Home / xai-org / x-algorithm
AI Slop Code RIsk Monitor

xai-org/x-algorithm

Algorithm powering the For You feed on X

5.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for xai-org/x-algorithm, a Rust project with 33,572 GitHub stars. SynthScan examined 437,682 lines of code across 1988 source files, recording 1630 pattern matches distributed across 12 syntactic categories. The legacy adjusted pattern signal is 5.9 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

5.9
Adjusted Signal
5.9
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
33.6K
Stars
Rust
Language
437.7K
Lines of Code
2.0K
Files
1.6K
Pattern Hits
2026-10-12
Scan Date
0.09
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 14.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 957 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.0/100 · LOW

Are imports declared and package/API names verified? 143 finding(s).

Agent Over-Engineering Ratio 14.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1101 finding(s).

PR Review Velocity Impact 26.8/100 · MEDIUM

Which changes need focused human review? 1630 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 30HIGH 156MEDIUM 24LOW 1420

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1630 distinct pattern matches across 12 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers509 hits · 504 pts
SeverityFileLineSnippetContext
LOWbdsm/runtime/manhattan_arrow_adapter.py34def _extract_columns_from_arrow(CODE
LOWbdsm/runtime/manhattan_scorer.py63def _merge_single_user_batches(batches: list[dict], seq_len: int) -> dict:CODE
LOWbdsm/runtime/login_starter_pack_counter.py60def get_login_pack_age_minutes(CODE
LOWbdsm/runtime/sequence_cache.py101def _try_import_user_action_proto():CODE
LOWbdsm/runtime/sequence_cache.py162def _coerce_row_to_struct_type(row: dict, struct_type) -> dict:CODE
LOWbdsm/runtime/sequence_cache.py198def merge_realtime_into_sequence(CODE
LOWbdsm/tests/test_sink_policy.py24def test_shipped_policy_matches_baked_in_defaults():CODE
LOWbdsm/tests/test_sink_policy.py36def test_missing_policy_file_falls_back_to_defaults():CODE
LOWbdsm/tests/test_sink_policy.py41def test_invalid_policy_key_fails_loudly(tmp_path):CODE
LOWbdsm/tests/test_sink_policy.py59def test_enforcement_note_gates_and_redacted_prose():CODE
LOWbdsm/tests/test_sink_policy.py75def test_enforcement_templates_are_the_redacted_sentinel():CODE
LOW⚡bdsm/tests/test_train_head.py8def test_average_precision_known_values():CODE
LOW⚡bdsm/tests/test_train_head.py14def test_average_precision_no_positives_is_nan():CODE
LOW⚡bdsm/tests/test_train_head.py18def test_average_precision_perfect_ranking():CODE
LOW⚡bdsm/tests/test_train_head.py24def test_head_param_count_under_spec_cap():CODE
LOW⚡bdsm/tests/test_train_head.py31def test_head_logits_shapes_and_cap():CODE
LOWbdsm/tests/test_train_head.py48def test_holdout_score_labels_roundtrip():CODE
LOWbdsm/tests/test_train_head.py56def test_load_cached_drops_nonfinite_rows(tmp_path):CODE
LOW⚡bdsm/tests/test_heads.py4def test_indices_contiguous_and_unique():CODE
LOW⚡bdsm/tests/test_heads.py8def test_legitimate_user_is_last_head():CODE
LOW⚡bdsm/tests/test_heads.py17def test_flywheel_labels_unique_across_heads():CODE
LOW⚡bdsm/tests/test_heads.py25def test_registry_hash_pinned():CODE
LOWbdsm/tests/test_labels.py7def test_impression_farmer_sets_no_head():CODE
LOWbdsm/tests/test_labels.py14def test_dropped_head_strings_map_to_nothing():CODE
LOW⚡bdsm/tests/test_labels.py25def test_empty_labels_mean_legitimate_user():CODE
LOW⚡bdsm/tests/test_labels.py33def test_head_names_route_to_their_index():CODE
LOW⚡bdsm/tests/test_labels.py41def test_flywheel_strings_route_and_multi_label_unions():CODE
LOW⚡bdsm/tests/test_labels.py48def test_unknown_string_sets_no_head_but_not_legitimate():CODE
LOWbdsm/tests/test_feature_norm.py6def test_normalize_rewrites_action_group_from_one_hot():CODE
LOWbdsm/tests/test_feature_norm.py29def test_action_types_are_single_set_bit():CODE
LOW⚡bdsm/tests/test_loss.py17def test_focal_stats_present_iff_gamma_positive():CODE
LOW⚡bdsm/tests/test_loss.py26def test_focal_downweights_easy_examples():CODE
LOW⚡bdsm/tests/test_loss.py33def test_masked_pairs_contribute_nothing():CODE
LOWbdsm/tests/test_loss.py44def test_all_masked_is_finite_zero():CODE
LOWbdsm/tests/test_loss.py50def test_smoothing_lower_bounds_loss():CODE
LOWbdsm/tests/test_score_layout.py16def test_to_score_row_placement():CODE
LOWbdsm/tests/test_score_layout.py24def test_to_score_row_rejects_unknown_head():CODE
LOWbdsm/tests/test_score_layout.py46def test_behavioral_summary_dom_client_fail_safe_denominator():CODE
LOWbdsm/tests/test_score_layout.py58def test_message_payload_survives_restricted_unpickler():CODE
LOWbdsm/tests/test_pipeline_security.py14def test_rejects_arbitrary_globals():CODE
LOWbdsm/tests/test_pipeline_security.py25def test_tls_verification_always_on():CODE
LOWclip/model.py337 def export_to_keras_saved_model(self, output_dir):CODE
LOWclip/keras_model.py105 def decode_and_preprocess_image(self, image):CODE
LOW⚡clip/keras_model.py117 def predict_from_encoded_images(self, images):CODE
LOW⚡clip/keras_model.py124 def predict_from_preprocessed_images(self, images):CODE
LOW⚡clip/keras_model.py134 def predict_from_preprocessed_texts(self, texts):CODE
LOWclip/utils/data_utils.py108def get_clip_decode_and_proc_fn(CODE
LOWclip/utils/data_utils.py188def write_dataset_to_gcs_tfrecords(CODE
LOWclip/utils/io_utils.py35def _download_file_from_hadoop(url, local_path, hdfs_config=None):CODE
