Aug 13, 2026: Aug 13 release: ranking parameters, visibility filtering, labelers, Phoenix training code

Unofficial, community-maintained project. Not affiliated with, endorsed by, or operated by X Corp. or xAI. Notes are generated from the public git history of xai-org/x-algorithm and may contain mistakes; the upstream diff is the source of truth.

Aug 13, 2026 · 47c1bcd · 2,053 files, +363,246/−11,640

Aug 13 release: ranking parameters, visibility filtering, labelers, Phoenix training code

ads blendersartifactsbotmaker rulescandidate hydratorscandidate sourcesconstantsfiltersnumeric tweaksparamsscorersselectorsside effects

The biggest drop in the repo's history (2,053 files, +363,246/−11,640). The upstream README's "August 13th, 2026" notes cover it.

Ranking configuration is now public. home-mixer/params/param.rs appears with 189 param! feature-switch defaults, including the action weights that blend predicted engagement probabilities into one score (for example ReplyWeight, ShareViaCopyLinkWeight and the negative ReportWeight/BlockAuthorWeight). See the parameter tracker on this site for how they've changed since.
Visibility filtering: visibility-filtering/ decides whether a post is shown, dropped, or shown behind an interstitial.
The systems that produce the labels it reads: rule engines (botmaker/, botmaker-rules/, scarecrow/), account-scoring models (agatha/, bdsm/, user-cred-v2/), media models (media-model-proxy/, clip/) and enforcement (abuse-enforcement-service/).
Phoenix: the demo model is replaced by the training code plus synthetic data generation.
SimClusters (simclusters/) is added as another out-of-network candidate source, alongside Thunder and Phoenix retrieval.
New home-mixer filters include ad_adjacent_served_filter, following_retweet_deduplication_filter, self_reply_chain_filter and oon_nsfw_simclusters_filter. See the full analysis for the complete list.
docs/BIDIRECTIONAL_BOOST_CHANGE.md is a worked example of a changelog. It walks through the July 2026 rollout of the bidirectional-follow reply boost (A/B tested at 5/10/15/20 from July 10, broadly launched at 20 on July 13, set to 15 on July 24) and says future updates will be published to the repo so readers "should be able to understand what changed by checking the diffs."

Full analysis → Summary: hand-written notes, checked against the diff

Automatic analysis

New parameter file home-mixer/params/param.rs defines 183 params, including 30 ranking weights (see the full analysis for every default).
Added 2 config parameters: TestBoost = 1.0 and TestCap = 10.0.
New ads blenders: following_ad_blender and time_gap_blender.
New botmaker rules: AgathaSpamProduction__ApplySearchTopTweetLabel, BBQDuplicateTextProd, BBQDuplicateTextRepliesProd, FollowFromActorWithPinnedLowQualityOrBadUrl, GroxTweetProcessor, LQ_Tweets_With_LQ_URL_Verdict_At_Mention_To_NonFollower, LQ_Tweets_With_LQ_URL_Verdict_At_Mention_To_NonFollower_v2, NSFW_Card_Image_Media_To_URL_Verdict and 12 more.
New candidate hydrators: bidirectional_follow_hydrator, broadcast_liveness_hydrator, conversation_gap_ancestor_hydrator, media_info_hydrator, semantic_id_hydrator, topic_feedback_context_hydrator, explicit_engagement_signals_query_hydrator, implicit_engagement_signals_query_hydrator and 7 more.
New candidate sources: feed_survey_source, following_night_owl_source, jetfuel_frame_source, popular_topics_source, reverse_chron_posts_source, seed_candidates_source, simclusters_source, SimClustersANNCandidateSource and 2 more.
New filters: ad_adjacent_served_filter, following_retweet_deduplication_filter, invalid_conversation_module_filter, inventory_holdout_filter, new_user_min_engagement_filter, oon_nsfw_simclusters_filter, oon_retweet_reply_filter, popular_topics_author_dedup_filter and 11 more.
New scorers: author_cold_start, phoenix_scores_ranking_scorer, value_model_gate, gpu_scorer, manhattan_scorer and classifier_simple_reply_scorer.
New selectors: following_blender_selector and passthrough_selector.
New side effects: author_served_metrics_side_effect, debug_side_effect and served_ad_history_cache_side_effect.
Removed candidate hydrators: ads_brand_safety_hydrator, has_media_hydrator, video_duration_candidate_hydrator, inferred_grok_topics_query_hydrator, user_action_seq_query_hydrator and user_features_query_hydrator.
Removed filter: new_user_topic_ids_filter.
Removed scorers: author_diversity_scorer, oon_scorer and weighted_scorer.
Removed side effect: cache_request_info_side_effect.
Renamed: task_filters → reply_spam/task_filter and for_you_response_stats_side_effect → response_stats_side_effect.
Constants changed: DEFAULT_SYSTEM_PROMPT "" → "Represent this X post for retrieving re (embedder.py), FOLLOWER_COUNT_THRESHOLD_FOR_REPLY_RANKING "" → 15000 (task_filter.py), IN_NETWORK_EVENTS_DEST "" → "kafka.phoenix-bootstrap.example.invalid (kafka_utils.rs), IN_NETWORK_EVENTS_TOPIC "" → "innetwork_post" (kafka_utils.rs), TWEET_EVENT_DEST "" → "kafka.tweet-events.example.invalid" (kafka_utils.rs) and TWEET_EVENT_TOPIC "" → "tweet_events" (kafka_utils.rs).
Other literal values changed in code: .with_max_batch_size(50), 150→50 (phoenix_candidate_pipeline.rs) and semaphore 3→1 (tweet_events_listener_v2.rs).
Git LFS artifact phoenix/artifacts/oss-phoenix-artifacts.zip removed.
Most activity in phoenix/ (+117,520/−4,361), botmaker/ (+61,527/−0), simclusters/ (+35,797/−0), home-mixer/ (+28,683/−2,249) and thunder/ (+29,940/−293).
5 files changed only in formatting, comments or sync metadata.

Config parameters (`param!` defaults)

