returned row from Rows() -func (r OnlineFeaturesResponse) Statuses() []map[string]serving.FieldStatus { - if len(r.RawResponse.Results) == 0 { - return []map[string]serving.FieldStatus{} - } - - rowsCount := len(r.RawResponse.Results[0].Statuses) - rows := make([]map[string]serving.FieldStatus, rowsCount) - - for rowIdx := 0; rowIdx < rowsCount; rowIdx++ { - row := make(map[string]serving.FieldStatus) - for featureIdx := 0; featureIdx < len(r.RawResponse.Results); featureIdx++ { - row[r.RawResponse.Metadata.FeatureNames.Val[featureIdx]] = r.RawResponse.Results[featureIdx].Statuses[rowIdx] - } - - rows[rowIdx] = row - } - return rows -} - -// Int64Arrays retrieves the result of the request as a list of int64 slices. Any missing values will be filled -// with the missing values provided. -func (r OnlineFeaturesResponse) Int64Arrays(order []string, fillNa []int64) ([][]int64, error) { - if len(fillNa) != len(order) { - return nil, fmt.Errorf(ErrLengthMismatch, len(fillNa), len(order)) - } - - if len(r.RawResponse.Results) == 0 { - return [][]int64{}, nil - } - - rowsCount := len(r.RawResponse.Results[0].Values) - rows := make([][]int64, rowsCount) - - featureNameToIdx := make(map[string]int) - - for idx, featureName := range r.RawResponse.Metadata.FeatureNames.Val { - featureNameToIdx[featureName] = idx - } - - for rowIdx := 0; rowIdx < rowsCount; rowIdx++ { - row := make([]int64, len(order)) - for idx, feature := range order { - featureIdx, exists := featureNameToIdx[feature] - if !exists { - return nil, fmt.Errorf(ErrFeatureNotFound, feature) - } - - valType := r.RawResponse.Results[featureIdx].Values[rowIdx].GetVal() - if valType == nil { - row[idx] = fillNa[idx] - } else if int64Val, ok := valType.(*types.Value_Int64Val); ok { - row[idx] = int64Val.Int64Val - } else { - return nil, fmt.Errorf(ErrTypeMismatch, "int64") - } - } - - rows[rowIdx] = row - } - return rows, nil -} - -// Float64Arrays retrieves the result of the request as a list of float64 slices. Any missing values will be filled -// with the missing values provided. -func (r OnlineFeaturesResponse) Float64Arrays(order []string, fillNa []float64) ([][]float64, error) { - if len(fillNa) != len(order) { - return nil, fmt.Errorf(ErrLengthMismatch, len(fillNa), len(order)) - } - - if len(r.RawResponse.Results) == 0 { - return [][]float64{}, nil - } - - rowsCount := len(r.RawResponse.Results[0].Values) - rows := make([][]float64, rowsCount) - - featureNameToIdx := make(map[string]int) - - for idx, featureName := range r.RawResponse.Metadata.FeatureNames.Val { - featureNameToIdx[featureName] = idx - } - - for rowIdx := 0; rowIdx < rowsCount; rowIdx++ { - row := make([]float64, len(order)) - for idx, feature := range order { - featureIdx, exists := featureNameToIdx[feature] - if !exists { - return nil, fmt.Errorf(ErrFeatureNotFound, feature) - } - - valType := r.RawResponse.Results[featureIdx].Values[rowIdx].GetVal() - if valType == nil { - row[idx] = fillNa[idx] - } else if doubleVal, ok := valType.(*types.Value_DoubleVal); ok { - row[idx] = doubleVal.DoubleVal - } else { - return nil, fmt.Errorf(ErrTypeMismatch, "float64") - } - } - - rows[rowIdx] = row - } - return rows, nil -} diff --git a/sdk/go/response_test.go b/sdk/go/response_test.go deleted file mode 100644 index 693faae7e4..0000000000 --- a/sdk/go/response_test.go +++ /dev/null @@ -1,133 +0,0 @@ -package feast - -import ( - "fmt" - "github.com/feast-dev/feast/sdk/go/protos/feast/serving" - "github.com/feast-dev/feast/sdk/go/protos/feast/types" - "github.com/google/go-cmp/cmp" - "testing" -) - -var response = OnlineFeaturesResponse{ - RawResponse: &serving.GetOnlineFeaturesResponse{ - Results: []*serving.GetOnlineFeaturesResponse_FeatureVector{ - { - Values: []*types.Value{Int64Val(1), Int64Val(2)}, - Statuses: []serving.FieldStatus{ - serving.FieldStatus_PRESENT, - serving.FieldStatus_PRESENT, - }, - }, - { - Values: []*types.Value{{}, Int64Val(2)}, - Statuses: []serving.FieldStatus{ - serving.FieldStatus_NULL_VALUE, - serving.FieldStatus_PRESENT, - }, - }, - }, - Metadata: &serving.GetOnlineFeaturesResponseMetadata{ - FeatureNames: &serving.FeatureList{ - Val: []string{"featuretable1:feature1", "featuretable1:feature2"}, - }, - }, - }, -} - -func TestOnlineFeaturesResponseToRow(t *testing.T) { - actual := response.Rows() - expected := []Row{ - {"featuretable1:feature1": Int64Val(1), "featuretable1:feature2": &types.Value{}}, - {"featuretable1:feature1": Int64Val(2), "featuretable1:feature2": Int64Val(2)}, - } - if len(expected) != len(actual) { - t.Errorf("expected: %v, got: %v", expected, actual) - } - for i := range expected { - if !expected[i].equalTo(actual[i]) { - t.Errorf("expected: %v, got: %v", expected, actual) - } - } -} - -func TestOnlineFeaturesResponseoToStatuses(t *testing.T) { - actual := response.Statuses() - expected := []map[string]serving.FieldStatus{ - { - "featuretable1:feature1": serving.FieldStatus_PRESENT, - "featuretable1:feature2": serving.FieldStatus_NULL_VALUE, - }, - { - "featuretable1:feature1": serving.FieldStatus_PRESENT, - "featuretable1:feature2": serving.FieldStatus_PRESENT, - }, - } - if len(expected) != len(actual) { - t.Errorf("expected: %v, got: %v", expected, actual) - } - for i := range expected { - if !cmp.Equal(expected[i], actual[i]) { - t.Errorf("expected: %v, got: %v", expected, actual) - } - } -} - -func TestOnlineFeaturesResponseToInt64Array(t *testing.T) { - type args struct { - order []string - fillNa []int64 - } - tt := []struct { - name string - args args - want [][]int64 - wantErr bool - err error - }{ - { - name: "valid", - args: args{ - order: []string{"featuretable1:feature2", "featuretable1:feature1"}, - fillNa: []int64{-1, -1}, - }, - want: [][]int64{{-1, 1}, {2, 2}}, - wantErr: false, - }, - { - name: "length mismatch", - args: args{ - order: []string{"ft:feature2", "ft:feature1"}, - fillNa: []int64{-1}, - }, - want: nil, - wantErr: true, - err: fmt.Errorf(ErrLengthMismatch, 1, 2), - }, - { - name: "length mismatch", - args: args{ - order: []string{"featuretable1:feature2", "featuretable1:feature3"}, - fillNa: []int64{-1, -1}, - }, - want: nil, - wantErr: true, - err: fmt.Errorf(ErrFeatureNotFound, "featuretable1:feature3"), - }, - } - for _, tc := range tt { - t.Run(tc.name, func(t *testing.T) { - got, err := response.Int64Arrays(tc.args.order, tc.args.fillNa) - if (err != nil) != tc.wantErr { - t.Errorf("error = %v, wantErr %v", err, tc.wantErr) - return - } - if tc.wantErr && err.Error() != tc.err.Error() { - t.Errorf("error = %v, expected err = %v", err, tc.err) - return - } - if !cmp.Equal(got, tc.want) { - t.Errorf("got: \n%v\nwant:\n%v", got, tc.want) - } - }) - } -} diff --git a/sdk/go/types.go b/sdk/go/types.go deleted file mode 100644 index 600af0b658..0000000000 --- a/sdk/go/types.go +++ /dev/null @@ -1,57 +0,0 @@ -package feast - -import ( - "github.com/feast-dev/feast/sdk/go/protos/feast/types" - "github.com/golang/protobuf/proto" -) - -// Row is a map of fields -type Row map[string]*types.Value - -func (r Row) equalTo(other Row) bool { - for k, v := range r { - if otherV, ok := other[k]; !ok { - return false - } else { - if !proto.Equal(v, otherV) { - return false - } - } - } - return true -} - -// StrVal is a string type feast value -func StrVal(val string) *types.Value { - return &types.Value{Val: &types.Value_StringVal{StringVal: val}} -} - -// Int32Val is a int32 type feast value -func Int32Val(val int32) *types.Value { - return &types.Value{Val: &types.Value_Int32Val{Int32Val: val}} -} - -// Int64Val is a int64 type feast value -func Int64Val(val int64) *types.Value { - return &types.Value{Val: &types.Value_Int64Val{Int64Val: val}} -} - -// FloatVal is a float32 type feast value -func FloatVal(val float32) *types.Value { - return &types.Value{Val: &types.Value_FloatVal{FloatVal: val}} -} - -// DoubleVal is a float64 type feast value -func DoubleVal(val float64) *types.Value { - return &types.Value{Val: 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zCkThM4a~j9*=OqdCWt%3KU2ma_-c&P640jeRn9+j>p6a8Ir%~kpKJj610^heAq*)L zpJ1|7FtSLS5KTPM6ioe1IfAde!$30BfTa@ZyM&FLW_#YS7H>YR3wtGOVm-QBI zz3JP-{5!!d47CjSLbb%h&;xwch?j1_#I@R2<43qiF5tb?GzAJ;k>O+d33b3A3x}a6@NEN#$%SB1*%`B^8?EAuMqYc8x#K`9u5Be*Dj-X zc7}=P%a~;$5mJ_})Np4oM{=lD0Gn7Du>eD3K4f<+MVrQ9h)}xBB669Z(!_E$8TL<~`@)iI0 Fe*j;p%Ax=O literal 0 HcmV?d00001 diff --git a/sdk/python/MANIFEST.in b/sdk/python/MANIFEST.in index 2852924ea9..46b56a04d4 100644 --- a/sdk/python/MANIFEST.in +++ b/sdk/python/MANIFEST.in @@ -1 +1,2 @@ -recursive-include feast/protos/ *.py \ No newline at end of file +recursive-include feast/protos/ *.py +include feast/binaries/* diff --git a/sdk/python/feast/errors.py b/sdk/python/feast/errors.py index 942d3e9c16..e680337d98 100644 --- a/sdk/python/feast/errors.py +++ b/sdk/python/feast/errors.py @@ -1,4 +1,4 @@ -from typing import List, Set +from typing import Any, List, Set from colorama import Fore, Style @@ -345,3 +345,10 @@ def __init__(self, e: KeyError): class SnowflakeQueryUnknownError(Exception): def __init__(self, query: str): super().__init__(f"Snowflake query failed: {query}") + + +class InvalidFeaturesParameterType(Exception): + def __init__(self, features: Any): + super().__init__( + f"Invalid `features` parameter type {type(features)}. Expected one of List[str] and FeatureService." + ) diff --git a/sdk/python/feast/feature_store.py b/sdk/python/feast/feature_store.py index 19741bcf12..8641037d35 100644 --- a/sdk/python/feast/feature_store.py +++ b/sdk/python/feast/feature_store.py @@ -60,6 +60,7 @@ DUMMY_ENTITY_VAL, FeatureView, ) +from feast.go_server import GoServer from feast.inference import ( update_data_sources_with_inferred_event_timestamp_col, update_entities_with_inferred_types_from_feature_views, @@ -103,10 +104,14 @@ class FeatureStore: repo_path: Path _registry: Registry _provider: Provider + _go_server: Optional[GoServer] @log_exceptions def __init__( - self, repo_path: Optional[str] = None, config: Optional[RepoConfig] = None, + self, + repo_path: Optional[str] = None, + config: Optional[RepoConfig] = None, + go_server_use_thread: bool = False, ): """ Creates a FeatureStore object. @@ -129,6 +134,8 @@ def __init__( self._registry = Registry(registry_config, repo_path=self.repo_path) self._registry._initialize_registry() self._provider = get_provider(self.config, self.repo_path) + self._go_server = None + self._go_server_use_thread = go_server_use_thread @log_exceptions def version(self) -> str: @@ -1222,6 +1229,19 @@ def get_online_features( except KeyError as e: raise ValueError("All entity_rows must have the same keys.") from e + # If Go feature server is enabled, send request to it instead of going through a regular Python logic + if self.config.go_feature_server: + # Lazily start the go server on the first request + if self._go_server is None: + self._go_server = GoServer( + str(self.repo_path.absolute()), + self.config, + self._go_server_use_thread, + ) + return self._go_server.get_online_features( + features, columnar, full_feature_names + ) + return self._get_online_features( features=features, entity_values=columnar, @@ -1578,6 +1598,7 @@ def _read_from_online_store( for read_row in read_rows: row_ts_proto = Timestamp() row_ts, feature_data = read_row + # TODO (Ly): reuse whatever timestamp if row_ts is None? if row_ts is not None: row_ts_proto.FromDatetime(row_ts) event_timestamps = [row_ts_proto] * len(requested_features) @@ -1836,6 +1857,16 @@ def serve_transformations(self, port: int) -> None: transformation_server.start_server(self, port) + def kill_go_server(self): + if self._go_server: + self._go_server.kill_go_server_explicitly() + + def set_go_server_use_thread(self, use: bool): + if self._go_server: + self._go_server.set_use_thread(use) + else: + self._go_server_use_thread = use + def _validate_entity_values(join_key_values: Dict[str, List[Value]]): set_of_row_lengths = {len(v) for v in join_key_values.values()} diff --git a/sdk/python/feast/go_server.py b/sdk/python/feast/go_server.py new file mode 100644 index 0000000000..a9ddd9bb82 --- /dev/null +++ b/sdk/python/feast/go_server.py @@ -0,0 +1,344 @@ +# Copyright 2022 The Feast Authors +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import atexit +import ctypes +import os +import pathlib +import platform +import random +import shutil +import signal +import string +import subprocess +import tempfile +import threading +import time +from pathlib import Path +from subprocess import Popen +from typing import Any, Dict, List, Optional, Union + +import grpc +from tenacity import retry, stop_after_attempt, stop_after_delay, wait_exponential + +import feast +from feast.errors import FeatureNameCollisionError, InvalidFeaturesParameterType +from feast.feature_service import FeatureService +from feast.flags_helper import is_test +from feast.online_response import OnlineResponse +from feast.protos.feast.serving.ServingService_pb2 import ( + GetFeastServingInfoRequest, + GetOnlineFeaturesRequest, +) +from feast.protos.feast.serving.ServingService_pb2_grpc import ServingServiceStub +from feast.repo_config import RepoConfig +from feast.type_map import python_values_to_proto_values + + +class GoServerConnection: + def __init__(self, config: RepoConfig, repo_path: str): + self._process: Optional[Popen[bytes]] = None + self._config = config + self._repo_path = repo_path + self.temp_dir = tempfile.TemporaryDirectory() + + def _get_unix_domain_file_path(self) -> Path: + # This method should return a file that go server should listen on and that the python channel + # should communicate to. + now = time.time_ns() + letters = string.ascii_lowercase + random_suffix = "".join(random.choice(letters) for _ in range(10)) + + return Path(self.temp_dir.name, f"{now}_{random_suffix}.sock") + + def connect(self) -> bool: + self.sock_file = self._get_unix_domain_file_path() + env = { + "FEAST_REPO_CONFIG": self._config.json(), + "FEAST_REPO_PATH": self._repo_path, + "FEAST_GRPC_SOCK_FILE": str(self.sock_file), + **os.environ, + } + cwd = feast.