LOW…aining/xai-checkpointing/xai_checkpointing/checksum.py320def check_internal_consistency(checksum_dict, fn="<in-memory checksum_dict>", names=None):CODE
LOW…xai-checkpointing/xai_checkpointing/orbax_encrypted.py276def get_encrypted_checkpointer(CODE
LOW…ning/xai-checkpointing/xai_checkpointing/kms_client.py16def connect_cluster_kms_client(**kwargs):CODE
LOW…ning/xai-checkpointing/xai_checkpointing/kms_client.py56def reset_shared_decrypt_client() -> None:CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py51def _names_from_tree_metadata(metadata_json: dict[str, Any]) -> list[str]:CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py66def _encrypted_tspec_transform(kvstore_base: dict[str, Any]) -> Callable:CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py102def _restore_node_serialize_enabled() -> bool:CODE
LOW⚡…hon/common/xai-configlib/src/xai_configlib/__init__.py44def make_unregistered_config_error_message(cls_name: str) -> str:CODE
LOW⚡…hon/common/xai-configlib/src/xai_configlib/__init__.py51def unregistered_config_error_message_if_unregistered(cls: type) -> str | None:CODE
LOW…hon/common/xai-configlib/src/xai_configlib/__init__.py594def get_named_config_from_module(CODE
LOW…hon/common/xai-configlib/src/xai_configlib/__init__.py629def get_all_configs_from_module(CODE
449 more matches not shown…
Synthetic Comment Markers89 hits · 480 pts
SeverityFileLineSnippetContext
HIGHphoenix-rankall/src/processor/gen/scored_candidate.rs142 .expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHphoenix-rankall/src/processor/gen/scored_candidate.rs359 .expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH…enix/crates/serving/xai-recsys-mm-server/src/events.rs126 post_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH…enix/crates/serving/xai-recsys-mm-server/src/events.rs127 created_at_secs: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH…enix/crates/serving/xai-recsys-mm-server/src/events.rs183 event: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs322 id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs323 title: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs324 post_ids: f_3.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs325 cluster_embedding: f_4.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs326 summary: f_5.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs516 cluster_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs517 product_id: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs518 title: f_3.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs519 engagement: f_4.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡…enix/crates/serving/xai-recsys-mm-server/src/events.rs520 story_type: f_5.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH…enix/crates/serving/xai-recsys-mm-server/src/events.rs635 post_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH…enix/crates/serving/xai-recsys-mm-server/src/events.rs636 created_at_secs: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs2727 id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs3158 language: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs3223 language: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs3458 tweet_pivots: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs3557 from_index: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs3558 to_index: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs3878 community_ids: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs3977 api_compatible_truncation_index: f_2.expect("auto-generated code should have checked for presence of required fielCODE
HIGHthunder/schema/tweet.rs4120 id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs4200 invited_user_ids: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs4201 conversation_tweet_author_id: f_2.expect("auto-generated code should have checked for presence of required fields"CODE
HIGHthunder/schema/tweet.rs4288 invited_user_ids: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs4289 conversation_tweet_author_id: f_2.expect("auto-generated code should have checked for presence of required fields"CODE
HIGHthunder/schema/tweet.rs4376 invited_user_ids: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs4377 conversation_tweet_author_id: f_2.expect("auto-generated code should have checked for presence of required fields"CODE
HIGHthunder/schema/tweet.rs4464 invited_user_ids: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs4465 conversation_tweet_author_id: f_2.expect("auto-generated code should have checked for presence of required fields"CODE
HIGHthunder/schema/tweet.rs4552 invited_user_ids: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs4553 conversation_tweet_author_id: f_2.expect("auto-generated code should have checked for presence of required fields"CODE
HIGHthunder/schema/tweet.rs4640 invited_user_ids: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs4641 conversation_tweet_author_id: f_2.expect("auto-generated code should have checked for presence of required fields"CODE
HIGHthunder/schema/tweet.rs4707 conversation_tweet_author_id: f_1.expect("auto-generated code should have checked for presence of required fields"CODE