Added parameter	Type	Default	File
`AdsBlenderType`	`String`	`"partition_organic_low_risk"`	home-mixer/params/param.rs
`AdsTimeGapClampHi`	`f64`	`2.0`	home-mixer/params/param.rs
`AdsTimeGapClampLo`	`f64`	`0.5`	home-mixer/params/param.rs
`AdsTimeGapMinOrganicGap`	`u32`	`3`	home-mixer/params/param.rs
`AdsTimeGapTSec`	`f64`	`4.0`	home-mixer/params/param.rs
`AuthorDiversityDecay`	`f64`	`0.5`	home-mixer/params/param.rs
`AuthorDiversityFloor`	`f64`	`0.25`	home-mixer/params/param.rs
`AuthorIsControl`	`bool`	`false`	home-mixer/params/param.rs
`AuthorIsTreatment`	`bool`	`false`	home-mixer/params/param.rs
`AuthorPhoenixMoeEnabled`	`bool`	`false`	home-mixer/params/param.rs
`AuthorServedMetricsAuthorIds`	`Vec<u64>`	`vec![]`	home-mixer/params/param.rs
`BidirectionalFollowDwellWeightBoost`	`f64`	`0.0`	home-mixer/params/param.rs
`BidirectionalFollowReplyWeightBoost`	`f64`	`15.0`	home-mixer/params/param.rs
`BlockAuthorWeight`	`f64`	`-31.2`	home-mixer/params/param.rs
`ClickDwellLowFavRatePenaltyAlpha`	`f64`	`0.5`	home-mixer/params/param.rs
`ClickDwellLowFavRatePenaltyBaseline`	`f64`	`0.01`	home-mixer/params/param.rs
`ClickDwellLowFavRatePenaltyCap`	`f64`	`1.0`	home-mixer/params/param.rs
`ClickDwellLowFavRatePenaltyFloor`	`f64`	`0.01`	home-mixer/params/param.rs
`ClickWeight`	`f64`	`0.4`	home-mixer/params/param.rs
`ColdStartFollowerCap`	`i64`	`1000`	home-mixer/params/param.rs
`ColdStartImpressionThreshold`	`u32`	`1000`	home-mixer/params/param.rs
`ColdStartMaxPostAgeSecs`	`u64`	`86400`	home-mixer/params/param.rs
`ColdStartSlotMax`	`u32`	`16`	home-mixer/params/param.rs
`ColdStartSlotMin`	`u32`	`15`	home-mixer/params/param.rs
`ContActiveSecs5mResidualNormWeight`	`f64`	`0.0`	home-mixer/params/param.rs
`ContClickDwellTimeWeight`	`f64`	`0.0`	home-mixer/params/param.rs
`ContDwellTimeWeight`	`f64`	`0.004`	home-mixer/params/param.rs
`DwellRegretAlphaFavorite`	`f64`	`1.0`	home-mixer/params/param.rs
`DwellRegretAlphaQuote`	`f64`	`1.0`	home-mixer/params/param.rs
`DwellRegretAlphaReply`	`f64`	`1.0`	home-mixer/params/param.rs
`DwellRegretAlphaRetweet`	`f64`	`1.0`	home-mixer/params/param.rs
`DwellRegretAlphaShare`	`f64`	`1.0`	home-mixer/params/param.rs
`DwellRegretAlphaShareViaCopyLink`	`f64`	`1.0`	home-mixer/params/param.rs
`DwellRegretAlphaShareViaDm`	`f64`	`1.0`	home-mixer/params/param.rs
`DwellRegretDwellFloor`	`f64`	`1.0`	home-mixer/params/param.rs
`DwellRegretGateBias`	`f64`	`1.033918`	home-mixer/params/param.rs
`DwellRegretGateHysteresisBand`	`f64`	`0.0`	home-mixer/params/param.rs
`DwellRegretGateThreshold`	`f64`	`-0.634264`	home-mixer/params/param.rs
`DwellRegretGateWeights`	`String`	`"seq_len:0.530298,n_fav:-0.082139,n_reply:0.485541,n_rt_quote:0.056561,n_vqv:-0.`	home-mixer/params/param.rs
`DwellRegretNegBlockAuthor`	`f64`	`-8000.0`	home-mixer/params/param.rs
`DwellRegretNegMuteAuthor`	`f64`	`-15000.0`	home-mixer/params/param.rs
`DwellRegretNegNotInterested`	`f64`	`-10000.0`	home-mixer/params/param.rs
`DwellRegretNegReport`	`f64`	`-60000.0`	home-mixer/params/param.rs
`DwellRegretTemperature`	`f64`	`10.0`	home-mixer/params/param.rs
`DwellWeight`	`f64`	`0.0`	home-mixer/params/param.rs
`EnableAdAdjacentServedFilter`	`bool`	`false`	home-mixer/params/param.rs
`EnableAdsInjectionLogging`	`bool`	`true`	home-mixer/params/param.rs
`EnableAdsSource`	`bool`	`true`	home-mixer/params/param.rs
`EnableAllAuthorFollowHydration`	`bool`	`true`	home-mixer/params/param.rs
`EnableAuthorDiversity`	`bool`	`true`	home-mixer/params/param.rs
`EnableAuthorServedMetricsExperimentBucket`	`bool`	`false`	home-mixer/params/param.rs
`EnableBidirectionalFollowHydration`	`bool`	`true`	home-mixer/params/param.rs
`EnableCachedPosts`	`bool`	`true`	home-mixer/params/param.rs
`EnableClickDwellLowFavRatePenalty`	`bool`	`false`	home-mixer/params/param.rs
`EnableContextFeatures`	`bool`	`true`	home-mixer/params/param.rs
`EnableEngagementCountsHydration`	`bool`	`true`	home-mixer/params/param.rs
`EnableEntryIdRandomHash`	`bool`	`false`	home-mixer/params/param.rs
`EnableExplicitEngagementSignals`	`bool`	`true`	home-mixer/params/param.rs
`EnableFeedSurvey`	`bool`	`false`	home-mixer/params/param.rs
`EnableFollowingRepliedUsersFacepile`	`bool`	`false`	home-mixer/params/param.rs
`EnableImplicitEngagementSignals`	`bool`	`true`	home-mixer/params/param.rs
`EnableInferredGenderHydration`	`bool`	`true`	home-mixer/params/param.rs
`EnableInventoryHoldout`	`bool`	`false`	home-mixer/params/param.rs
`EnableIpFeature`	`bool`	`true`	home-mixer/params/param.rs
`EnableJetfuelFrameMlbCarousel`	`bool`	`false`	home-mixer/params/param.rs
`EnableJetfuelFrameNfl`	`bool`	`false`	home-mixer/params/param.rs
`EnableJetfuelFrameNflTimelinePinned`	`bool`	`false`	home-mixer/params/param.rs
`EnableJetfuelFrameNflTimelineRotation`	`bool`	`false`	home-mixer/params/param.rs
`EnableJetfuelFrameSoccer`	`bool`	`false`	home-mixer/params/param.rs
`EnableJetfuelFrames`	`bool`	`false`	home-mixer/params/param.rs
`EnableMpnScoring`	`bool`	`false`	home-mixer/params/param.rs
`EnableMultiplicativePostUnexplored`	`bool`	`false`	home-mixer/params/param.rs
`EnableMutualFollowJaccardHydration`	`bool`	`false`	home-mixer/params/param.rs
`EnableNewUserMinEngagementFilter`	`bool`	`false`	home-mixer/params/param.rs
`EnableOonRescoreForInNetworkRepliesRetweets`	`bool`	`true`	home-mixer/params/param.rs
`EnablePhoenixMOESource`	`bool`	`false`	home-mixer/params/param.rs
`EnablePhoenixRequestCacheSideEffect`	`bool`	`true`	home-mixer/params/param.rs
`EnablePhoenixRetrievalFallback`	`bool`	`false`	home-mixer/params/param.rs
`EnablePhoenixRetrievalStatsExperimentBucket`	`bool`	`false`	home-mixer/params/param.rs
`EnablePhoenixSource`	`bool`	`true`	home-mixer/params/param.rs
`EnablePrompts`	`bool`	`true`	home-mixer/params/param.rs
`EnablePublishSeenIdsToKafka`	`bool`	`true`	home-mixer/params/param.rs
`EnableQuotedVqvDurationCheck`	`bool`	`false`	home-mixer/params/param.rs
`EnableRanking`	`bool`	`true`	home-mixer/params/param.rs
`EnableRetrievalSequenceHydration`	`bool`	`true`	home-mixer/params/param.rs
`EnableScoringSequenceHydration`	`bool`	`true`	home-mixer/params/param.rs
`EnableSemanticIdHydration`	`bool`	`true`	home-mixer/params/param.rs
`EnableServedFilterAllRequests`	`bool`	`true`	home-mixer/params/param.rs
`EnableSimclustersSource`	`bool`	`true`	home-mixer/params/param.rs
`EnableTopicFeedbackContext`	`bool`	`false`	home-mixer/params/param.rs
`EnableTweetMixerSource`	`bool`	`false`	home-mixer/params/param.rs
`EnableUrtMigrationComponents`	`bool`	`true`	home-mixer/params/param.rs
