1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.4K

Stars

Java

Language

2.1M

Lines of Code

9.1K

Files

1.5K

Pattern Hits

2026-10-31

Scan Date

0.03

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 3.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1150 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.8/100 · LOW

Are imports declared and package/API names verified? 280 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 314 finding(s).

PR Review Velocity Impact 8.8/100 · LOW

Which changes need focused human review? 1520 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 233HIGH 28MEDIUM 31LOW 1228

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 1520 distinct pattern matches across 23 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.

Hallucination Indicators233 hits · 2390 pts

Severity	File	Line	Snippet	Context
CRITICAL	…n/java/org/apache/iotdb/tool/data/ExportDataTable.java	527	.tableSchema(new org.apache.tsfile.file.metadata.TableSchema(task.table(), schemas))	CODE
CRITICAL	…g/apache/iotdb/jdbc/IoTDBAbstractDatabaseMetadata.java	611	return org.apache.iotdb.jdbc.IoTDBDriver.class.getName();	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	395	if (org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(catalog)) {	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	400	} else if (org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(schemaPattern)) {	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	406	if ((org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(catalog)	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	407	\|\| org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(schemaPattern))	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	408	&& org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(tableNamePattern)) {	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	415	if ((org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(catalog)	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	416	\|\| org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(schemaPattern))	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	417	&& org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(tableNamePattern)	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	418	&& org.apache.tsfile.external.commons.lang3.StringUtils.isNotEmpty(columnNamePattern)) {	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	425	if (org.apache.tsfile.external.commons.lang3.StringUtils.isEmpty(catalog)	CODE
CRITICAL⚡	…/java/org/apache/iotdb/jdbc/IoTDBDatabaseMetadata.java	426	&& org.apache.tsfile.external.commons.lang3.StringUtils.isEmpty(schemaPattern)	CODE
CRITICAL	…er/base/SubscriptionProviderConnectionTimeoutTest.java	103	.transportFactory(new org.apache.iotdb.rpc.TElasticFramedTransport.Factory()));	CODE
CRITICAL	…er/base/SubscriptionProviderConnectionTimeoutTest.java	216	.transportFactory(new org.apache.iotdb.rpc.TElasticFramedTransport.Factory()));	CODE
CRITICAL	…/apache/iotdb/rpc/subscription/config/TopicConfig.java	394	// org.apache.iotdb.db.pipe.agent.task.connection.PipeEventCollector.parseAndCollectEvent(org.apache.iotdb.db.pipe.e	COMMENT
CRITICAL	…df/src/main/java/org/apache/iotdb/udf/UDAFExample.java	89	org.apache.tsfile.read.common.type.Type.fromTsDataType(	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	49	"CREATE ALIGNED TIMESERIES root.test.table1.shanghai.shanghai.huangpu.d01(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBL	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	50	"CREATE ALIGNED TIMESERIES root.test.table1.shanghai.shanghai.huangpu.d02(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBL	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	51	"CREATE ALIGNED TIMESERIES root.test.table1.shanghai.shanghai.huangpu.d03(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBL	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	52	"CREATE ALIGNED TIMESERIES root.test.table1.shanghai.shanghai.huangpu.d04(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBL	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	53	"CREATE ALIGNED TIMESERIES root.test.table1.shanghai.shanghai.pudong.d05(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	54	"CREATE ALIGNED TIMESERIES root.test.table1.shanghai.shanghai.pudong.d06(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	55	"CREATE ALIGNED TIMESERIES root.test.table1.shanghai.shanghai.pudong.d07(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	56	"CREATE ALIGNED TIMESERIES root.test.table1.shanghai.shanghai.pudong.d08(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	57	"CREATE ALIGNED TIMESERIES root.test.table1.beijing.beijing.chaoyang.d09(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	58	"CREATE ALIGNED TIMESERIES root.test.table1.beijing.beijing.chaoyang.d10(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	59	"CREATE ALIGNED TIMESERIES root.test.table1.beijing.beijing.chaoyang.d11(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	60	"CREATE ALIGNED TIMESERIES root.test.table1.beijing.beijing.chaoyang.d12(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	61	"CREATE ALIGNED TIMESERIES root.test.table1.beijing.beijing.haidian.d13(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE,	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	62	"CREATE ALIGNED TIMESERIES root.test.table1.beijing.beijing.haidian.d14(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE,	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	63	"CREATE ALIGNED TIMESERIES root.test.table1.beijing.beijing.haidian.d15(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE,	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	64	"CREATE ALIGNED TIMESERIES root.test.table1.beijing.beijing.haidian.d16(s1 INT32, s2 INT64, s3 FLOAT, s4 DOUBLE,	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	65	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d01(time,s1,s3,s6,s8,s9) aligned values (2024-09-24T06:1	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	66	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d01(time,s2,s3,s4,s6,s7,s9,s10) aligned values (2024-09-	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	67	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d01(time,s1,s3,s5,s7,s9) aligned values (2024-09-24T06:1	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	68	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d01(time,s2,s5,s9,s10) aligned values (2024-09-24T06:15:	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	69	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d01(time,s1,s4,s8,s9) aligned values (2024-09-24T06:15:5	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	70	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d02(time,s1,s5,s6,s7,s9) aligned values (2024-09-24T06:1	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	71	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d02(time,s1,s4,s7,s9,s10) aligned values (2024-09-24T06:	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	72	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d02(time,s2,s7,s8,s9) aligned values (2024-09-24T06:15:5	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	73	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d03(time,s2,s8,s9) aligned values (2024-09-24T06:15:31.0	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	74	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d03(time,s1,s4,s7,s9,s10) aligned values (2024-09-24T06:	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	75	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d03(time,s1,s3,s5,s6,s8,s9) aligned values (2024-09-24T0	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	76	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d03(time,s2,s4,s7,s9) aligned values (2024-09-24T06:15:4	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	77	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d03(time,s3,s6,s9) aligned values (2024-09-24T06:15:51.0	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	78	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d04(time,s3,s5,s7,s9,s10) aligned values (2024-09-24T06:	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	79	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d04(time,s2,s9) aligned values (2024-09-24T06:15:40.000+	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	80	"INSERT INTO root.test.table1.shanghai.shanghai.huangpu.d04(time,s1,s4,s6,s8,s9) aligned values (2024-09-24T06:1	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	81	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d05(time,s1,s3,s6,s8,s9) aligned values (2024-09-24T06:15	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	82	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d05(time,s2,s3,s4,s6,s7,s9,s10) aligned values (2024-09-2	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	83	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d05(time,s1,s3,s5,s7,s9) aligned values (2024-09-24T06:15	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	84	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d05(time,s2,s5,s9,s10) aligned values (2024-09-24T06:15:5	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	85	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d05(time,s1,s4,s8,s9) aligned values (2024-09-24T06:15:55	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	86	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d06(time,s1,s5,s6,s7,s9) aligned values (2024-09-24T06:15	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	87	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d06(time,s1,s4,s7,s9,s10) aligned values (2024-09-24T06:1	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	88	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d06(time,s2,s7,s8,s9) aligned values (2024-09-24T06:15:50	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	89	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d07(time,s2,s8,s9) aligned values (2024-09-24T06:15:31.00	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	90	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d07(time,s1,s4,s7,s9,s10) aligned values (2024-09-24T06:1	CODE
CRITICAL⚡	…/it/query/view/recent/IoTDBTableViewAggregationIT.java	91	"INSERT INTO root.test.table1.shanghai.shanghai.pudong.d07(time,s1,s3,s5,s6,s8,s9) aligned values (2024-09-24T06	CODE
173 more matches not shown…