HIGHthunder/schema/tweet.rs4908 conversation_author_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs4961 conversation_author_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs5014 trusted_friends_list_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs5075 collaborator_user_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs5076 collab_invitation_status: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs5138 invited_collaborators: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs5201 collaborator_user_ids: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGHthunder/schema/tweet.rs5341 control: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs332 user_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs333 event_time_ms: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs334 target_ids: f_3.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs1068 favoriter_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs1069 tweet_id: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs1070 timestamp_ms: f_3.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs2978 subject_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs2979 object_id: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs2980 indirect_object_key: f_3.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs2981 is_deleted: f_4.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs2982 event_time_ms: f_5.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs3063 user_id: f_1.expect("auto-generated code should have checked for presence of required fields"),CODE
HIGH⚡thunder/schema/events.rs3064 conversation_id: f_2.expect("auto-generated code should have checked for presence of required fields"),CODE
29 more matches not shown…
Hallucination Indicators30 hits · 330 pts
SeverityFileLineSnippetContext
CRITICALunder-the-hood/scalding/UnderTheHoodCommon.scala81 java.time.temporal.ChronoUnit.DAYS.between(first, last).toInt + 1CODE
CRITICALscarecrow/legacy/HllCounterStoreRegistry.scala59 com.twitter.botmaker.compiler.v2.astnode.AddToHLL.migrateEvaluate(CODE
CRITICALscarecrow/legacy/FlockRegistry.scala28 com.twitter.botmaker.compiler.v2.astnode.FollowerCount.migrateEvaluate(CODE
CRITICALscarecrow/legacy/TweetServiceRegistry.scala35 com.twitter.botmaker.compiler.v2.astnode.GetTweet.migrateEvaluate(CODE
CRITICALscarecrow/legacy/TweetServiceRegistry.scala58 com.twitter.botmaker.compiler.v2.astnode.GetTweetInfo.migrateEvaluate(CODE
CRITICALscarecrow/legacy/TweetServiceRegistry.scala78 com.twitter.botmaker.extractor.function.GetTweetText.migrateEvaluate(CODE
CRITICALscarecrow/legacy/UrlVerdictRegistry.scala33 com.twitter.botmaker.compiler.v2.astnode.GetReputationV2.migrateEvaluate(CODE
CRITICALscarecrow/legacy/UrlVerdictRegistry.scala76 com.twitter.botmaker.extractor.function.GetUrlVerdictForSingleChain.migrateEvaluate(CODE
CRITICALscarecrow/legacy/UrlVerdictRegistry.scala101 com.twitter.botmaker.compiler.v2.astnode.GetUrlVerdictForSingleChainV2.migrateEvaluate(CODE
CRITICALscarecrow/legacy/UrlVerdictRegistry.scala123 com.twitter.botmaker.compiler.v2.astnode.GetUrlVerdictV2.migrateEvaluate(CODE
CRITICALscarecrow/legacy/UrlVerdictRegistry.scala157 com.twitter.botmaker.extractor.action.DeleteUrlVerdictIf.migrateEvaluate(CODE
CRITICAL…xai-checkpointing/xai_checkpointing/orbax_encrypted.py84 metadata = ocp._src.metadata.tree.InternalTreeMetadata.build(CODE
CRITICAL…xai-checkpointing/xai_checkpointing/orbax_encrypted.py98 return ocp._src.metadata.tree.InternalTreeMetadata.from_json(CODE
CRITICAL…/scala/com/twitter/botmaker/app/client/AppClient.scala111 val p = com.twitter.botmaker.app.client.AppClient(ac)CODE
CRITICAL⚡…/twitter/botmaker/function/exception/TryWithStack.java81 return new com.twitter.botmaker.compiler.tuples.TryWithStack(CODE
CRITICAL⚡…/twitter/botmaker/function/exception/TryWithStack.java84 return new com.twitter.botmaker.compiler.tuples.TryWithStack(CODE
CRITICAL⚡…/twitter/botmaker/function/exception/TryWithStack.java88 return new com.twitter.botmaker.compiler.tuples.TryWithStack(CODE
CRITICAL…/twitter/botmaker/function/exception/TryWithStack.java119 new com.twitter.botmaker.compiler.tuples.TryWithStack(CODE
CRITICAL…/twitter/botmaker/function/exception/TryWithStack.java128 new com.twitter.botmaker.compiler.tuples.TryWithStack(CODE
CRITICAL⚡…/java/com/twitter/botmaker/function/exception/Try.java77 return new com.twitter.botmaker.compiler.tuples.Try(CODE
CRITICAL⚡…/java/com/twitter/botmaker/function/exception/Try.java80 return new com.twitter.botmaker.compiler.tuples.Try(CODE
CRITICAL⚡…/java/com/twitter/botmaker/function/exception/Try.java83 return new com.twitter.botmaker.compiler.tuples.Try(CODE
CRITICAL…/java/com/twitter/botmaker/function/exception/Try.java113 new com.twitter.botmaker.compiler.tuples.Try(CODE
CRITICAL…/java/com/twitter/botmaker/function/exception/Try.java120 new com.twitter.botmaker.compiler.tuples.Try(CODE
CRITICAL…va/com/twitter/botmaker/compiler/types/ThriftType.java66 org.apache.thrift.meta_data.FieldMetaData.getStructMetaDataMap(thriftClass);CODE
CRITICAL…src/scala/com/twitter/botmaker/runtime/LogWriter.scala40 com.twitter.botmaker.runtime.config.LogWriter.timeFormatter.format(timestamp),CODE
CRITICAL…scala/com/twitter/botmaker/rule/function/GetRule.scala19 val ruleAstOpt = context.getRuntime.botmaker.state.ruleContainer.getRule(ruleId).orElse {CODE
CRITICAL…scala/com/twitter/botmaker/rule/function/GetRule.scala20 context.getRuntime.botmaker.state.systemContainer.getRule(ruleId)CODE
CRITICAL…g/tweet_similarity/TweetPairFeatureHydrationUtil.scala220 Set(com.twitter.ml.featurestore.lib.UserId(queryFeaturedTweet.author.get))))CODE
CRITICAL…g/tweet_similarity/TweetPairFeatureHydrationUtil.scala230 Set(com.twitter.ml.featurestore.lib.UserId(candidateFeaturedTweet.author.get))))CODE