`EnableUserInstalledAppsHydration`	`bool`	`true`	home-mixer/params/param.rs
`EnableUserInstalledAppsV2`	`bool`	`false`	home-mixer/params/param.rs
`EnableVMRanker`	`bool`	`true`	home-mixer/params/param.rs
`EnableViewerColdStart`	`bool`	`true`	home-mixer/params/param.rs
`EnableWhoToFollowModule`	`bool`	`true`	home-mixer/params/param.rs
`EnableXaiVfClient`	`bool`	`true`	home-mixer/params/param.rs
`EngagementSignalsMaxPerType`	`usize`	`15`	home-mixer/params/param.rs
`ExcludeServedTweetIdsDuration`	`u32`	`10`	home-mixer/params/param.rs
`ExcludeServedTweetIdsNumber`	`usize`	`100`	home-mixer/params/param.rs
`FavoriteWeight`	`f64`	`0.5`	home-mixer/params/param.rs
`FeedSurveyFatigueHours`	`u32`	`24`	home-mixer/params/param.rs
`FollowAuthorWeight`	`f64`	`4.0`	home-mixer/params/param.rs
`FollowingRepliedUsersFacepileMaxPosts`	`i64`	`0`	home-mixer/params/param.rs
`FollowingRepliedUsersFacepileMinUsers`	`i64`	`0`	home-mixer/params/param.rs
`InventoryHoldoutOriginalsPercent`	`u32`	`0`	home-mixer/params/param.rs
`InventoryHoldoutRepliesPercent`	`u32`	`0`	home-mixer/params/param.rs
`InventoryHoldoutRetweetsPercent`	`u32`	`0`	home-mixer/params/param.rs
`LogSlateContext`	`bool`	`false`	home-mixer/params/param.rs
`LowImpressionsMaxPositionRatio`	`f64`	`0.85`	home-mixer/params/param.rs
`MaxPostsToCache`	`usize`	`750`	home-mixer/params/param.rs
`MaxSeqLengthRetrieval`	`u32`	`1024`	home-mixer/params/param.rs
`MaxSeqLengthScoring`	`u32`	`1024`	home-mixer/params/param.rs
`MinVideoDurationMs`	`i32`	`10_000`	home-mixer/params/param.rs
`MultiplicativePostUnexploredAlpha`	`f64`	`0.0`	home-mixer/params/param.rs
`MuteAuthorWeight`	`f64`	`-58.8`	home-mixer/params/param.rs
`NewUserAgeThresholdSecs`	`u64`	`0`	home-mixer/params/param.rs
`NewUserMinEngagementFilterMaxAccountAgeSecs`	`u64`	`1800`	home-mixer/params/param.rs
`NewUserMinEngagementFilterMaxResurrectionAgeSecs`	`u64`	`1800`	home-mixer/params/param.rs
`NewUserMinEngagementFilterMetric`	`String`	`"fav"`	home-mixer/params/param.rs
`NewUserMinEngagementFilterUseRatio`	`bool`	`false`	home-mixer/params/param.rs
`NewUserMinEngagementThreshold`	`f64`	`0.0`	home-mixer/params/param.rs
`NotDwelledWeight`	`f64`	`-0.02`	home-mixer/params/param.rs
`NotInterestedWeight`	`f64`	`-43.2`	home-mixer/params/param.rs
`OonWeightFactor`	`f64`	`0.75`	home-mixer/params/param.rs
`OpenLinkWeight`	`f64`	`0.2`	home-mixer/params/param.rs
`PhoenixAggregationType`	`String`	`"DENSE_WITH_SHORT_DWELL"`	home-mixer/params/param.rs
`PhoenixInferenceClusterId`	`String`	`"Experiment1Fou"`	home-mixer/params/param.rs
`PhoenixMOEMaxResults`	`u32`	`200`	home-mixer/params/param.rs
`PhoenixMaxResults`	`u32`	`1000`	home-mixer/params/param.rs
`PhoenixMoeCodivertViewerIsControl`	`bool`	`false`	home-mixer/params/param.rs
`PhoenixMoeCodivertViewerIsTreatment`	`bool`	`false`	home-mixer/params/param.rs
`PhoenixRankerNewUserHistoryThreshold`	`u64`	`0`	home-mixer/params/param.rs
`PhoenixRankerNewUserInferenceClusterId`	`String`	`"Experiment1Fou"`	home-mixer/params/param.rs
`PhoenixRequestCacheSideEffectTtlSeconds`	`u64`	`10800`	home-mixer/params/param.rs
`PhoenixRetrievalAggregationType`	`String`	`"DENSE_WITH_SHORT_DWELL"`	home-mixer/params/param.rs
`PhoenixRetrievalInferenceClusterId`	`String`	`"Experiment1Fou"`	home-mixer/params/param.rs
`PhoenixRetrievalMOEInferenceClusterId`	`String`	`"Experiment1Fou"`	home-mixer/params/param.rs
`PhoenixRetrievalNewUserHistoryThreshold`	`u64`	`0`	home-mixer/params/param.rs
`PhoenixRetrievalNewUserInferenceClusterId`	`String`	`"Experiment1Lap7"`	home-mixer/params/param.rs
`PhoenixRetrievalTopicInferenceClusterId`	`String`	`"Experiment2Fou"`	home-mixer/params/param.rs
`PhoenixScoresResultSize`	`u32`	`2800`	home-mixer/params/param.rs
`PhoenixXdsRetrievalMaxRetries`	`u32`	`0`	home-mixer/params/param.rs
`PhotoExpandWeight`	`f64`	`0.05`	home-mixer/params/param.rs
`PostUnexploredWeight`	`f64`	`0.02`	home-mixer/params/param.rs
`PostUnexploredWeightInNetworkOnly`	`bool`	`true`	home-mixer/params/param.rs
`ProfileClickWeight`	`f64`	`0.0`	home-mixer/params/param.rs
`QuoteWeight`	`f64`	`5.0`	home-mixer/params/param.rs
`QuotedClickWeight`	`f64`	`0.05`	home-mixer/params/param.rs
`QuotedVqvWeight`	`f64`	`0.0`	home-mixer/params/param.rs
`ReplyWeight`	`f64`	`5.0`	home-mixer/params/param.rs
`ReportWeight`	`f64`	`-234.0`	home-mixer/params/param.rs
`RetweetWeight`	`f64`	`1.0`	home-mixer/params/param.rs
`ShadowTrafficDefaultPercent`	`f64`	`0.3`	home-mixer/params/param.rs
`ShadowTrafficPhoenixClusterRates`	`Vec<String>`	`vec!["Experiment6Fou:1.5".to_string()]`	home-mixer/params/param.rs
`ShadowTrafficPhoenixClustersList`	`Vec<String>`	`vec![]`	home-mixer/params/param.rs
`ShadowTrafficPhoenixRetrievalClustersList`	`Vec<String>`	`vec![]`	home-mixer/params/param.rs
`ShareViaCopyLinkWeight`	`f64`	`20.0`	home-mixer/params/param.rs
`ShareViaDmWeight`	`f64`	`5.0`	home-mixer/params/param.rs
`ShareWeight`	`f64`	`2.0`	home-mixer/params/param.rs
`SidServerEndpoint`	`String`	`"xds:`	home-mixer/params/param.rs
`ThunderAlgorithm`	`String`	`"default"`	home-mixer/params/param.rs
`ThunderClusterId`	`String`	`"amp"`	home-mixer/params/param.rs
`ThunderMaxResults`	`u32`	`1200`	home-mixer/params/param.rs
`TopicFilteringId`	`String`	`"PostBased50Pct"`	home-mixer/params/param.rs
`TopicFilteringOverrides`	`String`	`""`	home-mixer/params/param.rs
`TopicOonWeightFactor`	`f64`	`0.5`	home-mixer/params/param.rs
`TweetMixerMaxResults`	`u32`	`800`	home-mixer/params/param.rs
`UasSourceDataType`	`String`	`"NEW_UUA_ARROW"`	home-mixer/params/param.rs
`UseEngagementCounterViewCountForImpressionBoost`	`bool`	`true`	home-mixer/params/param.rs
`UseXdsForUas`	`bool`	`true`	home-mixer/params/param.rs
`UserActionsClusterId`	`String`	`"Fou"`	home-mixer/params/param.rs
`VMRankerClusterId`	`String`	`"Experiment3"`	home-mixer/params/param.rs
`VMRankerDppMaxSelectedRank`	`u32`	`150`	home-mixer/params/param.rs
`VMRankerDppTheta`	`f64`	`0.65`	home-mixer/params/param.rs
`VMRankerEnableFallback`	`bool`	`false`	home-mixer/params/param.rs
`VMRankerSendHeadWeights`	`bool`	`false`	home-mixer/params/param.rs
`VMRankerValueModelId`	`String`	`"dpp"`	home-mixer/params/param.rs
`ValueModelMode`	`String`	`"weighted"`	home-mixer/params/param.rs
`VideoOpenWeight`	`f64`	`0.05`	home-mixer/params/param.rs
`VqvWeight`	`f64`	`0.05`	home-mixer/params/param.rs
`WhoToFollowFatigueHours`	`u32`	`30`	home-mixer/params/param.rs
`TestBoost`	`f64`	`1.0`	home-mixer/util/author_rules.rs
`TestCap`	`f64`	`10.0`	home-mixer/util/author_rules.rs