__path__[0] + goos = platform.system().lower() + goarch = "amd64" if platform.machine() == "x86_64" else "arm64" + executable = ( + feast.__path__[0] + f"/binaries/goserver_{goos}_{goarch}" + if not is_test() + else feast.__path__[0] + "/binaries/goserver" + ) + # Automatically reconnect with go subprocess exits + self._process = Popen([executable], cwd=cwd, env=env,) + + channel = grpc.insecure_channel(f"unix:{self.sock_file}") + self.client: ServingServiceStub = ServingServiceStub(channel) + + try: + self._check_grpc_connection() + return True + except grpc.RpcError: + return False + + def kill_process(self): + if self._process: + # self._process.terminate() + self._process.send_signal(signal.SIGINT) + + def is_process_alive(self): + return self._process and self._process.poll() + + def wait_for_process(self, timeout): + self._process.wait(timeout) + + # Make sure the connection can be used for feature retrieval before returning from + # constructor. We try connecting to the Go subprocess for 5 seconds or at most 50 times + @retry( + stop=(stop_after_delay(10) | stop_after_attempt(50)), + wait=wait_exponential(multiplier=0.1, min=0.1, max=5), + ) + def _check_grpc_connection(self): + self.client.GetFeastServingInfo(request=GetFeastServingInfoRequest()) + + +class GoServer: + """ + A GoServer defines a thin Python wrapper around a Go gRPC server that retrieves and + serves online features. + + Attributes: + _repo_path: The path to the Feast repo for which this go server is defined. + _config: The RepoConfig for the Feast repo for which this go server is defined. + _go_server_use_thread: set whether or not to use a background thread to monitor go server + """ + + _repo_path: str + _config: RepoConfig + _go_server_use_thread: bool + + def __init__( + self, repo_path: str, config: RepoConfig, go_server_use_thread: bool = False, + ): + """Creates a GoServer object.""" + self._repo_path = repo_path + self._config = config + self._go_server_started = threading.Event() + self._use_thread = go_server_use_thread + self._shared_connection = GoServerConnection(config, repo_path) + self._dev_mode = "dev" in feast.__version__ + if not is_test() and self._dev_mode: + self._build_binaries() + + if self._check_use_thread(): + self._start_go_server_use_thread() + else: + self._start_go_server() + + def _check_use_thread(self): + return self._use_thread + + def set_use_thread(self, use: bool): + self._use_thread = use + + def _build_binaries(self): + + goos = platform.system().lower() + goarch = "amd64" if platform.machine() == "x86_64" else "arm64" + binaries_path = (pathlib.Path(__file__).parent / "../feast/binaries").resolve() + binaries_path_abs = str(binaries_path.absolute()) + if binaries_path.exists(): + shutil.rmtree(binaries_path_abs) + os.mkdir(binaries_path_abs) + + subprocess.check_output( + [ + "go", + "build", + "-o", + f"{binaries_path_abs}/goserver_{goos}_{goarch}", + "github.com/feast-dev/feast/go/cmd/goserver", + ], + env={"GOOS": goos, "GOARCH": goarch, **os.environ}, + ) + + def get_online_features( + self, + features: Union[List[str], FeatureService], + entities: Dict[str, List[Any]], + full_feature_names: bool = False, + ) -> OnlineResponse: + """ + Retrieves the latest online feature data. + + Args: + features: Either a list of feature references or a feature service that + determines which features will be retrieved. Feature references should + be of the form "feature_view:feature". + entity_rows: A list of dictionaries where each key-value pair is an + entity-name or entity-value pair. + full_feature_names: Whether feature names should be returned with feature + view names as prefixes, changing them from the format "feature" to + "feature_view__feature". + + Returns: + An OnlineResponse containing the feature data. + + Raises: + InvalidFeaturesParameterType: If features is not a list or a feature service. + FeatureNameCollisionError: If a feature reference is specified multiple times. + ValueError: If some other error occurs. + """ + # Wait for go server subprocess to restart before asking for features + if self._check_use_thread() and not self._go_server_started.is_set(): + self._go_server_started.wait() + + request = GetOnlineFeaturesRequest(full_feature_names=full_feature_names) + if isinstance(features, FeatureService): + request.feature_service = features.name + elif isinstance(features, list): + request.features.val.extend(features) + else: + raise InvalidFeaturesParameterType(features) + + for key, values in entities.items(): + request.entities[key].val.extend(python_values_to_proto_values(values)) + + try: + response = self._shared_connection.client.GetOnlineFeatures(request=request) + except grpc.RpcError as rpc_error: + + # Socket might not have closed if this is a grpc problem. + if rpc_error.code() == grpc.StatusCode.UNAVAILABLE: + # If the server became unavailable, it could mean that the subprocess died or fell + # into a bad state, so the resolution is to wait for go server to restart in the background + if not self._check_use_thread(): + self._start_go_server() + elif not self._go_server_started.is_set(): + self._go_server_started.wait() + # Retry request with the new Go subprocess + response = self._shared_connection.client.GetOnlineFeatures( + request=request + ) + else: + error_message = rpc_error.details() + if error_message.lower().startswith( + FeatureNameCollisionError.__name__.lower() + ): + parsed_error_message = error_message.split(": ")[1].split("; ") + collided_feature_refs = parsed_error_message[0].split(", ") + full_feature_names = parsed_error_message[1] == "true" + raise FeatureNameCollisionError( + collided_feature_refs, full_feature_names + ) + elif error_message.lower().startswith(ValueError.