Over-Commented Block567 hits · 558 pts

Severity	File	Line	Snippet	Context
LOW	.asf.yaml	1	#	COMMENT
LOW	codecov.yml	1	#	COMMENT
LOW	docker/src/main/ainode-entrypoint.sh	1	#!/bin/bash	COMMENT
LOW	docker/src/main/build-ainode.sh	1	#!/bin/bash	COMMENT
LOW	…er/src/main/DockerCompose/docker-compose-host-3c3d.yml	1	#	COMMENT
LOW	…er/src/main/DockerCompose/docker-compose-host-3c3d.yml	61	- /etc/hosts:/etc/hosts:ro	COMMENT
LOW	docker/src/main/DockerCompose/do-docker-build.sh	1	#!/bin/bash	COMMENT
LOW	docker/src/main/DockerCompose/start-1c1d.sh	1	#!/bin/bash	COMMENT
LOW	docker/src/main/DockerCompose/replace-conf-from-env.sh	1	#!/bin/bash	COMMENT
LOW	…src/main/DockerCompose/docker-compose-cluster-1c2d.yml	1	#	COMMENT
LOW	…c/main/DockerCompose/docker-compose-cluster-1c1d1a.yml	1	#	COMMENT
LOW	docker/src/main/DockerCompose/docker-compose-ainode.yml	1	#	COMMENT
LOW	docker/src/main/DockerCompose/entrypoint.sh	1	#!/bin/bash	COMMENT
LOW	…r/src/main/DockerCompose/docker-compose-standalone.yml	1	#	COMMENT
LOW	iotdb-client/client-py/session_example.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/requirements.txt	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/session_example_date.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/table_model_session_example.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/release.sh	1	#!/bin/bash	COMMENT
LOW	…b-client/client-py/table_model_session_pool_example.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/session_ssl_example.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…client/client-py/session_aligned_timeseries_example.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/session_pool_example.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/requirements_dev.txt	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/resources/pyproject.toml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/tests/__init__.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/tests/unit/test_session_ssl.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/tests/unit/__init__.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/tests/unit/test_session_utils.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…client/client-py/tests/unit/test_session_connection.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/tests/unit/test_numpy_tablet.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…b-client/client-py/tests/unit/test_session_node_url.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…-client/client-py/tests/unit/test_session_query_ids.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…client/client-py/tests/integration/test_delete_data.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…client-py/tests/integration/test_relational_session.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…client-py/tests/integration/test_aligned_timeseries.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…tdb-client/client-py/tests/integration/test_session.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/tests/integration/test_todf.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…t/client-py/tests/integration/test_tablemodel_query.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/tests/integration/__init__.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…lient/client-py/tests/integration/test_session_pool.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…ent/client-py/tests/integration/test_new_data_types.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…-client/client-py/tests/integration/test_one_device.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…-py/tests/integration/tablet_performance_comparison.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…t/client-py/tests/integration/test_treemodel_insert.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/tests/integration/test_tablet.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…-client/client-py/tests/integration/iotdb_container.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…/client-py/tests/integration/test_tablemodel_insert.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…b-client/client-py/tests/integration/test_dataframe.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…client-py/tests/integration/sqlalchemy/test_dialect.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…ent/client-py/tests/integration/sqlalchemy/__init__.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…t/client-py/tests/integration/dbapi/test_connection.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…b-client/client-py/tests/integration/dbapi/__init__.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…lient/client-py/tests/integration/dbapi/test_cursor.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/iotdb/table_session_pool.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/iotdb/Session.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/iotdb/__init__.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/iotdb/table_session.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	iotdb-client/client-py/iotdb/SessionPool.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…b-client/client-py/iotdb/template/TemplateQueryType.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
507 more matches not shown…