Pipeline components

Kind	Change	File
Scorer	added	bdsm/runtime/gpu_scorer.py
Scorer	added	bdsm/runtime/manhattan_scorer.py
Botmaker rule	added	botmaker-rules/scarecrow/bot/AgathaSpamProduction__ApplySearchTopTweetLabel.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/BBQDuplicateTextProd.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/BBQDuplicateTextRepliesProd.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/FollowFromActorWithPinnedLowQualityOrBadUrl.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/GroxTweetProcessor.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/LQ_Tweets_With_LQ_URL_Verdict_At_Mention_To_NonFollower.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/LQ_Tweets_With_LQ_URL_Verdict_At_Mention_To_NonFollower_v2.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/NSFW_Card_Image_Media_To_URL_Verdict.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/NSFW_Card_Image_URL_to_Tweet_Verdict.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/NSFW_Grok_Generated_Image_To_URL_Verdict.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/NSFW_Grok_Share.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/NsfwTweetMediaProcessor.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/PinnedLowQualityOrBadUrl.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/ProductionAgatha__FilterOutOrganicNotifications.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/Tweet_Search_Blacklist_RTF_All_UNSAFE_URL_Sources.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/Tweet_Spam_High_Recall_RTF_All_Bad_URL_Sources.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/ViolenceAndGore_ImageModel_MTT.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/nsfw_user_write_user_label.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/rtf_tweets_on_unsafe_verdict.bot
Botmaker rule	added	botmaker-rules/scarecrow/bot/tweet_rtf_or_unrtf_on_bad_verdict.bot
Filter	added	botmaker/src/java/com/twitter/botmaker/function/collection/Filter.java
Filter	added	grox/flows/mm_emb/task_filter.py
Filter	added	grox/flows/ptos/task_filter.py
Filter	added	grox/flows/ptos/task_safety_ptos_min_traction_dedupe_filter.py
Scorer	added	grox/flows/reply_spam/classifier_simple_reply_scorer.py
Filter	added	grox/flows/upa/task_filter.py
Ads blender	added	home-mixer/ads/following_ad_blender.rs
Ads blender	added	home-mixer/ads/time_gap_blender.rs
Candidate hydrator	added	home-mixer/candidate_hydrators/bidirectional_follow_hydrator.rs
Candidate hydrator	added	home-mixer/candidate_hydrators/broadcast_liveness_hydrator.rs
Candidate hydrator	added	home-mixer/candidate_hydrators/conversation_gap_ancestor_hydrator.rs
Candidate hydrator	added	home-mixer/candidate_hydrators/media_info_hydrator.rs
Candidate hydrator	added	home-mixer/candidate_hydrators/semantic_id_hydrator.rs
Candidate hydrator	added	home-mixer/candidate_hydrators/topic_feedback_context_hydrator.rs
Filter	added	home-mixer/filters/ad_adjacent_served_filter.rs
Filter	added	home-mixer/filters/following_retweet_deduplication_filter.rs
Filter	added	home-mixer/filters/invalid_conversation_module_filter.rs
Filter	added	home-mixer/filters/inventory_holdout_filter.rs
Filter	added	home-mixer/filters/new_user_min_engagement_filter.rs
Filter	added	home-mixer/filters/oon_nsfw_simclusters_filter.rs
Filter	added	home-mixer/filters/oon_retweet_reply_filter.rs
Filter	added	home-mixer/filters/popular_topics_author_dedup_filter.rs
Filter	added	home-mixer/filters/push_to_home_dedup_filter.rs
Filter	added	home-mixer/filters/result_size_filter.rs
Filter	added	home-mixer/filters/self_reply_chain_filter.rs
Candidate hydrator	added	home-mixer/query_hydrators/explicit_engagement_signals_query_hydrator.rs
Candidate hydrator	added	home-mixer/query_hydrators/implicit_engagement_signals_query_hydrator.rs
Candidate hydrator	added	home-mixer/query_hydrators/user_installed_apps_query_hydrator.rs
Scorer	added	home-mixer/scorers/author_cold_start.rs
Scorer	added	home-mixer/scorers/phoenix_scores_ranking_scorer.rs
Scorer	added	home-mixer/scorers/value_model_gate.rs
Selector	added	home-mixer/selectors/following_blender_selector.rs
Selector	added	home-mixer/selectors/passthrough_selector.rs
Side effect	added	home-mixer/side_effects/author_served_metrics_side_effect.rs
Side effect	added	home-mixer/side_effects/debug_side_effect.rs
Side effect	added	home-mixer/side_effects/served_ad_history_cache_side_effect.rs
Candidate source	added	home-mixer/sources/feed_survey_source.rs
Candidate source	added	home-mixer/sources/following_night_owl_source.rs
Candidate source	added	home-mixer/sources/jetfuel_frame_source.rs
Candidate source	added	home-mixer/sources/popular_topics_source.rs
Candidate source	added	home-mixer/sources/reverse_chron_posts_source.rs
Candidate source	added	home-mixer/sources/seed_candidates_source.rs
Candidate source	added	home-mixer/sources/simclusters_source.rs
Filter	added	phoenix/xrex/data/recsys/safety_filter.py
Candidate source	added	simclusters/simclusters_v2/candidate_source/SimClustersANNCandidateSource.scala
Candidate source	added	simclusters/simclusters_v2/candidate_source/SimClustersANNWrapperCandidateSource.scala
Candidate source	added	simclusters/simclustersann/candidate_source/SimClustersANNCandidateSource.scala
Filter	added	simclusters/simclustersann/filters/GetTweetCandidatesResponseStatsFilter.scala
Filter	added	simclusters/simclustersann/filters/SimClustersAnnVariantFilter.scala
Candidate hydrator	added	visibility-filtering/hydration/exclusive_content_hydrator.rs
Candidate hydrator	added	visibility-filtering/hydration/gizmoduck_hydrator.rs
Candidate hydrator	added	visibility-filtering/hydration/safety_label_hydrator.rs
Candidate hydrator	added	visibility-filtering/hydration/socialgraph_hydrator.rs
Candidate hydrator	added	visibility-filtering/hydration/tes_hydrator.rs
Candidate hydrator	added	visibility-filtering/hydration/viewer_hydrator.rs
Candidate hydrator	removed	home-mixer/candidate_hydrators/ads_brand_safety_hydrator.rs
Candidate hydrator	removed	home-mixer/candidate_hydrators/has_media_hydrator.rs
Candidate hydrator	removed	home-mixer/candidate_hydrators/video_duration_candidate_hydrator.rs
Filter	removed	home-mixer/filters/new_user_topic_ids_filter.rs
Candidate hydrator	removed	home-mixer/query_hydrators/inferred_grok_topics_query_hydrator.rs
Candidate hydrator	removed	home-mixer/query_hydrators/user_action_seq_query_hydrator.rs
Candidate hydrator	removed	home-mixer/query_hydrators/user_features_query_hydrator.rs
Scorer	removed	home-mixer/scorers/author_diversity_scorer.rs
Scorer	removed	home-mixer/scorers/oon_scorer.rs
Scorer	removed	home-mixer/scorers/weighted_scorer.rs
Side effect	removed	home-mixer/side_effects/cache_request_info_side_effect.rs
Filter	renamed from `task_filters`	grox/flows/reply_spam/task_filter.py
Side effect	renamed from `for_you_response_stats_side_effect`	home-mixer/side_effects/response_stats_side_effect.rs
Candidate hydrator	modified	candidate-pipeline/query_hydrator.rs
Ads blender	modified	home-mixer/ads/partition_organic_blender.rs
Ads blender	modified	home-mixer/ads/safe_gap_blender.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/ads_brand_safety_vf_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/core_data_candidate_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/engagement_counts_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/filtered_topics_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/following_replied_users_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/gizmoduck_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/language_code_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/mutual_follow_jaccard_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/quote_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/subscription_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/tweet_type_metrics_hydrator.rs
Candidate hydrator	modified	home-mixer/candidate_hydrators/vf_candidate_hydrator.rs
Filter	modified	home-mixer/filters/author_socialgraph_filter.rs
Filter	modified	home-mixer/filters/dedup_conversation_filter.rs
Filter	modified	home-mixer/filters/drop_duplicates_filter.rs
Filter	modified	home-mixer/filters/ineligible_subscription_filter.rs
Filter	modified	home-mixer/filters/muted_keyword_filter.rs
Filter	modified	home-mixer/filters/previously_seen_posts_backup_filter.rs
Filter	modified	home-mixer/filters/previously_seen_posts_filter.rs
Filter	modified	home-mixer/filters/previously_served_posts_filter.rs
Filter	modified	home-mixer/filters/retweet_deduplication_filter.rs
Filter	modified	home-mixer/filters/topic_ids_filter.rs
Filter	modified	home-mixer/filters/vf_filter.rs
Filter	modified	home-mixer/filters/video_filter.rs
Candidate hydrator	modified	home-mixer/query_hydrators/followed_grok_topics_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/followed_starter_packs_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/followed_user_ids_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/impressed_posts_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/impression_bloom_filter_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/retrieval_sequence_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/scoring_sequence_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/served_history_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/user_demographics_query_hydrator.rs
Candidate hydrator	modified	home-mixer/query_hydrators/user_inferred_gender_query_hydrator.rs
Scorer	modified	home-mixer/scorers/phoenix_scorer.rs
Scorer	modified	home-mixer/scorers/ranking_scorer.rs
Scorer	modified	home-mixer/scorers/vm_ranker.rs
Selector	modified	home-mixer/selectors/blender_selector.rs
Side effect	modified	home-mixer/side_effects/ads_injection_logging_side_effect.rs
Side effect	modified	home-mixer/side_effects/client_events_kafka_side_effect.rs
Side effect	modified	home-mixer/side_effects/mutual_follow_stats_side_effect.rs
Side effect	modified	home-mixer/side_effects/phoenix_experiments_side_effect.rs
Side effect	modified	home-mixer/side_effects/phoenix_request_cache_side_effect.rs
Side effect	modified	home-mixer/side_effects/publish_seen_ids_to_kafka_side_effect.rs
Side effect	modified	home-mixer/side_effects/redis_post_candidate_cache_side_effect.rs
Side effect	modified	home-mixer/side_effects/reranking_kafka_side_effect.rs
Side effect	modified	home-mixer/side_effects/scored_stats_side_effect.rs
Side effect	modified	home-mixer/side_effects/served_candidates_kafka_side_effect.rs
Side effect	modified	home-mixer/side_effects/truncate_served_history_side_effect.rs
Side effect	modified	home-mixer/side_effects/update_past_request_timestamps_side_effect.rs
Side effect	modified	home-mixer/side_effects/update_served_history_side_effect.rs
Candidate source	modified	home-mixer/sources/ads_source.rs
Candidate source	modified	home-mixer/sources/phoenix_moe_source.rs
Candidate source	modified	home-mixer/sources/phoenix_source.rs
Candidate source	modified	home-mixer/sources/phoenix_topics_source.rs
Candidate source	modified	home-mixer/sources/prompts_source.rs
Candidate source	modified	home-mixer/sources/push_to_home_source.rs
Candidate source	modified	home-mixer/sources/scored_posts_source.rs
Candidate source	modified	home-mixer/sources/thunder_source.rs
Candidate source	modified	home-mixer/sources/tweet_mixer_source.rs
Candidate source	modified	home-mixer/sources/who_to_follow_source.rs