Empty Error Handlers65 hits · 325 pts
SeverityFileLineSnippetContext
HIGHbdsm/runtime/batch_prefetcher.py269except Exception:CODE
HIGHbdsm/runtime/batch_prefetcher.py424except Exception:CODE
HIGHbdsm/runtime/batch_prefetcher.py739except Exception:CODE
HIGHbdsm/runtime/batch_prefetcher.py577except Exception:CODE
HIGHbdsm/runtime/gizmoduck_age.py73except Exception:CODE
HIGHbdsm/runtime/gizmoduck_age.py86except Exception:CODE
HIGHbdsm/runtime/starter_pack_follows.py81except Exception:CODE
HIGHbdsm/runtime/starter_pack_follows.py94except Exception:CODE
HIGHbdsm/runtime/login_starter_pack_counter.py86except Exception:CODE
HIGHbdsm/runtime/login_starter_pack_counter.py99except Exception:CODE
HIGHbdsm/runtime/score_results_sink_focal.py192except Exception:CODE
HIGHbdsm/runtime/score_results_sink_focal.py211except Exception:CODE
HIGHbdsm/runtime/score_results_sink_focal.py794except Exception:CODE
HIGHbdsm/runtime/sequence_cache.py72except Exception:CODE
HIGHbdsm/runtime/sequence_cache.py132except Exception:CODE
HIGHbdsm/runtime/sequence_cache.py224except KeyError:CODE
HIGH…n/training/xai-checkpointing/xai_checkpointing/load.py147except Exception:CODE
HIGH…n/training/xai-checkpointing/xai_checkpointing/load.py139except OSError:CODE
HIGHphoenix/xrex/cutedsl/ranker_fa4/utils.py99except Exception:CODE
HIGHphoenix/xrex/driver/run.py46except Exception:CODE
HIGHphoenix/xrex/driver/run.py140except Exception:CODE
HIGHphoenix/xrex/driver/hooks.py712except subprocess.TimeoutExpired:CODE
HIGHphoenix/xrex/driver/core.py284except FileExistsError:CODE
HIGHphoenix/xrex/driver/core.py280except FileNotFoundError:CODE
HIGHphoenix/xrex/driver/core.py296except FileExistsError:CODE
HIGHphoenix/xrex/driver/core.py305except FileNotFoundError:CODE
HIGHphoenix/xrex/driver/core.py309except FileExistsError:CODE
HIGHphoenix/xrex/driver/core.py292except FileNotFoundError:CODE
HIGHphoenix/xrex/utils/log_util.py218except BaseException:CODE
HIGHphoenix/xrex/utils/aot.py500except Exception:CODE
HIGHphoenix/xrex/utils/aot.py630except Exception:CODE
HIGHphoenix/xrex/utils/aot.py667except Exception as e:CODE
HIGHphoenix/xrex/utils/gpu.py71except OSError:CODE
HIGHphoenix/xrex/utils/checkpointing.py74except Exception:CODE
HIGHphoenix/xrex/utils/checkpointing.py66except OSError:CODE
HIGHphoenix/xrex/train/recsys_bundle_export.py341except ImportError:CODE
HIGHphoenix/xrex/train/trainer_recsys.py2414except psutil.NoSuchProcess:CODE
HIGHphoenix/xrex/inference/model_runner.py3121except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py411except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py423except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py1567except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py2573except FileNotFoundError:CODE
HIGHphoenix/xrex/inference/model_runner.py1573except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py3913except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py3492except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py3891except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py3927except Exception:CODE
HIGHphoenix/xrex/inference/model_runner.py3948except FileNotFoundError:CODE
HIGHphoenix/xrex/inference/status_server.py27except FileNotFoundError:CODE
HIGHphoenix/xrex/inference/status_server.py169except OSError:CODE
HIGHphoenix/xrex/inference/launch_inference.py80except FileExistsError:CODE
HIGHphoenix/xrex/inference/launch_inference.py85except OSError:CODE
HIGHphoenix/xrex/inference/launch_inference.py111except FileExistsError:CODE
HIGHphoenix/xrex/inference/launch_inference.py118except OSError:CODE
HIGHphoenix/xrex/data/rust_parquet_recsys.py607except Full:CODE
HIGHphoenix/xrex/data/rust_parquet_recsys.py602except Full:CODE
HIGHphoenix/xrex/data/streaming/kafkaconsumer.py1196except (FileNotFoundError, OSError):CODE
HIGHphoenix/xrex/data/streaming/kafkaconsumer.py1459except asyncio.CancelledError:CODE
HIGHphoenix/xrex/data/streaming/kafkaconsumer.py542except asyncio.CancelledError:CODE
HIGHphoenix/xrex/data/streaming/kafkaconsumer.py1058except asyncio.CancelledError:CODE
5 more matches not shown…
Excessive Try-Catch Wrapping305 hits · 306 pts
SeverityFileLineSnippetContext
LOWbdsm/runtime/batch_prefetcher.py29except Exception as _e:CODE
LOWbdsm/runtime/batch_prefetcher.py148 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py164 except Exception as _e:CODE
LOWbdsm/runtime/batch_prefetcher.py248 except Exception as _e:CODE
LOWbdsm/runtime/batch_prefetcher.py269 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py287 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py302 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py403 except Exception as e:CODE
LOWbdsm/runtime/batch_prefetcher.py424 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py451 except Exception as _cse:CODE
LOWbdsm/runtime/batch_prefetcher.py486 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py577 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py656 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py670 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py687 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py697 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py713 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py739 except Exception:CODE
LOWbdsm/runtime/batch_prefetcher.py804 except Exception as _kp_e:CODE
LOWbdsm/runtime/batch_prefetcher.py824 except Exception as _e:CODE
LOWbdsm/runtime/manhattan_arrow_adapter.py100 except Exception as e:CODE