Hyper-Verbose Identifiers196 hits · 203 pts

Severity	File	Line	Snippet	Context
LOW	iotdb-client/client-py/tests/unit/test_session_ssl.py	80	def test_session_ssl_loads_client_cert_chain(monkeypatch):	CODE
LOW	iotdb-client/client-py/tests/unit/test_session_ssl.py	104	def test_session_ssl_requires_client_cert_and_key_together(monkeypatch):	CODE
LOW	iotdb-client/client-py/tests/unit/test_session_ssl.py	118	def test_dbapi_connection_passes_ssl_options(monkeypatch):	CODE
LOW	iotdb-client/client-py/tests/unit/test_session_utils.py	28	def test_filter_null_columns_tablet():	CODE
LOW	iotdb-client/client-py/tests/unit/test_session_utils.py	68	def test_filter_null_columns_table_model_keeps_tag():	CODE
LOW	iotdb-client/client-py/tests/unit/test_session_utils.py	84	def test_filter_null_columns_numpy_tablet():	CODE
LOW	iotdb-client/client-py/tests/unit/test_session_utils.py	110	def test_filter_null_columns_numpy_tablet_active_rows():	CODE
LOW	iotdb-client/client-py/tests/unit/test_session_utils.py	135	def test_bitmap_is_range_all_marked():	CODE
LOW	…client/client-py/tests/unit/test_session_connection.py	56	def test_session_does_not_retry_iotdb_status_error(	CODE
LOW	…client/client-py/tests/unit/test_session_connection.py	90	def test_session_retries_transport_error(monkeypatch):	CODE
LOW	iotdb-client/client-py/tests/unit/test_numpy_tablet.py	27	def test_numpy_tablet_serialization():	CODE
LOW	iotdb-client/client-py/tests/unit/test_numpy_tablet.py	64	def test_numpy_tablet_with_none_serialization():	CODE
LOW	iotdb-client/client-py/tests/unit/test_numpy_tablet.py	156	def test_numpy_tablet_auto_correct_datatype():	CODE
LOW	…b-client/client-py/tests/unit/test_session_node_url.py	37	def test_init_from_node_urls_with_hostname():	CODE
LOW	…b-client/client-py/tests/unit/test_session_node_url.py	84	def test_not_wildcard_address(host):	CODE
LOW	…-client/client-py/tests/unit/test_session_query_ids.py	63	def test_query_fetch_and_close_keep_connection_ids(	CODE
LOW	…lient/client-py/tests/integration/test_session_pool.py	82	def test_session_pool_by_node_urls():	CODE
LOW	…t/client-py/tests/integration/test_treemodel_insert.py	719	def test_insert_aligned_tablet():	CODE
LOW	…t/client-py/tests/integration/test_treemodel_insert.py	2085	def test_insert_aligned_tablets():	CODE
LOW	…t/client-py/tests/integration/test_treemodel_insert.py	3005	def test_insert_aligned_record():	CODE
LOW	…t/client-py/tests/integration/test_treemodel_insert.py	3967	def test_insert_aligned_records():	CODE
LOW	…t/client-py/tests/integration/test_treemodel_insert.py	4412	def test_insert_records_of_one_device():	CODE
LOW	…t/client-py/tests/integration/test_treemodel_insert.py	4831	def test_insert_aligned_records_of_one_device():	CODE
LOW	iotdb-client/client-py/tests/integration/test_tablet.py	73	def test_nullable_tablet_insertion():	CODE
LOW	…/client-py/tests/integration/test_tablemodel_insert.py	620	def test_insert_relational_tablet_use_numpy_tablet():	CODE
LOW	…/client-py/tests/integration/test_tablemodel_insert.py	1102	def test_insert_relational_tablet_auto_create():	CODE
LOW	…b-client/client-py/tests/integration/test_dataframe.py	71	def test_stream_query_with_illegal_fetch_size():	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	467	def create_aligned_time_series(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	663	def insert_aligned_str_record(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1036	def gen_insert_str_record_req(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1326	def insert_records_of_one_device(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1342	def insert_records_of_one_device_sorted(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1396	def insert_aligned_records_of_one_device(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1412	def insert_aligned_records_of_one_device_sorted(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1468	def gen_insert_records_of_one_device_request(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1558	def gen_insert_relational_tablet_req(self, tablet, is_aligned=False):	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1648	def execute_non_query_statement(self, sql):	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1929	def insert_string_records_of_one_device(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1974	def insert_aligned_string_records_of_one_device(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2092	def gen_insert_string_records_of_one_device_request(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2216	def add_measurements_in_template(	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2344	def count_measurements_in_template(self, template_name: str):	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2374	def is_measurement_in_template(self, template_name: str, path: str):	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2407	def is_path_exist_in_template(self, template_name: str, path: str):	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2437	def show_measurements_in_template(self, template_name: str, pattern: str = ""):	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2500	def show_paths_template_set_on(self, template_name):	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2529	def show_paths_template_using_on(self, template_name):	CODE
LOW	iotdb-client/client-py/iotdb/table_session.py	120	def execute_non_query_statement(self, sql: str):	CODE
LOW	iotdb-client/client-py/iotdb/utils/SessionDataSet.py	137	def construct_row_record_from_data_frame(self):	CODE
LOW	iotdb-client/client-py/iotdb/utils/iotdb_rpc_dataset.py	515	def find_column_name_by_index(self, column_index):	CODE
LOW	iotdb-client/client-py/iotdb/utils/rpc_utils.py	63	def verify_success_with_redirection(status: TSStatus):	CODE
LOW	iotdb-client/client-py/iotdb/utils/rpc_utils.py	70	def verify_success_with_redirection_for_multi_devices(status: TSStatus, devices: list):	CODE
LOW	iotdb-client/client-py/iotdb/utils/rpc_utils.py	137	def _isoformat_from_components(ts: pd.Timestamp, unit: str) -> str:	CODE
LOW	iotdb-client/client-py/iotdb/utils/SessionUtils.py	26	def _is_column_all_null_bitmap(bitmap: Optional[BitMap], row_number: int) -> bool:	CODE
LOW	iotdb-client/client-py/iotdb/utils/SessionUtils.py	33	def _is_tablet_column_all_null(tablet: Tablet, column_index: int) -> bool:	CODE
LOW	…b-client/client-py/iotdb/tsfile/utils/tsblock_serde.py	93	def deserialize_null_indicators(buffer, size):	CODE
LOW	…b-client/client-py/iotdb/tsfile/utils/tsblock_serde.py	169	def deserialize_from_boolean_array(buffer, size):	CODE
LOW	iotdb-client/client-py/iotdb/sqlalchemy/IoTDBDialect.py	115	def _dialect_specific_select_one(self):	CODE
LOW	iotdb-client/client-py/iotdb/sqlalchemy/IoTDBDialect.py	120	def _general_time_column_info(self):	CODE
LOW	…dataregion/compaction/settle/SettleRequestHandler.java	57	public class SettleRequestHandler {	CODE
136 more matches not shown…