Changed constants & literal values

Name	Old	New	File
`DEFAULT_SYSTEM_PROMPT`	`""`	`"Represent this X post for retrieving relevant X posts by content, topic, sentiment, or interest groups"`	grox/flows/mm_emb/embedder.py
`FOLLOWER_COUNT_THRESHOLD_FOR_REPLY_RANKING`	`""`	`15000`	grox/flows/reply_spam/task_filter.py
`IN_NETWORK_EVENTS_DEST`	`""`	`"kafka.phoenix-bootstrap.example.invalid"`	thunder/kafka_utils.rs
`IN_NETWORK_EVENTS_TOPIC`	`""`	`"innetwork_post"`	thunder/kafka_utils.rs
`TWEET_EVENT_DEST`	`""`	`"kafka.tweet-events.example.invalid"`	thunder/kafka_utils.rs
`TWEET_EVENT_TOPIC`	`""`	`"tweet_events"`	thunder/kafka_utils.rs

Old line	New line	File
`.with_max_batch_size(150),`	`.with_max_batch_size(50),`	home-mixer/candidate_pipeline/phoenix_candidate_pipeline.rs
`let semaphore = Arc::new(Semaphore::new(3));`	`let semaphore = Arc::new(Semaphore::new(1));`	thunder/kafka/tweet_events_listener_v2.rs

Modules touched

Module	Files added	Modified	Removed	Lines +	Lines −
`phoenix/`	301	2	11	+117,520	−4,361
`botmaker/`	492	0	0	+61,527	−0
`simclusters/`	232	0	0	+35,797	−0
`home-mixer/`	112	87	15	+28,683	−2,249
`thunder/`	13	8	0	+29,940	−293
`grox/`	140	25	33	+12,788	−4,313
`visibility-filtering/`	63	0	0	+15,861	−0
`abuse-enforcement-service/`	31	0	0	+12,622	−0
`bdsm/`	45	1	0	+9,897	−0
`phoenix-rankall/`	35	0	0	+7,652	−0
`agatha/`	90	0	0	+5,629	−0
`media-model-proxy/`	98	0	0	+4,167	−0
`under-the-hood/`	26	0	0	+4,138	−0
`scarecrow/`	32	0	0	+3,231	−0
`visibility-filtering-client/`	7	0	0	+2,999	−0
`clip/`	20	0	0	+2,856	−0
`phoenix-rankall-strato/`	17	0	0	+1,699	−0
`botmaker-rules/`	73	0	0	+1,578	−0
`vm-ranker/`	10	0	0	+1,302	−0
`user-cred-v2/`	9	0	0	+805	−0
`safety-label-user-agg/`	3	0	0	+617	−0
`candidate-pipeline/`	1	9	0	+395	−192
`(repo root)/`	0	1	1	+354	−232
`docs/`	1	0	0	+495	−0
`adult-content/`	8	0	0	+482	−0
`pnsfwmedia/`	1	0	0	+212	−0

Files (2,053)