MEDIUMbdsm/runtime/manhattan_arrow_adapter.py53def _field_np(name, dtype=np.int64, fill=0):CODE
LOWbdsm/runtime/gizmoduck_age.py46 except Exception as e:CODE
LOWbdsm/runtime/gizmoduck_age.py73 except Exception:CODE
LOWbdsm/runtime/gizmoduck_age.py86 except Exception:CODE
LOWbdsm/runtime/manhattan_scorer.py36 except Exception as e:CODE
LOWbdsm/runtime/manhattan_scorer.py54 except Exception as e:CODE
LOWbdsm/runtime/starter_pack_follows.py54 except Exception as e:CODE
LOWbdsm/runtime/starter_pack_follows.py81 except Exception:CODE
LOWbdsm/runtime/starter_pack_follows.py94 except Exception:CODE
LOWbdsm/runtime/login_starter_pack_counter.py55 except Exception as e:CODE
LOWbdsm/runtime/login_starter_pack_counter.py86 except Exception:CODE
LOWbdsm/runtime/login_starter_pack_counter.py99 except Exception:CODE
MEDIUMbdsm/runtime/score_results_sink_focal.py1202def _publish_score_result(CODE
LOWbdsm/runtime/score_results_sink_focal.py32except Exception as _e:CODE
LOWbdsm/runtime/score_results_sink_focal.py159 except Exception:CODE
LOWbdsm/runtime/score_results_sink_focal.py192 except Exception:CODE
LOWbdsm/runtime/score_results_sink_focal.py205 except Exception:CODE
LOWbdsm/runtime/score_results_sink_focal.py211 except Exception:CODE
LOWbdsm/runtime/score_results_sink_focal.py794 except Exception:CODE
LOWbdsm/runtime/score_results_sink_focal.py1287 except Exception as e:CODE
LOWbdsm/runtime/score_results_sink_focal.py1315 except Exception:CODE
LOWbdsm/runtime/score_results_sink_focal.py1342 except Exception as e:CODE
LOWbdsm/runtime/score_results_sink_focal.py1381 except Exception as e:CODE
LOWbdsm/runtime/score_results_sink_focal.py1515 except Exception as e:CODE
LOWbdsm/runtime/sequence_cache.py72 except Exception:CODE
LOWbdsm/runtime/sequence_cache.py124 except Exception:CODE
LOWbdsm/runtime/sequence_cache.py132 except Exception:CODE
LOWbdsm/runtime/sequence_cache.py145 except Exception:CODE
MEDIUMbdsm/runtime/sequence_cache.py101def _try_import_user_action_proto():CODE
LOW…ning/xai-checkpointing/xai_checkpointing/kms_client.py23 except Exception as error:CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py147 except Exception:CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py298 except Exception:CODE
MEDIUM…n/training/xai-checkpointing/xai_checkpointing/load.py136def close(self):CODE
LOW…on/training/xai-checkpointing/xai_checkpointing/dek.py29 except Exception as error:CODE
LOW…hon/common/xai-configlib/src/xai_configlib/__init__.py642 except Exception:CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/utils.py99 except Exception:CODE
MEDIUMphoenix/xrex/cutedsl/ranker_fa4/utils.py91def _is_cuda_12() -> bool:CODE
LOWphoenix/xrex/cutedsl/quack/cute_dsl_mlir_threading.py31 except Exception:CODE
LOWphoenix/xrex/cutedsl/quack/cute_dsl_elf_fix.py56 except Exception:CODE
245 more matches not shown…
Deep Nesting198 hits · 178 pts
SeverityFileLineSnippetContext
LOWbdsm/runtime/batch_prefetcher.py109CODE
LOWbdsm/runtime/manhattan_arrow_adapter.py74CODE
LOWbdsm/runtime/gizmoduck_age.py51CODE
LOWbdsm/runtime/starter_pack_follows.py59CODE
LOWbdsm/runtime/login_starter_pack_counter.py60CODE
LOWbdsm/runtime/score_results_sink_focal.py269CODE
LOWbdsm/runtime/score_results_sink_focal.py799CODE
LOWbdsm/runtime/score_results_sink_focal.py1016CODE
LOWbdsm/runtime/score_results_sink_focal.py1078CODE
LOWbdsm/runtime/score_results_sink_focal.py1202CODE
LOWbdsm/runtime/score_results_sink_focal.py1292CODE
LOWbdsm/runtime/score_results_sink_focal.py1353CODE
LOWbdsm/runtime/score_results_sink_focal.py1437CODE
LOWbdsm/runtime/load_backbone.py9CODE
LOWbdsm/runtime/sequence_cache.py162CODE
LOWclip/utils/data_utils.py188CODE
LOW…aining/xai-checkpointing/xai_checkpointing/checksum.py340CODE
LOW…aining/xai-checkpointing/xai_checkpointing/checksum.py361CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py204CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py324CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py468CODE
LOW…on/training/xai-checkpointing/xai_checkpointing/dek.py57CODE
LOW…on/training/xai-checkpointing/xai_checkpointing/dek.py151CODE
LOW…/python/common/xai-gimmick/src/xai_gimmick/__init__.py11CODE
LOW…hon/common/xai-configlib/src/xai_configlib/__init__.py158CODE
LOW…hon/common/xai-configlib/src/xai_configlib/__init__.py256CODE
LOW…hon/common/xai-configlib/src/xai_configlib/__init__.py342CODE
LOW…hon/common/xai-configlib/src/xai_configlib/__init__.py403CODE
LOWphoenix/xrex/cutedsl/ranker_attention_varlen_fa4.py30CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py65CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py113CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py407CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py641CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py1198CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py1291CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py1341CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/ampere_helpers.py67CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py63CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py568CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py1466CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py1781CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py1815CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py1849CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py1902CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py835CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py1088CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py1569CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py1719CODE