Verbosity Indicators120 hits · 167 pts

Severity	File	Line	Snippet	Context
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	157	// Step 1: CREATE USER	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	165	// Step 2: ALTER USER SET PASSWORD	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	202	// Step 4: LIST USER	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	211	// Step 6: CREATE ROLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	237	// Step 8: GRANT ROLE to user	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	245	// Step 9: GRANT SELECT ON TABLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	255	// Step 10: Verify NO INSERT permission (never granted)	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	259	// Step 11: GRANT INSERT ON TABLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	268	// Step 12: REVOKE INSERT ON TABLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	277	// Step 13: REVOKE SELECT ON TABLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	286	// Step 14: GRANT SYSTEM	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	294	// Step 15: REVOKE SYSTEM	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	350	// Step 16: Verify NO WRITE permission	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	354	// Step 17: GRANT WRITE_DATA ON tree path	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	363	// Step 18: REVOKE WRITE_DATA ON tree path	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	372	// Step 19: REVOKE READ_DATA ON tree path	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	425	// Step 21: REVOKE ROLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	433	// Step 22: DROP ROLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	441	// Step 23: DROP USER renamed_user	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	449	// Step 24: DROP USER ha_user	COMMENT
LOW	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	182	// Step 3: ALTER USER RENAME TO	COMMENT
LOW	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	222	// Step 6: LIST ROLE OF USER renamed_user	COMMENT
LOW	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	339	// Step 15: GRANT READ_DATA ON tree path	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	244	// Step 1: Insert data with 3 measurements and flush	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	252	// Step 2: Insert more data without flush (creates WAL-only entries)	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	256	// Step 3: Delete one timeseries	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	260	// Step 4: Flush again to persist the deletion	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	267	// Step 5: Wait for replication to complete on data region leaders	COMMENT
LOW	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	283	// Step 6: Verify schema consistency on each DataNode independently	COMMENT
LOW	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	309	// Step 7: Stop each DataNode one by one and verify remaining nodes still consistent	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	640	// Step 3: t=10 triggers 9-6=3 new groups (27 replicas total), giving 12 data partitions.	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	649	// Step 4: repeating CUSTOM and writing t=20 preserves 9 groups / 6 slots / the same owners.	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	861	// Step 2: AUTO database, t=0/10: 6 slots, 1 schema group, 2 data groups, 12 data partitions.	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	864	// Step 3: switch both policies, then populate the second database with the same workload.	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	873	// Step 4: write the existing AUTO database's six devices at t=20 after the global switch.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	133	// Step 1: one database on 1C3D; AUTO starts with minimums of 1 schema group / 2 data groups.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	166	// Step 2: t=20 raises the data-partition count to 6 * 3 = 18, still only 6 series slots.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	187	// Step 3: hot-reload only the data policy. Schema stays AUTO; no node is restarted.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	219	// Step 4: verify ownership, not just the final group count. At rebalance,	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	255	// Step 5: repeat the reload and write t=40: 6 data groups, 6 slots, 6 * 5 = 30 partitions.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	326	// Step 1: 1C3D / one database gives a resource cap of 6, but CUSTOM explicitly limits data to	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	360	// Step 2: expect the data cap to refresh from 2 to 6 when leaving CUSTOM; groups remain at 2.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	373	// Step 3: t=10 adds six data partitions (12 total), but still only six active series slots.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	427	// Step 4: data-policy reload leaves schema at 1 group and preserves t=0 mappings and values.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	450	// Step 1: CUSTOM creates 8 data groups although six active slots only use six of them.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	479	// Step 2: recalculated data cap=max(minimum 2, resource quota 6, existing groups 8)=8.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	493	// Step 3: t=10 gives 12 data partitions; all 8 group IDs and all six slot owners stay	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	586	// Step 1: quota 9 per node gives cap=ceil(93/(13))=9; PROACTIVE activates only 6 groups.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	616	// Step 2: CUSTOM inherits the saved cap of 9; changing the policy alone leaves 6 groups.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	666	// Step 5: explicitly raise the CUSTOM cap to 10; t=30 creates one more group (30 replicas).	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	684	// Step 6: lowering the cap to 2 must fail; check 10 groups remain and all four times are	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	717	// Step 1: schema CUSTOM cap=1, data AUTO cap=6; six schema slots all belong to one schema	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	756	// Step 2: reload only the schema policy, then create a seventh device in a seventh slot.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	775	// Step 3: verify the original schema mappings and SQL values survive the schema-only change.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	841	// Step 1: create both databases before allocating any regions, ensuring the same cap for	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	892	// Step 5: add distinct slots starting at 6 to the PROACTIVE database only.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	921	// Step 6: restart the ConfigNode and rebuild its in-memory allot map from persisted partitions.	COMMENT
LOW	…yengine/execution/exchange/SharedTsBlockQueueTest.java	91	// Step 1: add() goes into async path — listener is registered on manualFuture.	COMMENT
LOW⚡	…yengine/execution/exchange/SharedTsBlockQueueTest.java	103	// Step 2: Abort the queue (simulates upstream FI state change listener calling	COMMENT
LOW⚡	…yengine/execution/exchange/SharedTsBlockQueueTest.java	110	// Step 3: Now complete the manualFuture — this triggers the async listener.	COMMENT
60 more matches not shown…