__name__.lower()): + parsed_error_message = error_message.split(": ")[1] + raise ValueError(parsed_error_message) + else: + raise + + return OnlineResponse(response) + + def _start_go_server_use_thread(self): + + self._go_server_background_thread = GoServerBackgroundThread( + "GoServerBackgroundThread", + self._shared_connection, + self._go_server_started, + ) + self._go_server_background_thread.start() + atexit.register(lambda: self._go_server_background_thread.stop_go_server()) + signal.signal( + signal.SIGTERM, + lambda sig, frame: self._go_server_background_thread.stop_go_server(), + ) + signal.signal( + signal.SIGINT, + lambda sig, frame: self._go_server_background_thread.stop_go_server(), + ) + + # Wait for go server subprocess to start for the first time before returning + self._go_server_started.wait() + + def _start_go_server(self): + if self._shared_connection.is_process_alive(): + self._shared_connection.kill_process() + + self._shared_connection.connect() + atexit.register(lambda: self._shared_connection.kill_process()) + signal.signal( + signal.SIGTERM, lambda sig, frame: self._shared_connection.kill_process() + ) + signal.signal( + signal.SIGINT, lambda sig, frame: self._shared_connection.kill_process() + ) + + def kill_go_server_explicitly(self): + if self._check_use_thread(): + self._go_server_background_thread.stop_go_server() + else: + self._shared_connection.kill_process() + + +# https://www.geeksforgeeks.org/python-different-ways-to-kill-a-thread/ +class GoServerBackgroundThread(threading.Thread): + def __init__( + self, + name: str, + shared_connection: GoServerConnection, + go_server_started: threading.Event, + ): + threading.Thread.__init__(self) + self.name = name + self._shared_connection = shared_connection + self._go_server_started = go_server_started + + def run(self): + # Target function of the thread class + try: + while True: + self._go_server_started.clear() + + # If we fail to connect to grpc stub, terminate subprocess and repeat + if not self._shared_connection.connect(): + self._shared_connection.kill_process() + continue + self._go_server_started.set() + while True: + try: + # Making a blocking wait by setting timeout to a very long time so we don't waste cpu cycle + self._shared_connection.wait_for_process(3600) + except subprocess.TimeoutExpired: + pass + if not self._shared_connection.is_process_alive(): + break + finally: + # Main thread exits + self._shared_connection.kill_process() + + def stop_go_server(self): + thread_id = self._get_id() + res = ctypes.pythonapi.PyThreadState_SetAsyncExc( + thread_id, ctypes.py_object(SystemExit) + ) + # TODO: Review that kill process here but run also has to stop + if res > 1: + ctypes.pythonapi.PyThreadState_SetAsyncExc(thread_id, 0) + else: + self._shared_connection.kill_process() + + def _get_id(self): + # returns id of the respective thread + if hasattr(self, "_thread_id"): + return self._thread_id + for id, thread in threading._active.items(): + if thread is self: + return id diff --git a/sdk/python/feast/infra/feature_servers/aws_lambda/Dockerfile b/sdk/python/feast/infra/feature_servers/aws_lambda/Dockerfile index 4d46abd3db..5b685dbcf6 100644 --- a/sdk/python/feast/infra/feature_servers/aws_lambda/Dockerfile +++ b/sdk/python/feast/infra/feature_servers/aws_lambda/Dockerfile @@ -6,6 +6,7 @@ COPY sdk/python/feast/infra/feature_servers/aws_lambda/app.py ${LAMBDA_TASK_ROOT # Copy necessary parts of the Feast codebase COPY sdk/python sdk/python COPY protos protos +COPY go go COPY README.md README.md # Install Feast for AWS with Lambda dependencies diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py index 20edebf5c7..3744c0096b 100644 --- a/sdk/python/feast/repo_config.py +++ b/sdk/python/feast/repo_config.py @@ -114,6 +114,8 @@ class RepoConfig(FeastBaseModel): repo_path: Optional[Path] = None + go_feature_server: Optional[bool] = False + def __init__(self, **data: Any): super().__init__(**data) diff --git a/sdk/python/go_build.py b/sdk/python/go_build.py new file mode 100644 index 0000000000..bd2b006581 --- /dev/null +++ b/sdk/python/go_build.py @@ -0,0 +1,37 @@ +# Copyright 2022 The Feast Authors +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import os +import pathlib +import shutil +import subprocess + +# Build go server for 3 targets: macos (intel), macos (m1), linux (64 bit) +# First start by clearing the necessary directory +binaries_path = (pathlib.Path(__file__) / "../feast/binaries").resolve() +binaries_path_abs = str(binaries_path.absolute()) +if binaries_path.exists(): + shutil.rmtree(binaries_path_abs) +os.mkdir(binaries_path_abs) +# Then, iterate over target architectures and build executables +for goos, goarch in (("darwin", "amd64"), ("darwin", "arm64"), ("linux", "amd64")): + subprocess.check_output( + [ + "go", + "build", + "-o", + f"{binaries_path_abs}/go_server_{goos}_{goarch}", + "github.com/feast-dev/feast/go/server", + ], + env={"GOOS": goos, "GOARCH": goarch, **os.environ}, + ) diff --git a/sdk/python/requirements/py3.7-ci-requirements.txt b/sdk/python/requirements/py3.7-ci-requirements.txt index 6cb8c2931b..4e5b523fdf 100644 --- a/sdk/python/requirements/py3.7-ci-requirements.txt +++ b/sdk/python/requirements/py3.7-ci-requirements.txt @@ -502,6 +502,8 @@ protobuf==3.19.4 # mypy-protobuf # proto-plus # tensorflow-metadata +psutil==5.9.0 + # via feast (setup.py) ptyprocess==0.7.0 # via # pexpect diff --git a/sdk/python/requirements/py3.8-ci-requirements.txt b/sdk/python/requirements/py3.8-ci-requirements.txt index f5da5525ba..2fa1d94177 100644 --- a/sdk/python/requirements/py3.8-ci-requirements.txt +++ b/sdk/python/requirements/py3.8-ci-requirements.txt @@ -69,7 +69,7 @@ babel==2.9.1 # via sphinx backcall==0.2.0 # via ipython -backports.zoneinfo==0.2.1 +backports-zoneinfo==0.2.1 # via # pytz-deprecation-shim # tzlocal @@ -494,6 +494,8 @@ protobuf==3.19.4 # mypy-protobuf # proto-plus # tensorflow-metadata +psutil==5.9.0 + # via feast (setup.py) ptyprocess==0.7.0 # via # pexpect @@ -646,7 +648,7 @@ responses==0.18.0 # via moto rsa==4.8 # via google-auth -ruamel.yaml==0.17.17 +ruamel-yaml==0.17.17 # via great-expectations ruamel.yaml.clib==0.2.6 # via ruamel.yaml diff --git a/sdk/python/requirements/py3.8-requirements.txt b/sdk/python/requirements/py3.8-requirements.txt index 90b4276013..4b996ef075 100644 --- a/sdk/python/requirements/py3.8-requirements.txt +++ b/sdk/python/requirements/py3.8-requirements.txt @@ -22,8 +22,12 @@ click==8.0.3 # via # feast (setup.py) # uvicorn +cloudpickle==2.0.0 + # via dask colorama==0.4.4 # via feast (setup.py) +dask==2022.1.1 + # via feast (setup.py) dill==0.3.4 # via feast (setup.py) fastapi==0.72.0 @@ -32,6 +36,8 @@ fastavro==1.4.9 # via # feast (setup.py) # pandavro +fsspec==2022.2.0 + # via dask google-api-core==2.4.0 # via feast (setup.py) google-auth==2.3.3 @@ -61,6 +67,8 @@ jinja2==3.0.3 # via feast (setup.py) jsonschema==4.4.0 # via feast (setup.py) +locket==0.2.1 + # via partd markupsafe==2.0.1 # via jinja2 mmh3==3.0.0 @@ -70,12 +78,16 @@ numpy==1.21.5 # pandas # pandavro # pyarrow +packaging==21.3 + # via dask pandas==1.3.5 # via # feast (setup.py) # pandavro pandavro==1.5.2 # via feast (setup.py) +partd==1.2.0 + # via dask proto-plus==1.19.6 # via feast (setup.py) protobuf==3.19.3 @@ -98,6 +110,8 @@ pydantic==1.9.0 # via # fastapi # feast (setup.py) +pyparsing==3.0.7 + # via packaging pyrsistent==0.18.1 # via jsonschema python-dateutil==2.8.2 @@ -108,6 +122,7 @@ pytz==2021.3 # via pandas pyyaml==6.0 # via + # dask # feast (setup.py) # uvicorn requests==2.27.1 @@ -133,6 +148,10 @@ tensorflow-metadata==1.6.0 # via feast (setup.py) toml==0.10.2 # via feast (setup.py) +toolz==0.11.2 + # via + # dask + # partd tqdm==4.62.3 # via feast (setup.py) typing-extensions==4.0.1 diff --git a/sdk/python/requirements/py3.9-ci-requirements.txt b/sdk/python/requirements/py3.9-ci-requirements.txt index 0e7d6defeb..333ebf614d 100644 --- a/sdk/python/requirements/py3.9-ci-requirements.txt +++ b/sdk/python/requirements/py3.9-ci-requirements.txt @@ -488,6 +488,8 @@ protobuf==3.19.4 # mypy-protobuf # proto-plus # tensorflow-metadata +psutil==5.9.0 + # via feast (setup.py) ptyprocess==0.7.0 # via # pexpect diff --git a/sdk/python/requirements/py3.9-requirements.txt b/sdk/python/requirements/py3.9-requirements.txt index 8db9fd4b14..67ef8ada9e 100644 --- a/sdk/python/requirements/py3.9-requirements.txt +++ b/sdk/python/requirements/py3.9-requirements.txt @@ -22,8 +22,12 @@ click==8.0.3 # via # feast (setup.py) # uvicorn +cloudpickle==2.0.0 + # via dask colorama==0.4.4 # via feast (setup.py) +dask==2022.1.1 + # via feast (setup.py) dill==0.3.4 # via feast (setup.py) fastapi==0.72.0 @@ -32,6 +36,8 @@ fastavro==1.4.9 # via # feast (setup.py) # pandavro +fsspec==2022.2.0 + # via dask google-api-core==2.4.0 # via feast (setup.py) google-auth==2.3.3 @@ -59,6 +65,8 @@ jinja2==3.0.3 # via feast (setup.py) jsonschema==4.4.0 # via feast (setup.py) +locket==0.2.1 + # via partd markupsafe==2.0.1 # via jinja2 mmh3==3.0.0 @@ -68,12 +76,16 @@ numpy==1.21.5 # pandas # pandavro # pyarrow +packaging==21.3 + # via dask pandas==1.3.5 # via # feast (setup.py) # pandavro pandavro==1.5.2 # via feast (setup.py) +partd==1.2.0 + # via dask proto-plus==1.19.6 # via feast (setup.py) protobuf==3.19.3 @@ -96,6 +108,8 @@ pydantic==1.9.0 # via # fastapi # feast (setup.py) +pyparsing==3.0.7 + # via packaging pyrsistent==0.18.1 # via jsonschema python-dateutil==2.8.2 @@ -106,6 +120,7 @@ pytz==2021.3 # via pandas pyyaml==6.0 # via + # dask # feast (setup.py) # uvicorn requests==2.27.1 @@ -131,6 +146,10 @@ tensorflow-metadata==1.6.0 # via feast (setup.py) toml==0.10.2 # via feast (setup.py) +toolz==0.11.2 + # via + # dask + # partd tqdm==4.62.3 # via feast (setup.py) typing-extensions==4.0.1 diff --git a/sdk/python/setup.py b/sdk/python/setup.py index f95dd2b806..d25059933e 100644 --- a/sdk/python/setup.py +++ b/sdk/python/setup.py @@ -13,25 +13,24 @@ # limitations under the License. import glob import os +import pathlib import re import shutil import subprocess -import pathlib - from distutils.cmd import Command +from pathlib import Path +from subprocess import CalledProcessError + from setuptools import find_packages try: from setuptools import setup - from setuptools.command.install import install - from setuptools.command.develop import develop - from setuptools.command.egg_info import egg_info - from setuptools.command.sdist import sdist from setuptools.command.build_py import build_py + from setuptools.command.develop import develop + from setuptools.command.install import install except ImportError: - from distutils.core import setup - from distutils.command.install import install from distutils.command.build_py import build_py + from distutils.core import setup NAME = "feast" DESCRIPTION = "Python SDK for Feast" @@ -101,7 +100,7 @@ ] CI_REQUIRED = ( - [ + [ "cryptography==3.3.2", "flake8", "black==19.10b0", @@ -116,6 +115,7 @@ "avro==1.10.0", "gcsfs", "urllib3>=1.25.4", + "psutil==5.9.0", "pytest>=6.0.0", "pytest-cov", "pytest-xdist", @@ -172,53 +172,166 @@ else: use_scm_version = None +PROTO_SUBDIRS = ["core", "serving", "types", "storage"] -class BuildProtoCommand(Command): - description = "Builds the proto files into python files." + +class BuildPythonProtosCommand(Command): + description = "Builds the proto files into Python files." + user_options = [] def initialize_options(self): - self.protoc = ["python", "-m", "grpc_tools.protoc"] # find_executable("protoc") + self.python_protoc = [ + "python", + "-m", + "grpc_tools.protoc", + ] # find_executable("protoc") self.proto_folder = os.path.join(repo_root, "protos") - self.this_package = os.path.join(os.path.dirname(__file__) or os.getcwd(), 'feast/protos') - self.sub_folders = ["core", "serving", "types", "storage"] + self.python_folder = os.path.join( + os.path.dirname(__file__) or os.getcwd(), "feast/protos" + ) + self.sub_folders = PROTO_SUBDIRS def finalize_options(self): pass - def _generate_protos(self, path): + def _generate_python_protos(self, path: str): proto_files = glob.glob(os.path.join(self.proto_folder, path)) - subprocess.check_call(self.protoc + [ - '-I', self.proto_folder, - '--python_out', self.this_package, - '--grpc_python_out', self.this_package, - '--mypy_out', self.this_package] + proto_files) + subprocess.check_call( + self.python_protoc + + [ + "-I", + self.proto_folder, + "--python_out", + self.python_folder, + "--grpc_python_out", + self.python_folder, + "--mypy_out", + self.python_folder, + ] + + proto_files, + ) def run(self): for sub_folder in self.sub_folders: - self._generate_protos(f'feast/{sub_folder}/*.proto') + self._generate_python_protos(f"feast/{sub_folder}/*.proto") from pathlib import Path - for path in Path('feast/protos').rglob('*.py'): + for path in Path("feast/protos").rglob("*.py"): for folder in self.sub_folders: # Read in the file - with open(path, 'r') as file: + with open(path, "r") as file: filedata = file.read() # Replace the target string - filedata = filedata.replace(f'from feast.{folder}', f'from feast.protos.feast.{folder}') + filedata = filedata.replace( + f"from feast.{folder}", f"from feast.protos.feast.{folder}" + ) # Write the file out again - with open(path, 'w') as file: + with open(path, "w") as file: file.write(filedata) +def _generate_path_with_gopath(): + go_path = subprocess.check_output(["go", "env", "GOPATH"]).decode("utf-8") + go_path = go_path.strip() + path_val = os.getenv("PATH") + path_val = f"{path_val}:{go_path}/bin" + + return path_val + + +def _ensure_go_and_proto_toolchain(): + try: + version = subprocess.check_output(["go", "version"]) + except Exception as e: + raise RuntimeError("Unable to find go toolchain") from e + + semver_string = re.search(r"go[\S]+", str(version)).group().lstrip("go") + parts = semver_string.split(".") + if not (int(parts[0]) >= 1 and int(parts[1]) >= 16): + raise RuntimeError(f"Go compiler too old; expected 1.16+ found {semver_string}") + + path_val = _generate_path_with_gopath() + + try: + subprocess.check_call(["protoc-gen-go", "--version"], env={ + "PATH": path_val + }) + subprocess.check_call(["protoc-gen-go-grpc", "--version"], env={ + "PATH": path_val + }) + except Exception as e: + raise RuntimeError("Unable to find go/grpc extensions for protoc") from e + + +class