Show file list

	Path	Lines	Note
D	.gitignore	+0/−1
M	README.md	+354/−231
A	abuse-enforcement-service/server/src/main.rs	+104/−0
A	abuse-enforcement-service/service-lib/rules/enforcement_post.yaml	+82/−0
A	abuse-enforcement-service/service-lib/rules/enforcement_user.yaml	+210/−0
A	abuse-enforcement-service/service-lib/src/ais_client.rs	+595/−0
A	abuse-enforcement-service/service-lib/src/allowlist.rs	+172/−0
A	abuse-enforcement-service/service-lib/src/api_doc.rs	+212/−0
A	abuse-enforcement-service/service-lib/src/auth.rs	+227/−0
A	abuse-enforcement-service/service-lib/src/bin/validate_rules_yaml.rs	+33/−0
A	abuse-enforcement-service/service-lib/src/config.rs	+336/−0
A	abuse-enforcement-service/service-lib/src/decision.rs	+38/−0
A	abuse-enforcement-service/service-lib/src/dedup_cache.rs	+791/−0
A	abuse-enforcement-service/service-lib/src/entities.rs	+62/−0
A	abuse-enforcement-service/service-lib/src/facts.rs	+1008/−0
A	abuse-enforcement-service/service-lib/src/fixtures/mock_rules_post.yaml	+14/−0
A	abuse-enforcement-service/service-lib/src/fixtures/mock_rules_user.yaml	+24/−0
A	abuse-enforcement-service/service-lib/src/gizmoduck.rs	+175/−0
A	abuse-enforcement-service/service-lib/src/gizmoduck_labels.rs	+6/−0
A	abuse-enforcement-service/service-lib/src/growthbook.rs	+473/−0
A	abuse-enforcement-service/service-lib/src/growthbook_writer.rs	+257/−0
A	abuse-enforcement-service/service-lib/src/lib.rs	+1955/−0
A	abuse-enforcement-service/service-lib/src/limiter.rs	+145/−0
A	abuse-enforcement-service/service-lib/src/manhattan.rs	+103/−0
A	abuse-enforcement-service/service-lib/src/metrics.rs	+445/−0
A	abuse-enforcement-service/service-lib/src/rules.rs	+1202/−0
A	abuse-enforcement-service/service-lib/src/service.rs	+2598/−0
A	abuse-enforcement-service/service-lib/src/sliding_window.rs	+672/−0
A	abuse-enforcement-service/service-lib/src/strato.rs	+283/−0
A	abuse-enforcement-service/service-lib/src/test_user.rs	+75/−0
A	abuse-enforcement-service/types/src/allowlist.rs	+315/−0
A	abuse-enforcement-service/types/src/config.rs	+8/−0
A	abuse-enforcement-service/types/src/lib.rs	+2/−0
A	adult-content/BUILD	+11/−0
A	adult-content/calibration.py	+97/−0
A	adult-content/config.py	+44/−0
A	adult-content/dataset_utils.py	+66/−0
A	adult-content/scripts/BUILD	+28/−0
A	adult-content/scripts/calibrate_model_scores.py	+54/−0
A	adult-content/scripts/train_model.py	+97/−0
A	adult-content/training.py	+85/−0
A	agatha/hub/agatha/BUILD	+13/−0
A	agatha/hub/agatha/Bijections.scala	+10/−0
A	agatha/hub/agatha/builder/BUILD	+31/−0
A	agatha/hub/agatha/builder/Builder.scala	+65/−0
A	agatha/hub/agatha/job/AgathaJobTemplates.scala	+180/−0
A	agatha/hub/agatha/job/BUILD.bazel	+27/−0
A	agatha/hub/agatha/labels/BUILD	+38/−0
A	agatha/hub/agatha/labels/LabelGenerator.scala	+10/−0
A	agatha/hub/agatha/labels/LabelManager.scala	+21/−0
A	agatha/hub/agatha/predict/Aggregators.scala	+54/−0
A	agatha/hub/agatha/predict/BUILD	+14/−0
A	agatha/hub/agatha/predict/Predict.scala	+84/−0
A	agatha/hub/agatha/predict/package.scala	+7/−0
A	agatha/hub/agatha/thrift/BUILD	+14/−0
A	agatha/hub/agatha/thrift/agatha.thrift	+52/−0
A	agatha/hub/agatha/thrift/featureSource.thrift	+29/−0
A	agatha/hub/agatha/util/BUILD	+10/−0
A	agatha/hub/agatha/util/CrossedPMIStatToModelledFeature.scala	+31/−0
A	agatha/hub/pmi/BUILD	+11/−0
A	agatha/hub/pmi/ModelCommon.scala	+85/−0
A	agatha/hub/pmi/PMI.scala	+353/−0
A	agatha/hub/pmi/PMISetExtractors.scala	+106/−0
A	agatha/hub/pmi/PMITypes.scala	+115/−0
A	agatha/hub/pmi/PreProcessors.scala	+50/−0
A	agatha/hub/pmi/examples/BUILD.bazel	+33/−0
A	agatha/hub/pmi/examples/TopFollowPmi.scala	+128/−0
A	agatha/hub/pmi/math/BUILD	+7/−0
A	agatha/hub/pmi/math/Math.scala	+103/−0
A	agatha/hub/pmi/math/aggregators/BUILD	+10/−0
A	agatha/hub/pmi/math/aggregators/Moments.scala	+160/−0
A	agatha/hub/pmi/math/aggregators/Percentiles.scala	+30/−0
A	agatha/scalding/AgathaFeaturesPredictJob.scala	+88/−0
A	agatha/scalding/NSFWBuildJob.scala	+57/−0
A	agatha/scalding/RateBasedBuildJob.scala	+60/−0
A	agatha/scalding/SpagathaBuildJob.scala	+56/−0
A	agatha/scalding/blink/BlinkScoreJobTemplate.scala	+338/−0
A	agatha/scalding/blink/ManhattanImportInjection.scala	+14/−0
A	agatha/scalding/data/ActiveUserFeaturesJob.scala	+64/−0
A	agatha/scalding/data/BUILD.bazel	+112/−0
A	agatha/scalding/data/DataLoader.scala	+15/−0
A	agatha/scalding/data/DataLoaderUtil.scala	+53/−0
A	agatha/scalding/data/FeatureExtractionTemplate.scala	+57/−0
A	agatha/scalding/data/loaders/AbuseReportGraphDataLoader.scala	+12/−0
A	agatha/scalding/data/loaders/BUILD.bazel	+287/−0
A	agatha/scalding/data/loaders/BlockGraphDataLoader.scala	+12/−0
A	agatha/scalding/data/loaders/CombinedUserDataLoader.scala	+192/−0
A	agatha/scalding/data/loaders/ContributorGraphDataLoader.scala	+12/−0
A	agatha/scalding/data/loaders/DirectMessageGraphDataLoader.scala	+34/−0
A	agatha/scalding/data/loaders/FavGraphDataLoader.scala	+41/−0
A	agatha/scalding/data/loaders/FavedTweetsDataLoader.scala	+38/−0
A	agatha/scalding/data/loaders/FollowGraphDataLoader.scala	+12/−0
A	agatha/scalding/data/loaders/HashtagTweetsDataLoader.scala	+64/−0
A	agatha/scalding/data/loaders/LegitTattleGraphDataLoader.scala	+39/−0
A	agatha/scalding/data/loaders/ListFollowerGraphDataLoader.scala	+13/−0
A	agatha/scalding/data/loaders/ListMembershipGraphDataLoader.scala	+13/−0
A	agatha/scalding/data/loaders/MostRecentEdgeSourceDataLoader.scala	+49/−0
A	agatha/scalding/data/loaders/MuteGraphDataLoader.scala	+12/−0
A	agatha/scalding/data/loaders/NonLegitTattlesNoBlocksGraphDataLoader.scala	+41/−0
A	agatha/scalding/data/loaders/RetweetedTweetsDataLoader.scala	+43/−0
A	agatha/scalding/data/loaders/TweetAuthorEngagementGraph.scala	+83/−0
A	agatha/scalding/labels/AgathaLabelManager.scala	+21/−0
A	agatha/scalding/labels/BUILD.bazel	+43/−0
A	agatha/scalding/labels/LabelExtractionTemplate.scala	+72/−0
A	agatha/scalding/labels/LabelUtil.scala	+62/−0
A	agatha/scalding/labels/blocks_per_fav/BUILD.bazel	+55/−0
A	agatha/scalding/labels/blocks_per_fav/BlocksPerFav.scala	+34/−0
A	agatha/scalding/labels/favs/BUILD.bazel	+33/−0
A	agatha/scalding/labels/favs/Favs.scala	+69/−0
A	agatha/scalding/labels/nsfw/BUILD.bazel	+79/−0
A	agatha/scalding/labels/nsfw/NSFWLabel.scala	+15/−0
A	agatha/scalding/labels/nsfw/NSFWLabelExtraction.scala	+50/−0
A	agatha/scalding/labels/nsfw/NsfwAgathaLabelManager.scala	+8/−0
A	agatha/scalding/labels/rate_based_labels/BUILD.bazel	+89/−0
A	agatha/scalding/labels/rate_based_labels/RateBasedLabels.scala	+230/−0
A	agatha/scalding/labels/rate_based_labels/RateBasedLabelsExtraction.scala	+23/−0
A	agatha/scalding/labels/reports_per_fav/BUILD.bazel	+57/−0
A	agatha/scalding/labels/reports_per_fav/ReportsPerFav.scala	+38/−0
A	agatha/scalding/labels/spam_reports_per_fav/BUILD.bazel	+57/−0
A	agatha/scalding/labels/spam_reports_per_fav/SpamReportsPerFav.scala	+35/−0
A	agatha/scalding/labels/spam_suspended/BUILD.bazel	+74/−0
A	agatha/scalding/labels/spam_suspended/SpamSuspendedLabel.scala	+20/−0
A	agatha/scalding/labels/spam_suspended/SpamSuspendedLabelExtraction.scala	+35/−0
A	agatha/scalding/quantile/BUILD.bazel	+69/−0
A	agatha/scalding/quantile/QuantileFeatureExport.scala	+210/−0
A	agatha/scalding/util/BUILD.bazel	+38/−0
A	agatha/scalding/util/FeaturesToLabels.scala	+120/−0
A	agatha/scalding/util/GetActiveUsers.scala	+27/−0
A	agatha/scalding/util/GetSuspendedUsers.scala	+28/−0
A	agatha/scalding/util/PredictionsToDataSetPipe.scala	+123/−0
A	agatha/thrift/agatha.thrift	+23/−0
A	bdsm/README.md	+114/−0
A	bdsm/proto/abuse_inference.proto	+130/−0
A	bdsm/pyproject.toml	+44/−0
R	bdsm/runtime/__init__.py	+0/−0	sync metadata
A	bdsm/runtime/action_names.json	+198/−0
A	bdsm/runtime/batch_prefetcher.py	+1029/−0
A	bdsm/runtime/feature_norm.py	+70/−0
A	bdsm/runtime/gizmoduck_age.py	+90/−0
A	bdsm/runtime/gpu_scorer.py	+250/−0
A	bdsm/runtime/heads.py	+130/−0
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A	botmaker/src/java/com/twitter/botmaker/function/misc/DebugOutput.java	+60/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/FarmFingerprintAsLong.java	+49/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/GetMurmur3Hashes.java	+56/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/GetStackTrace.java	+49/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/InstanceOf.java	+53/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/Nop.java	+47/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/Print.java	+54/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/SHA256.java	+51/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/TestRun.java	+89/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/TypeName.java	+54/−0