Structural Annotation Overuse118 hits · 164 pts

Severity	File	Line	Snippet	Context
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	157	// Step 1: CREATE USER	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	165	// Step 2: ALTER USER SET PASSWORD	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	202	// Step 4: LIST USER	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	211	// Step 6: CREATE ROLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	237	// Step 8: GRANT ROLE to user	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	245	// Step 9: GRANT SELECT ON TABLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	255	// Step 10: Verify NO INSERT permission (never granted)	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	259	// Step 11: GRANT INSERT ON TABLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	268	// Step 12: REVOKE INSERT ON TABLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	277	// Step 13: REVOKE SELECT ON TABLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	286	// Step 14: GRANT SYSTEM	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	294	// Step 15: REVOKE SYSTEM	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	350	// Step 16: Verify NO WRITE permission	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	354	// Step 17: GRANT WRITE_DATA ON tree path	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	363	// Step 18: REVOKE WRITE_DATA ON tree path	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	372	// Step 19: REVOKE READ_DATA ON tree path	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	425	// Step 21: REVOKE ROLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	433	// Step 22: DROP ROLE	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	441	// Step 23: DROP USER renamed_user	COMMENT
LOW⚡	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	449	// Step 24: DROP USER ha_user	COMMENT
LOW	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	182	// Step 3: ALTER USER RENAME TO	COMMENT
LOW	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	222	// Step 6: LIST ROLE OF USER renamed_user	COMMENT
LOW	…che/iotdb/relational/it/schema/IoTDBTableAuthHAIT.java	339	// Step 15: GRANT READ_DATA ON tree path	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	244	// Step 1: Insert data with 3 measurements and flush	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	252	// Step 2: Insert more data without flush (creates WAL-only entries)	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	256	// Step 3: Delete one timeseries	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	260	// Step 4: Flush again to persist the deletion	COMMENT
LOW⚡	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	267	// Step 5: Wait for replication to complete on data region leaders	COMMENT
LOW	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	283	// Step 6: Verify schema consistency on each DataNode independently	COMMENT
LOW	…iotconsensusv2/IoTDBIoTConsensusV23C3DBasicITBase.java	309	// Step 7: Stop each DataNode one by one and verify remaining nodes still consistent	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	640	// Step 3: t=10 triggers 9-6=3 new groups (27 replicas total), giving 12 data partitions.	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	649	// Step 4: repeating CUSTOM and writing t=20 preserves 9 groups / 6 slots / the same owners.	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	861	// Step 2: AUTO database, t=0/10: 6 slots, 1 schema group, 2 data groups, 12 data partitions.	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	864	// Step 3: switch both policies, then populate the second database with the same workload.	COMMENT
LOW⚡	…partition/IoTDBProactiveRegionGroupDistributionIT.java	873	// Step 4: write the existing AUTO database's six devices at t=20 after the global switch.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	133	// Step 1: one database on 1C3D; AUTO starts with minimums of 1 schema group / 2 data groups.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	166	// Step 2: t=20 raises the data-partition count to 6 * 3 = 18, still only 6 series slots.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	187	// Step 3: hot-reload only the data policy. Schema stays AUTO; no node is restarted.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	219	// Step 4: verify ownership, not just the final group count. At rebalance,	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	255	// Step 5: repeat the reload and write t=40: 6 data groups, 6 slots, 6 * 5 = 30 partitions.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	326	// Step 1: 1C3D / one database gives a resource cap of 6, but CUSTOM explicitly limits data to	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	360	// Step 2: expect the data cap to refresh from 2 to 6 when leaving CUSTOM; groups remain at 2.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	373	// Step 3: t=10 adds six data partitions (12 total), but still only six active series slots.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	427	// Step 4: data-policy reload leaves schema at 1 group and preserves t=0 mappings and values.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	450	// Step 1: CUSTOM creates 8 data groups although six active slots only use six of them.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	479	// Step 2: recalculated data cap=max(minimum 2, resource quota 6, existing groups 8)=8.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	493	// Step 3: t=10 gives 12 data partitions; all 8 group IDs and all six slot owners stay	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	586	// Step 1: quota 9 per node gives cap=ceil(93/(13))=9; PROACTIVE activates only 6 groups.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	616	// Step 2: CUSTOM inherits the saved cap of 9; changing the policy alone leaves 6 groups.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	666	// Step 5: explicitly raise the CUSTOM cap to 10; t=30 creates one more group (30 replicas).	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	684	// Step 6: lowering the cap to 2 must fail; check 10 groups remain and all four times are	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	717	// Step 1: schema CUSTOM cap=1, data AUTO cap=6; six schema slots all belong to one schema	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	756	// Step 2: reload only the schema policy, then create a seventh device in a seventh slot.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	775	// Step 3: verify the original schema mappings and SQL values survive the schema-only change.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	841	// Step 1: create both databases before allocating any regions, ensuring the same cap for	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	892	// Step 5: add distinct slots starting at 6 to the PROACTIVE database only.	COMMENT
LOW	…partition/IoTDBProactiveRegionGroupDistributionIT.java	921	// Step 6: restart the ConfigNode and rebuild its in-memory allot map from persisted partitions.	COMMENT
LOW	…yengine/execution/exchange/SharedTsBlockQueueTest.java	91	// Step 1: add() goes into async path — listener is registered on manualFuture.	COMMENT
LOW⚡	…yengine/execution/exchange/SharedTsBlockQueueTest.java	103	// Step 2: Abort the queue (simulates upstream FI state change listener calling	COMMENT
LOW⚡	…yengine/execution/exchange/SharedTsBlockQueueTest.java	110	// Step 3: Now complete the manualFuture — this triggers the async listener.	COMMENT
58 more matches not shown…

Docstring Block Structure18 hits · 90 pts

Severity	File	Line	Snippet	Context
HIGH	iotdb-client/client-py/iotdb/table_session.py	136	Execute a query SQL statement and return the result set. Parameters: sql (str): The SQL qu	STRING
HIGH	iotdb-core/ainode/iotdb/ainode/core/config.py	467	Parse TEndPoint from a given endpoint url. Args: endpoint_url: an endpoint url, format: host:port or [ipv6]:	STRING
HIGH	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	389	Get specified model information. Args: model_id (str): Unique identifier for the model.	STRING
HIGH	…de/iotdb/ainode/core/model/sundial/pipeline_sundial.py	34	Preprocess the input data by converting it to a 2D tensor (Sundial only supports 2D inputs). Parameter	STRING
HIGH	…de/iotdb/ainode/core/model/sundial/pipeline_sundial.py	70	Generate forecasted outputs using the Sundial model based on the provided inputs. Parameters:	STRING
HIGH	…de/iotdb/ainode/core/model/sundial/pipeline_sundial.py	96	Postprocess the model's output by averaging across the num_samples dimension and expanding the dimensio	STRING
HIGH	…ode/iotdb/ainode/core/model/timer_xl/pipeline_timer.py	34	Preprocess the input data by converting it to a 2D tensor (Timer-XL only supports 2D inputs). Paramete	STRING
HIGH	…ode/iotdb/ainode/core/model/timer_xl/pipeline_timer.py	70	Generate forecasted outputs using the model based on the provided inputs. Parameters: inpu	STRING
HIGH	…ode/iotdb/ainode/core/model/timer_xl/pipeline_timer.py	89	Postprocess the model's output by expanding its dimensions to match the expected shape. Parameters:	STRING
HIGH	…node/iotdb/ainode/core/model/sktime/pipeline_sktime.py	75	Generate forecasts from the model for given inputs. Parameters: inputs (list[Series]): A l	STRING
HIGH	…node/iotdb/ainode/core/model/sktime/pipeline_sktime.py	98	Postprocess the model's outputs. Parameters: outputs (np.ndarray): Model output to be proc	STRING
HIGH	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	69	The common preprocess logic for all forecast pipelines, validating the shape and type of the input data	STRING
HIGH	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	250	Perform forecasting on the given inputs, which must be implemented by the subclasses. Parameters:	STRING
HIGH	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	288	The common postprocess logic for all forecast pipelines. validating the shape of the output data and en	STRING
HIGH	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	327	The common preprocess logic for all classification pipelines, validating and preprocess the inputs.	STRING
HIGH	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	367	Perform classification on the given inputs, which must be implemented by the subclasses. Parameters:	STRING
HIGH	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	386	Optional hook for subclasses to implement custom postprocessing logic. This method is called before the	STRING
HIGH	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	405	The common postprocess logic for all classification pipelines, validating the shape of the output data.	STRING