BuildGoProtosCommand(Command): + description = "Builds the proto files into Go files." + user_options = [] + + + def initialize_options(self): + self.go_protoc = [ + "python", + "-m", + "grpc_tools.protoc", + ] # find_executable("protoc") + self.proto_folder = os.path.join(repo_root, "protos") + self.go_folder = os.path.join(repo_root, "go/protos") + self.sub_folders = PROTO_SUBDIRS + self.path_val = _generate_path_with_gopath() + + def finalize_options(self): + pass + + def _generate_go_protos(self, path: str): + proto_files = glob.glob(os.path.join(self.proto_folder, path)) + + try: + subprocess.check_call( + self.go_protoc + + ["-I", self.proto_folder, + "--go_out", self.go_folder, + "--go_opt=module=github.com/feast-dev/feast/go/protos", + "--go-grpc_out", self.go_folder, + "--go-grpc_opt=module=github.com/feast-dev/feast/go/protos"] + + proto_files, + env={ + "PATH": self.path_val + } + ) + except CalledProcessError as e: + print(f"Stderr: {e.stderr}") + print(f"Stdout: {e.stdout}") + + def _compile_go_feature_server(self): + print("Compile go feature server") + subprocess.check_call(["go", + "build", + "-work", + "-x", + "-o", + f"{repo_root}/sdk/python/feast/binaries/goserver", + f"github.com/feast-dev/feast/go/cmd/goserver"]) + + def run(self): + go_dir = Path(repo_root) / "go" / "protos" + go_dir.mkdir(exist_ok=True) + for sub_folder in self.sub_folders: + self._generate_go_protos(f"feast/{sub_folder}/*.proto") + self._compile_go_feature_server() + + class BuildCommand(build_py): """Custom build command.""" def run(self): - self.run_command('build_proto') + self.run_command("build_python_protos") + if os.getenv("COMPILE_GO", "false").lower() == "true": + _ensure_go_and_proto_toolchain() + self.run_command("build_go_protos") build_py.run(self) @@ -226,7 +339,10 @@ class DevelopCommand(develop): """Custom develop command.""" def run(self): - self.run_command('build_proto') + self.run_command("build_python_protos") + if os.getenv("COMPILE_GO", "false").lower() == "true": + _ensure_go_and_proto_toolchain() + self.run_command("build_go_protos") develop.run(self) @@ -264,7 +380,13 @@ def run(self): ], entry_points={"console_scripts": ["feast=feast.cli:cli"]}, use_scm_version=use_scm_version, - setup_requires=["setuptools_scm", "grpcio", "grpcio-tools==1.34.0", "mypy-protobuf==3.1.0", "sphinx!=4.0.0"], + setup_requires=[ + "setuptools_scm", + "grpcio", + "grpcio-tools==1.34.0", + "mypy-protobuf==3.1.0", + "sphinx!=4.0.0", + ], package_data={ "": [ "protos/feast/**/*.proto", @@ -273,7 +395,8 @@ def run(self): ], }, cmdclass={ - "build_proto": BuildProtoCommand, + "build_python_protos": BuildPythonProtosCommand, + "build_go_protos": BuildGoProtosCommand, "build_py": BuildCommand, "develop": DevelopCommand, }, diff --git a/sdk/python/tests/conftest.py b/sdk/python/tests/conftest.py index 9de146ac12..7dfb0c3927 100644 --- a/sdk/python/tests/conftest.py +++ b/sdk/python/tests/conftest.py @@ -30,6 +30,8 @@ ) from tests.integration.feature_repos.repo_configuration import ( FULL_REPO_CONFIGS, + GO_CYCLE_REPO_CONFIGS, + GO_REPO_CONFIGS, REDIS_CLUSTER_CONFIG, REDIS_CONFIG, Environment, @@ -53,6 +55,12 @@ def pytest_configure(config): config.addinivalue_line( "markers", "universal: mark tests that use the universal feature repo" ) + config.addinivalue_line( + "markers", "goserver: mark tests that use the go feature server" + ) + config.addinivalue_line( + "markers", "goserverlifecycle: mark tests that use the go feature server" + ) def pytest_addoption(parser): @@ -68,12 +76,26 @@ def pytest_addoption(parser): parser.addoption( "--universal", action="store_true", default=False, help="Run universal tests", ) + parser.addoption( + "--goserver", + action="store_true", + default=False, + help="Run tests that use the go feature server", + ) + parser.addoption( + "--goserverlifecycle", + action="store_true", + default=False, + help="Run tests on go feature server lifecycle", + ) def pytest_collection_modifyitems(config, items: List[Item]): should_run_integration = config.getoption("--integration") is True should_run_benchmark = config.getoption("--benchmark") is True should_run_universal = config.getoption("--universal") is True + should_run_goserver = config.getoption("--goserver") is True + should_run_goserverlifecycle = config.getoption("--goserverlifecycle") is True integration_tests = [t for t in items if "integration" in t.keywords] if not should_run_integration: @@ -99,6 +121,18 @@ def pytest_collection_modifyitems(config, items: List[Item]): for t in universal_tests: items.append(t) + goserver_tests = [t for t in items if "goserver" in t.keywords] + if should_run_goserver: + items.clear() + for t in goserver_tests: + items.append(t) + + goserverlifecycle_tests = [t for t in items if "goserverlifecycle" in t.keywords] + if should_run_goserverlifecycle: + items.clear() + for t in goserverlifecycle_tests: + items.append(t) + @pytest.fixture def simple_dataset_1() -> pd.DataFrame: @@ -170,6 +204,36 @@ def cleanup(): return e +@pytest.fixture( + params=GO_REPO_CONFIGS, scope="session", ids=[str(c) for c in GO_REPO_CONFIGS] +) +def go_environment(request, worker_id: str): + e = construct_test_environment(request.param, worker_id=worker_id) + + def cleanup(): + e.feature_store.teardown() + if e.feature_store._go_server: + e.feature_store._go_server.kill_go_server_explicitly() + + request.addfinalizer(cleanup) + return e + + +@pytest.fixture( + params=GO_CYCLE_REPO_CONFIGS, + scope="session", + ids=[str(c) for c in GO_CYCLE_REPO_CONFIGS], +) +def go_cycle_environment(request, worker_id: str): + e = construct_test_environment(request.param, worker_id=worker_id) + + def cleanup(): + e.feature_store.teardown() + + request.addfinalizer(cleanup) + return e + + @pytest.fixture( params=[REDIS_CONFIG, REDIS_CLUSTER_CONFIG], scope="session", @@ -207,6 +271,16 @@ def cleanup(): return construct_universal_test_data(local_redis_environment) +@pytest.fixture(scope="session") +def go_data_sources(request, go_environment): + def cleanup(): + # logger.info("Running cleanup in %s, Request: %s", worker_id, request.param) + go_environment.data_source_creator.teardown() + + request.addfinalizer(cleanup) + return construct_universal_test_data(go_environment) + + @pytest.fixture(scope="session") def e2e_data_sources(environment: Environment, request): df = create_dataset() diff --git a/sdk/python/tests/integration/feature_repos/integration_test_repo_config.py b/sdk/python/tests/integration/feature_repos/integration_test_repo_config.py index e4ff667764..4364a16833 100644 --- a/sdk/python/tests/integration/feature_repos/integration_test_repo_config.py +++ b/sdk/python/tests/integration/feature_repos/integration_test_repo_config.py @@ -23,12 +23,14 @@ class IntegrationTestRepoConfig: full_feature_names: bool = True infer_features: bool = False python_feature_server: bool = False + go_feature_server: bool = False + go_server_use_thread: bool = False def __repr__(self) -> str: return "-".join( [ - f"Provider: {self.provider}", - f"{self.offline_store_creator.