LOW…oenix/xrex/cutedsl/ranker_fa4/flash_bwd_postprocess.py282CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py1545CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py1587CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py2080CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py2580CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py3172CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py3559CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py517CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py288CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py468CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py708CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py1122CODE
138 more matches not shown…
Modern Structural Boilerplate160 hits · 162 pts
SeverityFileLineSnippetContext
LOW…aining/xai-checkpointing/xai_checkpointing/checksum.py18logger = logging.getLogger(__name__)CODE
LOW…xai-checkpointing/xai_checkpointing/orbax_encrypted.py78 def set_kms_client(self, kms_client) -> None:CODE
LOW⚡…hon/common/xai-configlib/src/xai_configlib/__init__.py37logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/fa_logging.py83def set_fa_log_level(level: int | str) -> None:CODE
LOWphoenix/xrex/driver/run.py13logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/driver/hooks.py38logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/driver/local.py18logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/driver/core.py41logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/driver/config_factory.py10logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/pyspy_profiler.py12logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/metadata.py26logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/layer_stack.py18logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/toolbox_notify.py15logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/log_util.py33def set_log_dataset(name: str | None) -> None:CODE
LOWphoenix/xrex/utils/log_util.py37def set_log_row(record_id: int | None) -> None:CODE
LOWphoenix/xrex/utils/aot.py36logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/ocdbt.py9logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/log_timer.py7logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/utils.py31logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/gpu.py14logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/gpu.py257def set_gpu_clocks_to_max() -> None:CODE
LOWphoenix/xrex/utils/profiler.py19logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/checkpointing.py22logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/utils/nsys.py6logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/models/recsys_model.py100logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/models/recsys_embedding.py20logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/models/recsys_gen_recs_model.py41logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/models/loss_recsys.py13logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/models/recsys_two_tower_model.py66logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/configs/config_loader.py13logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/configs/config.py10logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/train/recsys_bundle_export.py27logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/train/trainer_sid_retrieval.py20logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/train/trainer_gen_recs.py35logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/train/trainer.py76logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/train/embedding_loader.py22logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/train/trainer_recsys.py109logger = logging.getLogger(__name__)CODE
LOW⚡phoenix/xrex/inference/model_runner.py297 def set_deadline_admission_enabled(self, enabled: bool) -> None: ...CODE
LOW⚡phoenix/xrex/inference/model_runner.py299 def set_checkpoint_loading(self) -> None: ...CODE
LOW⚡phoenix/xrex/inference/model_runner.py303 def set_checkpoint_timestamp(self, timestamp: float) -> None: ...CODE
LOWphoenix/xrex/inference/model_runner.py95logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/inference/metrics.py376 def set_pod_status(self, status: str) -> None:CODE
LOWphoenix/xrex/inference/pinned_d2h.py12logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/inference/sid_retrieval_runner.py35logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/inference/sid_retrieval_runner.py73 def _setup_sid_retrieval_jit(self) -> None:CODE
LOWphoenix/xrex/inference/status_server.py14logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/inference/launch_inference.py31logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/inference/h2d.py21logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/inference/checkpoint_storage.py19logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/inference/gen_recs_runner.py29logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/inference/gen_recs_runner.py62 def _setup_gen_recs_jit(self) -> None:CODE
LOWphoenix/xrex/inference/sid_post_index.py15logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/eval/recsys_eval.py36logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/eval/recsys_eval.py619 def set_resolver(self, resolver: "SidBeamResolver") -> None:CODE