Excessive Try-Catch Wrapping55 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	…client-py/tests/integration/test_aligned_timeseries.py	125	except Exception:	CODE
LOW	…client-py/tests/integration/test_aligned_timeseries.py	155	except Exception:	CODE
LOW	…client-py/tests/integration/test_aligned_timeseries.py	174	except Exception:	CODE
LOW	…client-py/tests/integration/test_aligned_timeseries.py	255	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	90	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	96	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	192	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	230	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	249	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	268	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	287	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	301	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	319	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	342	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	359	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	376	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	408	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	434	except Exception:	CODE
LOW	…tdb-client/client-py/tests/integration/test_session.py	443	except Exception:	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	291	except Exception:	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1677	except Exception as e:	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2085	except Exception:	CODE
LOW	iotdb-client/client-py/iotdb/SessionPool.py	165	except Exception as e:	CODE
LOW	iotdb-client/client-py/iotdb/dbapi/Connection.py	64	except Exception as e:	CODE
LOW	iotdb-client/client-py/iotdb/dbapi/Cursor.py	159	except Exception:	CODE
LOW	iotdb-core/ainode/build_binary.py	179	except Exception as e:	CODE
MEDIUM	iotdb-core/ainode/build_binary.py	464	print(f"Error: Spec file not found: {spec_file}")	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/config.py	428	except Exception as e:	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/ai_node.py	117	except Exception as e:	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/ai_node.py	131	except Exception as e:	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/script.py	64	except Exception as e:	CODE
LOW⚡	…b-core/ainode/iotdb/ainode/core/util/batch_executor.py	115	except Exception as e:	CODE
LOW⚡	…b-core/ainode/iotdb/ainode/core/util/batch_executor.py	122	except Exception as e:	CODE
LOW⚡	…b-core/ainode/iotdb/ainode/core/util/batch_executor.py	132	except Exception:	CODE
MEDIUM	…b-core/ainode/iotdb/ainode/core/util/batch_executor.py	129	def _atexit_close(self) -> None:	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/ingress/iotdb.py	224	except Exception as e:	CODE
LOW	…core/ainode/iotdb/ainode/core/manager/model_manager.py	64	except Exception as e:	CODE
LOW	…core/ainode/iotdb/ainode/core/manager/model_manager.py	80	except Exception as e:	CODE
LOW	…/ainode/iotdb/ainode/core/manager/inference_manager.py	171	except Exception as e:	CODE
LOW	…/ainode/iotdb/ainode/core/manager/inference_manager.py	261	except Exception as e:	CODE
LOW	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	155	except Exception as e:	CODE
LOW	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	167	except Exception as e:	CODE
LOW	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	209	except Exception as e:	CODE
LOW	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	378	except Exception as e:	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/model/utils.py	233	except Exception as e:	CODE
LOW	…db-core/ainode/iotdb/ainode/core/model/model_loader.py	108	except Exception as e:	CODE
LOW	…node/iotdb/ainode/core/model/sktime/modeling_sktime.py	68	except Exception as e:	CODE
LOW	…node/iotdb/ainode/core/model/sktime/modeling_sktime.py	84	except Exception as e:	CODE
LOW	…node/iotdb/ainode/core/model/sktime/modeling_sktime.py	157	except Exception as e:	CODE
LOW	…de/iotdb/ainode/core/model/moirai2/modeling_moirai2.py	387	except Exception as e:	CODE
LOW	…/ainode/iotdb/ainode/core/inference/pool_controller.py	198	except Exception as e:	CODE
LOW	…inode/iotdb/ainode/core/device/backend/cuda_backend.py	56	except Exception as e:	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/rpc/service.py	46	except Exception as x:	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/rpc/service.py	62	except Exception as x:	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/rpc/service.py	125	except Exception as e:	CODE

Deep Nesting58 hits · 54 pts

Severity	File	Line	Context
LOW	iotdb-client/client-py/tests/integration/test_todf.py	104	CODE
LOW	…t/client-py/tests/integration/test_tablemodel_query.py	33	CODE
LOW	…-py/tests/integration/tablet_performance_comparison.py	58	CODE
LOW	…-py/tests/integration/tablet_performance_comparison.py	167	CODE
LOW	…-py/tests/integration/tablet_performance_comparison.py	74	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	214	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	750	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	881	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1121	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1225	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1648	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	1722	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	2009	CODE
LOW	iotdb-client/client-py/iotdb/SessionPool.py	137	CODE
LOW	iotdb-client/client-py/iotdb/utils/Field.py	38	CODE
LOW	iotdb-client/client-py/iotdb/utils/Field.py	207	CODE
LOW	iotdb-client/client-py/iotdb/utils/Tablet.py	134	CODE
LOW	iotdb-client/client-py/iotdb/utils/iotdb_rpc_dataset.py	222	CODE
LOW	iotdb-client/client-py/iotdb/utils/iotdb_rpc_dataset.py	370	CODE
LOW	iotdb-client/client-py/iotdb/utils/iotdb_rpc_dataset.py	469	CODE
LOW	iotdb-client/client-py/iotdb/utils/NumpyTablet.py	130	CODE
LOW	…nt/client-py/iotdb/tsfile/utils/read_write_io_utils.py	36	CODE
LOW	iotdb-client/client-py/iotdb/dbapi/Cursor.py	96	CODE
LOW	…db-client/client-cpp/test/scripts/run_cpp_it_phases.py	59	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/config.py	296	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/ai_node.py	92	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/util/serde.py	125	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/util/serde.py	136	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/util/serde.py	158	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/util/cache.py	25	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/ingress/iotdb.py	35	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/ingress/iotdb.py	109	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/ingress/iotdb.py	287	CODE
LOW	…/ainode/iotdb/ainode/core/manager/inference_manager.py	178	CODE
LOW	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	98	CODE
LOW	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	179	CODE
LOW	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	386	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/model/utils.py	144	CODE
LOW	…de/iotdb/ainode/core/model/sundial/modeling_sundial.py	477	CODE
LOW	…iotdb/ainode/core/model/sundial/ts_generation_mixin.py	86	CODE
LOW	…ode/iotdb/ainode/core/model/timer_xl/modeling_timer.py	472	CODE
LOW	…otdb/ainode/core/model/timer_xl/ts_generation_mixin.py	81	CODE
LOW	…iotdb/ainode/core/model/sktime/configuration_sktime.py	46	CODE
LOW	…iotdb/ainode/core/model/sktime/configuration_sktime.py	91	CODE
LOW	…ainode/iotdb/ainode/core/model/toto/model/attention.py	105	CODE
LOW	…ainode/iotdb/ainode/core/model/toto/model/attention.py	151	CODE
LOW	…ainode/iotdb/ainode/core/model/toto/model/attention.py	177	CODE
LOW	…re/ainode/iotdb/ainode/core/model/toto/model/scaler.py	100	CODE
LOW	…-core/ainode/iotdb/ainode/core/model/chronos2/model.py	315	CODE
LOW	…ore/ainode/iotdb/ainode/core/model/chronos2/dataset.py	60	CODE
LOW	…ore/ainode/iotdb/ainode/core/model/chronos2/dataset.py	497	CODE
LOW	…de/iotdb/ainode/core/model/moirai2/modeling_moirai2.py	749	CODE
LOW	…de/iotdb/ainode/core/model/moirai2/pipeline_moirai2.py	72	CODE
LOW	…/iotdb/ainode/core/inference/inference_request_pool.py	113	CODE
LOW	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	64	CODE
LOW	.github/scripts/check-it-selection.py	77	CODE
LOW	.github/scripts/check-it-selection.py	170	CODE
LOW	.github/scripts/check-it-selection.py	221	CODE