__name__.split('.')[-1].rstrip('DataSourceCreator')}", + f"{self.provider.upper()}:", + f"{self.offline_store_creator.__name__.split('.')[-1].replace('DataSourceCreator', '')}", self.online_store if isinstance(self.online_store, str) else self.online_store["type"], diff --git a/sdk/python/tests/integration/feature_repos/repo_configuration.py b/sdk/python/tests/integration/feature_repos/repo_configuration.py index 7381c76d0c..cb77d7dc2a 100644 --- a/sdk/python/tests/integration/feature_repos/repo_configuration.py +++ b/sdk/python/tests/integration/feature_repos/repo_configuration.py @@ -46,7 +46,8 @@ ) DYNAMO_CONFIG = {"type": "dynamodb", "region": "us-west-2"} -# Port 12345 will chosen as default for redis node configuration because Redis Cluster is started off of nodes 6379 -> 6384. This causes conflicts in cli integration tests so we manually keep them separate. +# Port 12345 will chosen as default for redis node configuration because Redis Cluster is started off of nodes +# 6379 -> 6384. This causes conflicts in cli integration tests so we manually keep them separate. REDIS_CONFIG = {"type": "redis", "connection_string": "localhost:12345,db=0"} REDIS_CLUSTER_CONFIG = { "type": "redis", @@ -71,7 +72,6 @@ DEFAULT_FULL_REPO_CONFIGS.extend( [ IntegrationTestRepoConfig(online_store=REDIS_CONFIG), - IntegrationTestRepoConfig(online_store=REDIS_CLUSTER_CONFIG), # GCP configurations IntegrationTestRepoConfig( provider="gcp", @@ -115,6 +115,20 @@ else: FULL_REPO_CONFIGS = DEFAULT_FULL_REPO_CONFIGS +GO_REPO_CONFIGS = [ + IntegrationTestRepoConfig(online_store=REDIS_CONFIG, go_feature_server=True,), + IntegrationTestRepoConfig( + online_store=REDIS_CONFIG, go_feature_server=True, go_server_use_thread=True, + ), +] + +GO_CYCLE_REPO_CONFIGS = [ + IntegrationTestRepoConfig(online_store=REDIS_CONFIG, go_feature_server=True,), + IntegrationTestRepoConfig( + online_store=REDIS_CONFIG, go_feature_server=True, go_server_use_thread=True, + ), +] + @dataclass class UniversalEntities: @@ -367,6 +381,7 @@ def construct_test_environment( online_store=online_store, repo_path=repo_dir_name, feature_server=feature_server, + go_feature_server=test_repo_config.go_feature_server, ) # Create feature_store.yaml out of the config diff --git a/sdk/python/tests/integration/online_store/test_universal_online.py b/sdk/python/tests/integration/online_store/test_universal_online.py index c85d320d70..33e146aa19 100644 --- a/sdk/python/tests/integration/online_store/test_universal_online.py +++ b/sdk/python/tests/integration/online_store/test_universal_online.py @@ -714,6 +714,345 @@ def eventually_apply() -> Tuple[None, bool]: assert all(v is None for v in online_features["value"]) +@pytest.mark.integration +@pytest.mark.goserver +@pytest.mark.parametrize("full_feature_names", [True, False], ids=lambda v: str(v)) +def test_online_retrieval_with_go_server( + go_environment, go_data_sources, full_feature_names +): + fs = go_environment.feature_store + entities, datasets, data_sources = go_data_sources + feature_views = construct_universal_feature_views(data_sources, with_odfv=False) + + feature_service_entity_mapping = FeatureService( + name="entity_mapping", + features=[ + feature_views.location.with_name("origin").with_join_key_map( + {"location_id": "origin_id"} + ), + feature_views.location.with_name("destination").with_join_key_map( + {"location_id": "destination_id"} + ), + ], + ) + + feast_objects = [] + feast_objects.extend( + [feature_view for feature_view in feature_views.values() if feature_view] + ) + feast_objects.extend( + [driver(), customer(), location(), feature_service_entity_mapping] + ) + fs.apply(feast_objects) + fs.materialize( + go_environment.start_date - timedelta(days=1), + go_environment.end_date + timedelta(days=1), + ) + + entity_sample = datasets.orders_df.sample(10)[ + ["customer_id", "driver_id", "order_id", "event_timestamp"] + ] + orders_df = datasets.orders_df[ + ( + datasets.orders_df["customer_id"].isin(entity_sample["customer_id"]) + & datasets.orders_df["driver_id"].isin(entity_sample["driver_id"]) + ) + ] + + sample_drivers = entity_sample["driver_id"] + drivers_df = datasets.driver_df[ + datasets.driver_df["driver_id"].isin(sample_drivers) + ] + + sample_customers = entity_sample["customer_id"] + customers_df = datasets.customer_df[ + datasets.customer_df["customer_id"].isin(sample_customers) + ] + + location_pairs = np.array(list(itertools.permutations(entities.location_vals, 2))) + sample_location_pairs = location_pairs[ + np.random.choice(len(location_pairs), 10) + ].T.tolist() + origins_df = datasets.location_df[ + datasets.location_df["location_id"].isin(sample_location_pairs[0]) + ] + destinations_df = datasets.location_df[ + datasets.location_df["location_id"].isin(sample_location_pairs[1]) + ] + + global_df = datasets.global_df + + entity_rows = [ + {"driver": d, "customer_id": c} + for (d, c) in zip(sample_drivers, sample_customers) + ] + + # All returned features are numbers + feature_refs = [ + "driver_stats:conv_rate", + "driver_stats:avg_daily_trips", + "customer_profile:current_balance", + "customer_profile:avg_passenger_count", + "customer_profile:lifetime_trip_count", + "order:order_is_success", + "global_stats:num_rides", + "global_stats:avg_ride_length", + ] + unprefixed_feature_refs = [f.rsplit(":", 1)[-1] for f in feature_refs if ":" in f] + # Remove the on demand feature view output features, since they're not present in the source dataframe + + online_features_dict = get_online_features_dict( + environment=go_environment, + features=feature_refs, + entity_rows=entity_rows, + full_feature_names=full_feature_names, + ) + + keys = online_features_dict.keys() + assert ( + len(keys) == len(feature_refs) + 2 + ) # Add two for the driver id and the customer id entity keys + for feature in feature_refs: + + if full_feature_names: + assert feature.replace(":", "__") in keys + else: + assert feature.rsplit(":", 1)[-1] in keys + assert ( + "driver_stats" not in keys + and "customer_profile" not in keys + and "order" not in keys + and "global_stats" not in keys + ) + + tc = unittest.TestCase() + for i, entity_row in enumerate(entity_rows): + df_features = get_latest_feature_values_from_dataframes( + driver_df=drivers_df, + customer_df=customers_df, + orders_df=orders_df, + global_df=global_df, + entity_row=entity_row, + ) + + assert df_features["customer_id"] == online_features_dict["customer_id"][i] + assert df_features["driver_id"] == online_features_dict["driver_id"][i] + + # All returned features are numbers + for unprefixed_feature_ref in