LOWphoenix/xrex/data/cold_pool_filter.py13logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/data/retrieval_dataset.py22logger = logging.getLogger(__name__)CODE
LOW⚡phoenix/xrex/data/streaming/kafkaconsumer.py659 def update_partition_lag(self, partition: int, latest_offset: int, end_offset: int) -> None:CODE
LOWphoenix/xrex/data/streaming/kafkaconsumer.py313logger = logging.getLogger(__name__)CODE
LOWphoenix/xrex/data/streaming/kafkaconsumer.py755 def _update_increase_state(self, partition: int, lag_offsets: int) -> None:CODE
LOWphoenix/xrex/data/streaming/kafkaloader.py63logger = logging.getLogger(__name__)CODE
100 more matches not shown…
Unused Imports110 hits · 110 pts
SeverityFileLineSnippetContext
LOWbdsm/training/train_head.py3CODE
LOWbdsm/runtime/metrics.py1CODE
LOWbdsm/runtime/labels.py1CODE
LOWbdsm/runtime/score_layout.py1CODE
LOWbdsm/runtime/feature_norm.py1CODE
LOWbdsm/runtime/model.py1CODE
LOWbdsm/runtime/gpu_scorer.py3CODE
LOWbdsm/runtime/loss.py1CODE
LOWbdsm/runtime/task_heads.py1CODE
LOWbdsm/runtime/load_backbone.py1CODE
LOWbdsm/runtime/heads.py1CODE
LOWbdsm/tests/test_score_layout.py1CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py23CODE
LOWphoenix/xrex/settings.py3CODE
LOWphoenix/xrex/cutedsl/ranker_attention_fa4.py3CODE
LOWphoenix/xrex/cutedsl/ranker_attention_varlen_fa4.py3CODE
LOWphoenix/xrex/driver/run.py3CODE
LOWphoenix/xrex/driver/hooks.py3CODE
LOWphoenix/xrex/driver/hooks.py69CODE
LOWphoenix/xrex/driver/core.py3CODE
LOWphoenix/xrex/driver/core.py22CODE
LOWphoenix/xrex/utils/metadata.py3CODE
LOWphoenix/xrex/utils/toolbox_notify.py3CODE
LOWphoenix/xrex/utils/log_util.py17CODE
LOWphoenix/xrex/utils/aot.py3CODE
LOWphoenix/xrex/utils/utils.py3CODE
LOWphoenix/xrex/utils/recsys_async_emb.py3CODE
LOWphoenix/xrex/models/recsys_model.py3CODE
LOWphoenix/xrex/models/recsys_sid_retrieval_model.py3CODE
LOWphoenix/xrex/models/recsys_gen_recs_model.py3CODE
LOWphoenix/xrex/models/linear_layer.py3CODE
LOWphoenix/xrex/models/recsys_feature_prep.py3CODE
LOWphoenix/xrex/models/layers.py21CODE
LOWphoenix/xrex/models/recsys_two_tower_model.py3CODE
LOWphoenix/xrex/models/topic_categories.py3CODE
LOWphoenix/xrex/models/recsys_sid.py3CODE
LOWphoenix/xrex/optimizers/recsys/config.py3CODE
LOWphoenix/xrex/optimizers/recsys/rowwise_adagrad.py3CODE
LOWphoenix/xrex/optimizers/recsys/protocol.py3CODE
LOWphoenix/xrex/optimizers/recsys/__init__.py3CODE
LOWphoenix/xrex/optimizers/recsys/__init__.py4CODE
LOWphoenix/xrex/optimizers/recsys/__init__.py5CODE
LOWphoenix/xrex/optimizers/recsys/__init__.py5CODE
LOWphoenix/xrex/optimizers/recsys/__init__.py9CODE
LOWphoenix/xrex/optimizers/recsys/__init__.py9CODE
LOWphoenix/xrex/optimizers/recsys/__init__.py9CODE
LOWphoenix/xrex/optimizers/recsys/dense_optim.py3CODE
LOWphoenix/xrex/configs/xrecsys_two_tower.py9CODE
LOWphoenix/xrex/configs/xrecsys.py7CODE
LOWphoenix/xrex/configs/xrecsys_gen_recs.py7CODE
LOWphoenix/xrex/configs/xrecsys_sid_variants.py3CODE
LOWphoenix/xrex/configs/xrecsys_sid_retrieval.py3CODE
LOWphoenix/xrex/pallas/ranker_attention_utils.py3CODE
LOWphoenix/xrex/pallas/ranker_attention_fa3.py3CODE
LOWphoenix/xrex/train/recsys_bundle_export.py3CODE
LOWphoenix/xrex/train/recsys_bundle_export.py1053CODE
LOWphoenix/xrex/inference/pinned_d2h.py3CODE
LOWphoenix/xrex/inference/sid_retrieval_runner.py3CODE
LOWphoenix/xrex/inference/service_registry.py3CODE
LOWphoenix/xrex/inference/launch_inference.py23CODE
50 more matches not shown…
Over-Commented Block99 hits · 99 pts
SeverityFileLineSnippetContext
LOWxai-value-model/scoring.rs21 }COMMENT
LOWxai-value-model/scoring.rs41// than a Like, so it’s weighted more to allow the prediction to affectCOMMENT
LOWabuse-ledger-service/src/tls.rs1// MIT LicenseCOMMENT
LOW…aining/xai-checkpointing/xai_checkpointing/__init__.py1# SPDX-License-Identifier: Apache-2.0COMMENT
LOWphoenix/python/common/xai-proto/xai_proto/__init__.py1# SPDX-License-Identifier: Apache-2.0COMMENT
LOWphoenix/xrex/__init__.py1# SPDX-License-Identifier: Apache-2.0COMMENT
LOWphoenix/xrex/cutedsl/__init__.py1# SPDX-License-Identifier: Apache-2.0COMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/seqlen_info.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/seqlen_info.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/ampere_helpers.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/ampere_helpers.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/blackwell_helpers.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/blackwell_helpers.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/block_sparsity.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/block_sparsity.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/pack_gqa.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/pack_gqa.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/barrier.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/barrier.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOW…oenix/xrex/cutedsl/ranker_fa4/flash_bwd_postprocess.py1# BSD 3-Clause LicenseCOMMENT