A	botmaker/src/java/com/twitter/botmaker/function/misc/UUID.java	+47/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/Chr.java	+47/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/Concat.java	+56/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/CosineDist.java	+63/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/EndsWith.java	+54/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/HammingDist.java	+70/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/IndexOf.java	+71/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/Join.java	+60/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/LastIndexOf.java	+71/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/Quotes.java	+51/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/RegexExtract.java	+70/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/RegexMatch.java	+47/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/Replace.java	+70/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/SplitString.java	+66/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/StartsWith.java	+65/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/StrLen.java	+51/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/StringFormat.java	+55/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/ToLower.java	+49/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/ToUpper.java	+50/−0
A	botmaker/src/java/com/twitter/botmaker/function/string/Trim.java	+52/−0
A	botmaker/src/java/com/twitter/botmaker/function/thrift/FieldAccessor.java	+123/−0
A	botmaker/src/java/com/twitter/botmaker/function/thrift/ThriftOperator.java	+140/−0
A	botmaker/src/java/com/twitter/botmaker/function/thrift/ThriftStructOperator.java	+139/−0
A	botmaker/src/java/com/twitter/botmaker/runtime/Runtime.java	+5/−0
A	botmaker/src/java/com/twitter/botmaker/util/TriConsumer.java	+18/−0
A	botmaker/src/scala/com/twitter/botmaker/BUILD	+23/−0
A	botmaker/src/scala/com/twitter/botmaker/CONFIG.ini	+3/−0
A	botmaker/src/scala/com/twitter/botmaker/FunctionUnit.scala	+403/−0
A	botmaker/src/scala/com/twitter/botmaker/FunctionUnitGen.scala	+12644/−0
A	botmaker/src/scala/com/twitter/botmaker/common/AsyncRateLimiter.scala	+131/−0
A	botmaker/src/scala/com/twitter/botmaker/common/BatchDispatcher.scala	+133/−0
A	botmaker/src/scala/com/twitter/botmaker/common/FeatureDataConverter.scala	+568/−0
A	botmaker/src/scala/com/twitter/botmaker/common/RatelimitedLogger.scala	+115/−0
A	botmaker/src/scala/com/twitter/botmaker/common/TypedFeatureDataInjection.scala	+452/−0
A	botmaker/src/scala/com/twitter/botmaker/common/Using.scala	+160/−0
A	botmaker/src/scala/com/twitter/botmaker/compiler/types/ScalaType.scala	+251/−0
A	botmaker/src/scala/com/twitter/botmaker/loader/Loader.scala	+70/−0
A	botmaker/src/scala/com/twitter/botmaker/loader/Scheduler.scala	+141/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/ActionRateLimiter.scala	+32/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/BotMaker.scala	+1072/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/ConfigContainer.scala	+206/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/DerivedFeatureContainer.scala	+116/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/EventContext.scala	+146/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/EventEvaluator.scala	+32/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/EventOutput.scala	+462/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/EventProcessor.scala	+18/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/ExceptionCategory.scala	+9/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/ExprCache.scala	+107/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/ExtractorVisitorUnit.scala	+11/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/FailureCollector.scala	+23/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/InputProvider.scala	+96/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/OutputCollector.scala	+27/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/Package.scala	+26/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/ProfilingCollector.scala	+24/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/RuleAst.scala	+411/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/RuleAstExtractorForAnalysis.scala	+91/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/RuleContainer.scala	+349/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/RuleContext.scala	+160/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/RuleEvaluator.scala	+299/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/RuleResult.scala	+7/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/StatCollector.scala	+23/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/config/SystemConfigs.scala	+133/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/function/CacheGet.scala	+90/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/function/CacheSet.scala	+56/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/function/FeatureDataMapToInputFeatures.scala	+31/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/function/GetFunctionOrFeatureDirectUsages.scala	+39/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/function/GetRule.scala	+25/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/function/InputFeatures.scala	+108/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/function/IsFunctionOrFeatureUsed.scala	+29/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/function/ResponseCodes.scala	+422/−0
A	botmaker/src/scala/com/twitter/botmaker/rule/sys/PreEventOutput.scala	+119/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/BatchQueue.scala	+474/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/LocalCounter.scala	+457/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/LocalStore.scala	+375/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/LogWriter.scala	+172/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/RegexOptions.scala	+153/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/RuntimeDebugger.scala	+73/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/RuntimeFailures.scala	+3/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/ScheduledEvent.scala	+70/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/ServiceContainer.scala	+55/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/TwitterRuntime.scala	+144/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/BatchQueueConfigs.scala	+112/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/EventTypeConfigs.scala	+91/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/LocalCounterConfigs.scala	+72/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/LocalStoreConfigs.scala	+72/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/LogWriterConfigs.scala	+43/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/PackageConfigs.scala	+57/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/RegexConfigs.scala	+54/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/ScheduledEventConfigs.scala	+57/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/ServiceConfigs.scala	+312/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/StructTupleTypeConfigs.scala	+18/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/TeamConfigs.scala	+43/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/config/ThriftTypeConfigs.scala	+18/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/GetHelp.scala	+33/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/IncrementStat.scala	+42/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/IncrementStatEventwise.scala	+37/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/IncrementStats.scala	+33/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/IncrementStatsEventwise.scala	+39/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/RPrint.scala	+50/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/SampleStat.scala	+27/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/SampleStats.scala	+33/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/SetStat.scala	+24/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/SetStats.scala	+33/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/ToFeatureDataMap.scala	+72/−0