unprefixed_feature_refs: + tc.assertAlmostEqual( + df_features[unprefixed_feature_ref], + online_features_dict[ + response_feature_name(unprefixed_feature_ref, full_feature_names) + ][i], + delta=0.0001, + ) + + # Check what happens for missing values + missing_responses_dict = get_online_features_dict( + environment=go_environment, + features=feature_refs, + entity_rows=[{"driver": 0, "customer_id": 0}], + full_feature_names=full_feature_names, + ) + assert missing_responses_dict is not None + for unprefixed_feature_ref in unprefixed_feature_refs: + if unprefixed_feature_ref not in {"num_rides", "avg_ride_length", "driver_age"}: + tc.assertIsNone( + missing_responses_dict[ + response_feature_name(unprefixed_feature_ref, full_feature_names) + ][0] + ) + + entity_rows = [ + { + "driver": driver, + "customer_id": customer, + "origin_id": origin, + "destination_id": destination, + } + for (driver, customer, origin, destination) in zip( + sample_drivers, sample_customers, *sample_location_pairs + ) + ] + assert_feature_service_entity_mapping_correctness( + go_environment, + feature_service_entity_mapping, + entity_rows, + full_feature_names, + drivers_df, + customers_df, + orders_df, + origins_df, + destinations_df, + ) + + +@pytest.mark.integration +@pytest.mark.goserver +@pytest.mark.skip( + "todo(achals) goserver processes don't actually clean up properly. Need to redo this component of the server." +) +def test_online_store_cleanup_with_go_server(go_environment, go_data_sources): + """ + This test mirrors test_online_store_cleanup for the Go feature server. It removes + on demand feature views since the Go feature server doesn't support them. + """ + fs = go_environment.feature_store + entities, datasets, data_sources = go_data_sources + driver_stats_fv = construct_universal_feature_views( + data_sources, with_odfv=False + ).driver + + driver_entities = entities.driver_vals + df = pd.DataFrame( + { + "ts_1": [go_environment.end_date] * len(driver_entities), + "created_ts": [go_environment.end_date] * len(driver_entities), + "driver_id": driver_entities, + "value": np.random.random(size=len(driver_entities)), + } + ) + + ds = go_environment.data_source_creator.create_data_source( + df, destination_name="simple_driver_dataset" + ) + + simple_driver_fv = driver_feature_view( + data_source=ds, name="test_universal_online_simple_driver" + ) + + fs.apply([driver(), simple_driver_fv, driver_stats_fv]) + + fs.materialize( + go_environment.start_date - timedelta(days=1), + go_environment.end_date + timedelta(days=1), + ) + expected_values = df.sort_values(by="driver_id") + features = [f"{simple_driver_fv.name}:value"] + entity_rows = [{"driver": driver_id} for driver_id in sorted(driver_entities)] + + time.sleep(3) + + online_features = fs.get_online_features( + features=features, entity_rows=entity_rows + ).to_dict() + + assert np.allclose(expected_values["value"], online_features["value"]) + + fs.apply( + objects=[simple_driver_fv], objects_to_delete=[driver_stats_fv], partial=False + ) + + online_features = fs.get_online_features( + features=features, entity_rows=entity_rows + ).to_dict() + assert np.allclose(expected_values["value"], online_features["value"]) + + fs.apply(objects=[], objects_to_delete=[simple_driver_fv], partial=False) + + def eventually_apply() -> Tuple[None, bool]: + try: + fs.apply([simple_driver_fv]) + except BotoCoreError: + return None, False + + return None, True + + # Online store backend might have eventual consistency in schema update + # So recreating table that was just deleted might need some retries + wait_retry_backoff(eventually_apply, timeout_secs=60) + + online_features = fs.get_online_features(features=features, entity_rows=entity_rows) + online_features = online_features.to_dict() + assert all(v is None for v in online_features["value"]) + + +@pytest.mark.integration +@pytest.mark.goserverlifecycle +@pytest.mark.skip( + "todo(achals) os.fork doesn't work with pytest-xdist. Need to redo this test." +) +def test_go_server_life_cycle(go_cycle_environment, go_data_sources): + import threading + + import psutil + + fs = go_cycle_environment.feature_store + fs.set_go_server_use_thread( + go_cycle_environment.test_repo_config.go_server_use_thread + ) + + entities, datasets, data_sources = go_data_sources + driver_stats_fv = construct_universal_feature_views( + data_sources, with_odfv=False + ).driver + + driver_entities = entities.driver_vals + df = pd.DataFrame( + { + "ts_1": [go_cycle_environment.end_date] * len(driver_entities), + "created_ts": [go_cycle_environment.end_date] * len(driver_entities), + "driver_id": driver_entities, + "value": np.random.random(size=len(driver_entities)), + } + ) + + ds = go_cycle_environment.data_source_creator.create_data_source( + df, destination_name="simple_driver_dataset" + ) + + simple_driver_fv = driver_feature_view( + data_source=ds, name="test_universal_online_simple_driver" + ) + + fs.apply([driver(), simple_driver_fv, driver_stats_fv]) + + fs.materialize( + go_cycle_environment.start_date - timedelta(days=1), + go_cycle_environment.end_date + timedelta(days=1), + ) + expected_values = df.sort_values(by="driver_id") + features = [f"{simple_driver_fv.name}:value"] + entity_rows = [{"driver": driver_id} for driver_id in sorted(driver_entities)] + + # Start go server process that calls get_online_features and return and check if at any time go server + # fails to clean up resources + import os + import signal + + # Duplicate the current test suit in the child process + child_pid = os.fork() + if child_pid == 0: + online_features = fs.get_online_features( + features=features, entity_rows=entity_rows + ).to_dict() + assert np.allclose(expected_values["value"], online_features["value"]) + os.kill(os.getpid(), signal.SIGTERM) + os._exit(0) + os.wait() + # At the same time checking that resources are clean up properly once child process is killed + # Check that background thread has terminated + for id, thread in threading._active.items(): + assert thread.name != "GoServerBackgroundThread" + + # Check if go server subprocess is still active even if background thread and process are killed + go_server_still_alive = False + for proc in psutil.process_iter(): + try: + # Get process name & pid from process object. + process_name = proc.name() + ppid = proc.ppid() + if "goserver" in process_name and ppid == child_pid: + # Kill process first and raise exception later + go_server_still_alive = True + proc.terminate() + + except (psutil.NoSuchProcess, psutil.AccessDenied, psutil.ZombieProcess): + pass + assert not go_server_still_alive + + def response_feature_name(feature: str, full_feature_names: bool) -> str: if ( feature in {"current_balance", "avg_passenger_count", "lifetime_trip_count"}

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