LOW…oenix/xrex/cutedsl/ranker_fa4/flash_bwd_postprocess.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/named_barrier.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/named_barrier.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/copy_utils.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/copy_utils.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/__init__.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/__init__.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/cute_dsl_utils.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/cute_dsl_utils.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/utils.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/utils.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/pipeline.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/pipeline.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/block_sparse_utils.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/block_sparse_utils.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/fa_logging.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/fa_logging.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/block_info.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/block_info.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd_sm100.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd_sm100.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd_sm100.py41# 2. Redistributions in binary form must reproduce the above copyright notice,COMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_preprocess.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_preprocess.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/mma_sm100_desc.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/mma_sm100_desc.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/mma_sm100_desc.py41# 2. Redistributions in binary form must reproduce the above copyright notice,COMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/tile_scheduler.py1# BSD 3-Clause LicenseCOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/tile_scheduler.py21# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLECOMMENT
LOWphoenix/xrex/cutedsl/ranker_fa4/softmax.py1# BSD 3-Clause LicenseCOMMENT
39 more matches not shown…
AI Structural Patterns62 hits · 57 pts
SeverityFileLineSnippetContext
LOWbdsm/runtime/batch_prefetcher.py109CODE
LOWclip/config.py8CODE
LOWclip/datasets/language_image_dataset.py13CODE
LOW…n/training/xai-checkpointing/xai_checkpointing/load.py468CODE
LOW…hon/common/xai-configlib/src/xai_configlib/__init__.py96CODE
LOWphoenix/xrex/cutedsl/ranker_attention_varlen_fa4.py30CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py113CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py407CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py641CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py925CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/mask.py1288CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/seqlen_info.py108CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py88CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd.py430CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py75CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py338CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm90.py614CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py77CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_bwd_sm100.py428CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py71CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd.py582CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd_sm100.py204CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd_sm100.py437CODE
LOWphoenix/xrex/cutedsl/ranker_fa4/flash_fwd_sm90.py180CODE
LOWphoenix/xrex/cutedsl/quack/utils.py230CODE
LOWphoenix/xrex/utils/metrics.py147CODE
LOWphoenix/xrex/utils/log_util.py103CODE
LOWphoenix/xrex/utils/checkpointing.py222CODE
LOWphoenix/xrex/models/recsys_model.py1335CODE
LOWphoenix/xrex/models/recsys_model.py1423CODE
LOWphoenix/xrex/models/recsys_model.py1652CODE
LOWphoenix/xrex/models/recsys_model.py1965CODE
LOWphoenix/xrex/models/recsys_model.py1999CODE
LOWphoenix/xrex/models/recsys_model.py2554CODE
LOWphoenix/xrex/models/transformer.py550CODE
LOWphoenix/xrex/models/transformer.py622CODE
LOWphoenix/xrex/models/layers.py80CODE
LOWphoenix/xrex/models/recsys_two_tower_model.py748CODE
LOWphoenix/xrex/models/recsys_two_tower_model.py1772CODE
LOWphoenix/xrex/pallas/ranker_attention.py170CODE
LOWphoenix/xrex/pallas/attention.py131CODE
LOWphoenix/xrex/pallas/ranker_attention_varlen.py391CODE
LOWphoenix/xrex/pallas/ranker_attention_v2.py327CODE
LOWphoenix/xrex/pallas/ranker_attention_v2.py441CODE
LOWphoenix/xrex/pallas/ranker_attention_fa3.py1553CODE
LOWphoenix/xrex/inference/model_runner.py776CODE
LOWphoenix/xrex/data/parquet_recsys.py669CODE
LOWphoenix/xrex/data/recsys/recsys_batch.py477CODE
LOWphoenix/xrex/data/streaming/kafkaconsumer.py1213CODE
LOWphoenix/reference/sid_codebook.py388CODE
LOWphoenix/reference/mm_encoder.py270CODE
LOWphoenix/reference/_sid_proto/sid_lookup_pb2_grpc.py62CODE
LOWadult-content/config.py8CODE
LOWadult-content/calibration.py46CODE
LOWgrox/core/plans/plan_master.py27CODE
LOWgrox/core/lm/post.py17CODE
LOWgrox/flows/reply_spam/classifier_coordinated_spam.py151CODE
LOWgrox/flows/reply_spam/classifier_simple_reply_scorer.py85CODE
LOW…x/flows/reply_spam/classifier_multi_step_reply_spam.py155CODE
LOWgrox/flows/reply_spam/classifier_reply_ranking.py107CODE
2 more matches not shown…
Cross-Language Confusion2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHphoenix/xrex/data/parquet_recsys.py597 return a.schema.equals(b.schema, check_metadata=False)CODE
HIGHphoenix/xrex/data/streaming/kafkaloader.py744 if rb.schema.equals(target_schema):CODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscarecrow/function/ActionIntakeServiceRegistry.scala64 "placeholder",CODE