A	botmaker/src/scala/com/twitter/botmaker/runtime/function/TryAcquire.scala	+35/−0
A	botmaker/src/scala/com/twitter/botmaker/util/CodeAnalysisUtil.scala	+78/−0
A	botmaker/src/scala/com/twitter/botmaker/util/FileUtil.scala	+53/−0
A	botmaker/src/scala/com/twitter/botmaker/util/ThriftUtil.scala	+392/−0
A	botmaker/src/thrift/com/twitter/botmaker/app/BUILD	+27/−0
A	botmaker/src/thrift/com/twitter/botmaker/app/app.thrift	+189/−0
A	botmaker/src/thrift/com/twitter/botmaker/rule/BUILD	+20/−0
A	botmaker/src/thrift/com/twitter/botmaker/rule/rule.thrift	+53/−0
A	botmaker/src/thrift/com/twitter/botmaker/runtime/BUILD	+20/−0
A	botmaker/src/thrift/com/twitter/botmaker/runtime/runtime.thrift	+344/−0
M	candidate-pipeline/candidate_pipeline.rs	+62/−129
M	candidate-pipeline/filter.rs	+12/−8
M	candidate-pipeline/hydrator.rs	+23/−16
M	candidate-pipeline/lib.rs	+6/−0
A	candidate-pipeline/pipeline_summary.rs	+229/−0
M	candidate-pipeline/query_hydrator.rs	+9/−9
M	candidate-pipeline/scorer.rs	+9/−13
M	candidate-pipeline/selector.rs	+32/−8
M	candidate-pipeline/side_effect.rs	+0/−3	comments only
M	candidate-pipeline/source.rs	+13/−6
A	clip/BUILD	+115/−0
A	clip/config.py	+35/−0
A	clip/datasets/language_image_dataset.py	+82/−0
A	clip/datasets/media_cache_dataset.py	+117/−0
A	clip/keras_model.py	+155/−0
A	clip/model.py	+359/−0
A	clip/modules.py	+81/−0
A	clip/notebooks/BUILD	+9/−0
A	clip/notebooks/create_bq_language_image_dataset.ipynb	+225/−0
A	clip/notebooks/create_gcs_language_image_dataset.ipynb	+210/−0
A	clip/notebooks/gcs_lifecycle_config.json	+9/−0
A	clip/notebooks/media_embeddings_dataflow.ipynb	+636/−0
A	clip/scripts/BUILD	+24/−0
A	clip/scripts/export_dbv2_image_model.py	+64/−0
A	clip/scripts/export_keras_models.py	+74/−0
A	clip/training.py	+242/−0
A	clip/utils/data_utils.py	+284/−0
A	clip/utils/io_utils.py	+52/−0
A	clip/utils/model_utils.py	+31/−0
A	clip/utils/train_utils.py	+52/−0
A	docs/BIDIRECTIONAL_BOOST_CHANGE.md	+495/−0
D	grox/classifiers/content/banger_initial_screen.py	+0/−160
D	grox/classifiers/content/classifier.py	+0/−98
D	grox/classifiers/content/post_safety_screen_deluxe.py	+0/−92
D	grox/classifiers/content/safety_ptos.py	+0/−288
D	grox/classifiers/content/spam.py	+0/−104
A	grox/config/config.py	+268/−0
A	grox/core/__init__.py	+0/−0
A	grox/core/clients/nightowl_client.py	+81/−0
A	grox/core/constants.py	+2/−0
R	grox/core/data_loaders/asr_processor.py	+63/−76
A	grox/core/data_loaders/data_types.py	+849/−0
A	grox/core/data_loaders/descendant_hydrator.py	+41/−0
A	grox/core/data_loaders/descendant_id_provider.py	+27/−0
R	grox/core/data_loaders/kafka_loader.py	+95/−100
A	grox/core/data_loaders/media_loader.py	+583/−0
A	grox/core/data_loaders/media_processor.py	+208/−0
R	grox/core/data_loaders/message_queue_loader.py	+4/−7
A	grox/core/data_loaders/post_mapper.py	+387/−0
R	grox/core/data_loaders/strato_loader.py	+15/−33
A	grox/core/dispatcher.py	+209/−0
R	grox/core/engine.py	+49/−13
A	grox/core/generators/__init__.py	+0/−0
A	grox/core/generators/registry.py	+36/−0
A	grox/core/generators/stream_generator.py	+48/−0
R	grox/core/generators/task_generator.py	+22/−9
A	grox/core/lib/utils.py	+12/−0
A	grox/core/lm/convo.py	+393/−0
A	grox/core/lm/post.py	+176/−0
A	grox/core/lm/thread.py	+86/−0
A	grox/core/lm/user.py	+50/−0
A	grox/core/loading.py	+66/−0
A	grox/core/plans/__init__.py	+0/−0
R	grox/core/plans/plan.py	+5/−8
A	grox/core/plans/plan_master.py	+42/−0
A	grox/core/plans/registry.py	+15/−0
A	grox/core/processors.py	+47/−0
A	grox/core/registry.py	+17/−0
R	grox/core/schedules/context.py	+0/−2
R	grox/core/schedules/init.py	+8/−3
A	grox/core/schedules/types.py	+56/−0
A	grox/core/services/__init__.py	+0/−0
A	grox/core/services/registry.py	+29/−0
A	grox/core/services/service.py	+58/−0
A	grox/core/tasks/disable_rules.py	+24/−0
R	grox/core/tasks/task.py	+4/−37
A	grox/core/tasks/task_asr.py	+151/−0
A	grox/core/tasks/task_filters.py	+35/−0
A	grox/core/tasks/task_load_post.py	+15/−0
A	grox/core/tasks/task_media.py	+13/−0
A	grox/core/tasks/task_rate_limit.py	+59/−0
D	grox/dispatcher.py	+0/−370
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A	grox/flows/mm_emb/__init__.py	+0/−0
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A	grox/flows/mm_emb/disable_rules.py	+11/−0
R	grox/flows/mm_emb/embedder.py	+9/−13
A	grox/flows/mm_emb/embedder_v82.py	+114/−0
A	grox/flows/mm_emb/generators.py	+77/−0
R	grox/flows/mm_emb/plan_post_embedding_v5.py	+16/−8
R	grox/flows/mm_emb/plan_post_embedding_v5_for_reply.py	+13/−10
A	grox/flows/mm_emb/plan_post_embedding_v82.py	+32/−0
A	grox/flows/mm_emb/plan_post_embedding_v82_for_reply.py	+35/−0
A	grox/flows/mm_emb/renderer.py	+195/−0
A	grox/flows/mm_emb/renderer_v82.py	+372/−0
A	grox/flows/mm_emb/state.py	+6/−0
A	grox/flows/mm_emb/task_embedding_pub.py	+56/−0
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R	grox/flows/mm_emb/task_multimodal_post_embedding.py	+39/−48
A	grox/flows/mm_emb/task_rate_limit.py	+23/−0
A	grox/flows/mm_emb/task_write_mm_embedding_sink.py	+160/−0
A	grox/flows/ptos/__init__.py	+0/−0
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A	grox/flows/ptos/generators.py	+90/−0
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A	grox/flows/ptos/mode.py	+28/−0
A	grox/flows/ptos/plan_safety_ptos.py	+48/−0
A	grox/flows/ptos/plan_safety_ptos_live_cluster_anchors.py	+38/−0
A	grox/flows/ptos/plan_safety_ptos_realtime_with_signals.py	+32/−0
A	grox/flows/ptos/prompts.py	+57/−0
A	grox/flows/ptos/state.py	+125/−0
A	grox/flows/ptos/task_filter.py	+86/−0
A	grox/flows/ptos/task_ptos_spam_detection.py	+62/−0
A	grox/flows/ptos/task_rate_limit.py	+35/−0
A	grox/flows/ptos/task_safety_ptos_category.py	+83/−0
A	grox/flows/ptos/task_safety_ptos_min_traction_dedupe_filter.py	+65/−0
A	grox/flows/ptos/task_safety_ptos_policy.py	+174/−0
A	grox/flows/ptos/task_safety_ptos_safemodel_sex_nudity.py	+277/−0
A	grox/flows/ptos/task_write_live_cluster_anchor_verdict_sink.py	+183/−0
R	grox/flows/ptos/task_write_safety_post_annotations_result_sink.py	+220/−63
A	grox/flows/reply_spam/__init__.py	+0/−0
A	grox/flows/reply_spam/classifier_coordinated_spam.py	+218/−0
R	grox/flows/reply_spam/classifier_reply_ranking.py	+36/−23
A	grox/flows/reply_spam/classifier_simple_reply_scorer.py	+30/−0
A	grox/flows/reply_spam/constants.py	+5/−0
A	grox/flows/reply_spam/generators.py	+34/−0
A	grox/flows/reply_spam/plan_coordinated_spam.py	+32/−0
R	grox/flows/reply_spam/plan_reply_ranking.py	+11/−8
A	grox/flows/reply_spam/plan_spam_comment.py	+30/−0
A	grox/flows/reply_spam/prompts.py	+30/−0
A	grox/flows/reply_spam/state_coordinated_spam.py	+13/−0
A	grox/flows/reply_spam/state_reply_ranking.py	+13/−0
A	grox/flows/reply_spam/strato_loader.py	+32/−0
A	grox/flows/reply_spam/task_coordinated_spam.py	+48/−0
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R	grox/flows/reply_spam/task_rank_replies.py	+6/−6
A	grox/flows/reply_spam/task_rate_limit.py	+18/−0
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A	grox/flows/reply_spam/task_write.py	+193/−0
A	grox/flows/upa/__init__.py	+0/−0
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A	grox/flows/upa/models.py	+20/−0
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A	grox/flows/upa/prompts.py	+22/−0
A	grox/flows/upa/state_initial_banger.py	+20/−0
A	grox/flows/upa/state_post_safety.py	+14/−0
R	grox/flows/upa/task_banger_screen.py	+15/−18
A	grox/flows/upa/task_filter.py	+87/−0
R	grox/flows/upa/task_grok_upa_action_with_labels.py	+16/−10
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A	grox/libs/grok_sampler/text_sampler.py	+35/−0
A	grox/libs/grok_sampler/vision_sampler.py	+54/−0
A	grox/libs/grpc_cli/__init__.py	+0/−0
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A	phoenix/xrex/cuda/top_k_by_key/src/top_k_by_key_async_api.cc	+31/−0
A	phoenix/xrex/cuda/top_k_by_key/src/top_k_by_key_async_kernel.cu	+165/−0
A	phoenix/xrex/cuda/top_k_by_key/src/top_k_by_key_async_kernel.hpp	+16/−0
A	phoenix/xrex/cuda/top_k_by_key/src/top_k_by_key_kernel.cu	+152/−0
A	phoenix/xrex/cuda/top_k_by_key/src/top_k_by_key_kernel.hpp	+17/−0
A	phoenix/xrex/cuda/top_k_by_key/src/top_k_by_key_radix_select_api.cc	+33/−0
A	phoenix/xrex/cuda/top_k_by_key/src/top_k_by_key_radix_select_kernel.cu	+389/−0
A	phoenix/xrex/cuda/top_k_by_key/src/top_k_by_key_radix_select_kernel.hpp	+16/−0
A	phoenix/xrex/cuda/unique/__init__.py	+41/−0
A	phoenix/xrex/cuda/unique/src/unique_api.cc	+36/−0
A	phoenix/xrex/cuda/unique/src/unique_kernel.cu	+154/−0

…and 553 more.