Unused Imports38 hits · 38 pts

Severity	File	Line	Context
LOW	iotdb-client/client-py/session_example_date.py	23	CODE
LOW	…db-client/client-cpp/test/scripts/run_cpp_it_phases.py	21	CODE
LOW	…ient/client-cpp/test/scripts/configure_iotdb_ssl_it.py	21	CODE
LOW	…ore/ainode/iotdb/ainode/core/util/huggingface_cache.py	22	CODE
LOW	…ore/ainode/iotdb/ainode/core/util/huggingface_cache.py	26	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/util/activation.py	22	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/manager/utils.py	19	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/manager/utils.py	28	CODE
LOW	…ainode/iotdb/ainode/core/model/toto/model/attention.py	29	CODE
LOW	…ainode/iotdb/ainode/core/model/toto/model/attention.py	34	CODE
LOW	…ainode/iotdb/ainode/core/model/toto/model/embedding.py	22	CODE
LOW	…core/ainode/iotdb/ainode/core/model/toto/model/util.py	33	CODE
LOW	…/ainode/iotdb/ainode/core/model/toto/model/backbone.py	23	CODE
LOW	…/ainode/iotdb/ainode/core/model/toto/model/backbone.py	27	CODE
LOW	…/ainode/iotdb/ainode/core/model/toto/model/backbone.py	29	CODE
LOW	…re/ainode/iotdb/ainode/core/model/toto/model/scaler.py	26	CODE
LOW	…node/iotdb/ainode/core/model/toto/model/transformer.py	23	CODE
LOW	…node/iotdb/ainode/core/model/toto/model/transformer.py	28	CODE
LOW	…core/ainode/iotdb/ainode/core/model/toto/model/toto.py	25	CODE
LOW	…core/ainode/iotdb/ainode/core/model/toto/model/toto.py	26	CODE
LOW	…core/ainode/iotdb/ainode/core/model/toto/model/toto.py	26	CODE
LOW	…core/ainode/iotdb/ainode/core/model/toto/model/toto.py	26	CODE
LOW	…b-core/ainode/iotdb/ainode/core/model/chronos2/base.py	30	CODE
LOW	…de/iotdb/ainode/core/model/moirai2/modeling_moirai2.py	311	CODE
LOW	…tdb/ainode/core/model/moirai2/configuration_moirai2.py	19	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	24	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	24	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	25	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	25	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	25	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	25	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	31	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	31	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	31	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	31	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	31	CODE
LOW	…/ainode/iotdb/ainode/core/inference/pool_controller.py	39	CODE
LOW	…b-core/ainode/iotdb/ainode/core/device/backend/base.py	20	CODE

Cross-Language Confusion4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	…t/client-py/tests/integration/test_treemodel_insert.py	343	# 2、Inserting Numpy Tablet data (No null)	COMMENT
HIGH	…t/client-py/tests/integration/test_treemodel_insert.py	521	# 3、Inserting Numpy Tablet data (Contains null)	COMMENT
HIGH	…t/client-py/tests/integration/test_treemodel_insert.py	1050	# 2、Inserting Numpy Tablet data (No null)	COMMENT
HIGH	…t/client-py/tests/integration/test_treemodel_insert.py	1228	# 3、Inserting Numpy Tablet data (Contains null)	COMMENT

Decorative Section Separators10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	iotdb-client/client-cpp/CMakeLists.txt	18	# =============================================================================	COMMENT
MEDIUM	iotdb-client/client-cpp/CMakeLists.txt	20	# =============================================================================	COMMENT
MEDIUM	iotdb-client/client-cpp/test/CMakeLists.txt	18	# =============================================================================	COMMENT
MEDIUM	iotdb-client/client-cpp/test/CMakeLists.txt	23	# =============================================================================	COMMENT
MEDIUM	…apache/iotdb/relational/it/db/it/udf/IoTDBLocalIT.java	109	// ── compatibility: legacy UDF without IoTDBLocal parameter ─────────────────	COMMENT
MEDIUM	…apache/iotdb/relational/it/db/it/udf/IoTDBLocalIT.java	172	// ── IoTDBLocal embedded query ───────────────────────────────────────────────	COMMENT
MEDIUM	…apache/iotdb/relational/it/db/it/udf/IoTDBLocalIT.java	392	// ── permission inheritance ──────────────────────────────────────────────────	COMMENT
MEDIUM	…e/ainode/iotdb/ainode/core/model/toto/modeling_toto.py	113	# ── Load config ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…e/ainode/iotdb/ainode/core/model/toto/modeling_toto.py	128	# ── Instantiate model ─────────────────────────────────────────────────	COMMENT
MEDIUM	…e/ainode/iotdb/ainode/core/model/toto/modeling_toto.py	131	# ── Load safetensors weights ──────────────────────────────────────────	COMMENT

Redundant / Tautological Comments18 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	docker/src/main/ainode-entrypoint.sh	92	# Check if already running	COMMENT
LOW	docker/src/main/build-ainode.sh	116	# Check if distribution package exists (relative to project root)	COMMENT
LOW	docker/src/main/build-ainode.sh	124	# Check if data directory exists	COMMENT
LOW	docker/src/main/build-ainode.sh	189	# Check if .dockerignore exists and might exclude our directory	COMMENT
LOW	iotdb-client/client-py/iotdb/utils/SessionDataSet.py	148	# Check if buffer has data or if there are more results to fetch	COMMENT
LOW	…b-core/ainode/iotdb/ainode/core/model/model_storage.py	128	# Check if model already exists and is in a valid state	COMMENT
LOW	…/iotdb/ainode/core/model/chronos2/pipeline_chronos2.py	467	# Check if 0.5 quantile is available	COMMENT
LOW	…de/iotdb/ainode/core/model/moirai2/pipeline_moirai2.py	159	# Check if 0.5 quantile is available	COMMENT
LOW	…iotdb/ainode/core/inference/pipeline/basic_pipeline.py	99	# Check if the dictionary contains the expected keys	COMMENT
LOW	…/core/inference/pool_scheduler/basic_pool_scheduler.py	56	# Check if the model supports concurrent forecasting	COMMENT
LOW	scripts/tools/ops/health_check.sh	120	#Check if the port of the remote server is reachable...	COMMENT
LOW	scripts/tools/ops/health_check.sh	190	#Check if the local port is available....	COMMENT
LOW	scripts/tools/ops/health_check.sh	209	# Check if lsof command is available	COMMENT
LOW	scripts/tools/ops/health_check.sh	274	# Check if the directories exist and are writable or readable	COMMENT
LOW	scripts/tools/ops/health_check.sh	370	#Check if Swap is enabled	COMMENT
LOW	scripts/tools/ops/backup.sh	93	# Check if lsof command is available	COMMENT
LOW	scripts/conf/datanode-env.sh	38	# Set somaxconn to a better value to avoid meaningless connection reset issues when the system is under high load.	COMMENT
LOW	scripts/conf/confignode-env.sh	37	# Set somaxconn to a better value to avoid meaningless connection reset issues when the system is under high load.	COMMENT

AI Structural Patterns28 hits · 26 pts

Severity	File	Line	Context
LOW	iotdb-client/client-py/iotdb/table_session_pool.py	24	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	123	CODE
LOW	iotdb-client/client-py/iotdb/Session.py	173	CODE
LOW	iotdb-client/client-py/iotdb/table_session.py	28	CODE
LOW	iotdb-client/client-py/iotdb/SessionPool.py	37	CODE
LOW	iotdb-client/client-py/iotdb/dbapi/Connection.py	30	CODE
LOW	iotdb-core/ainode/iotdb/ainode/core/config.py	446	CODE
LOW	…de/iotdb/ainode/core/model/sundial/modeling_sundial.py	81	CODE
LOW	…de/iotdb/ainode/core/model/sundial/modeling_sundial.py	304	CODE
LOW	…de/iotdb/ainode/core/model/sundial/modeling_sundial.py	477	CODE
LOW	…iotdb/ainode/core/model/sundial/ts_generation_mixin.py	37	CODE
LOW	…iotdb/ainode/core/model/sundial/ts_generation_mixin.py	86	CODE
LOW	…tdb/ainode/core/model/sundial/configuration_sundial.py	28	CODE
LOW	…ode/iotdb/ainode/core/model/timer_xl/modeling_timer.py	298	CODE
LOW	…ode/iotdb/ainode/core/model/timer_xl/modeling_timer.py	472	CODE
LOW	…otdb/ainode/core/model/timer_xl/ts_generation_mixin.py	38	CODE
LOW	…otdb/ainode/core/model/timer_xl/ts_generation_mixin.py	81	CODE
LOW	…otdb/ainode/core/model/timer_xl/configuration_timer.py	28	CODE
LOW	…iotdb/ainode/core/model/moment/configuration_moment.py	44	CODE
LOW	…ode/iotdb/ainode/core/model/toto/configuration_toto.py	38	CODE
LOW	…core/ainode/iotdb/ainode/core/model/chronos2/config.py	70	CODE
LOW	…-core/ainode/iotdb/ainode/core/model/chronos2/model.py	684	CODE
LOW	…-core/ainode/iotdb/ainode/core/model/chronos2/model.py	765	CODE
LOW	…tdb/ainode/core/model/moirai2/configuration_moirai2.py	27	CODE
LOW	…de/iotdb/ainode/core/model/moirai2/module/attention.py	67	CODE
LOW	…de/iotdb/ainode/core/model/moirai2/module/attention.py	317	CODE
LOW	…de/iotdb/ainode/core/model/moirai2/module/attention.py	346	CODE
LOW	…/iotdb/ainode/core/model/moirai2/module/transformer.py	107	CODE

AI Slop Vocabulary8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	…b/pipe/consensus/deletion/DeletionResourceManager.java	244	// Definitely match. Because upper caller has filtered fileNames.	COMMENT
MEDIUM	…b/pipe/consensus/deletion/DeletionResourceManager.java	269	// Definitely match. Because upper caller has filtered fileNames.	COMMENT
MEDIUM	…tree/impl/pbtree/schemafile/pagemgr/PageIOChannel.java	56	// without RATIS, utilize physical logging for integrity	COMMENT
MEDIUM	…e/iotdb/db/subscription/broker/SubscriptionBroker.java	603	// TODO: consider more robust metadata semantics	COMMENT
MEDIUM	…eryengine/plan/relational/planner/SubqueryPlanner.java	144	// try to execute un-correlated scalar subqueries in the predicate in advance to utilize	COMMENT
MEDIUM	…/db/queryengine/plan/relational/analyzer/Analysis.java	265	// independently to utilize predicate pushdown optimization.	COMMENT
MEDIUM	…otdb/db/queryengine/plan/execution/QueryExecution.java	650	// That we put retry() here is aimed to leverage the ClientRPC thread rather than	COMMENT
MEDIUM	…nary/scalar/factory/NumericCodecStrategiesFactory.java	80	// for Big Endian writes, leverage ByteBuffer's default order for maximum performance	COMMENT

Modern Structural Boilerplate22 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	iotdb-client/client-py/iotdb/dbapi/__init__.py	22	__all__ = [connect, Error]	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	112	def set_cluster_name(self, cluster_name: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	121	def set_ainode_id(self, ainode_id: int) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	127	def set_build_info(self, build_info: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	133	def set_ain_data_cache_size(self, ain_data_cache_size: int) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	136	def set_version_info(self, version_info: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	142	def set_ain_rpc_address(self, ain_rpc_address: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	148	def set_ain_rpc_port(self, ain_rpc_port: int) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	194	def set_ain_logs_dir(self, ain_logs_dir: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	200	def set_ain_models_dir(self, ain_models_dir: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	206	def set_ain_models_builtin_dir(self, ain_models_builtin_dir: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	212	def set_ain_system_dir(self, ain_system_dir: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	234	def set_ain_internal_ssl_enabled(self, ain_internal_ssl_enabled: int) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	240	def set_ain_thrift_ssl_cert_file(self, ain_thrift_ssl_cert_file: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	246	def set_ain_thrift_ssl_key_file(self, ain_thrift_ssl_key_file: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	255	def set_ain_target_config_node_list(self, ain_target_config_node_list: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	263	def set_ain_cluster_ingress_address(self, ain_cluster_ingress_address: str) -> None:	CODE
LOW⚡	iotdb-core/ainode/iotdb/ainode/core/config.py	269	def set_ain_cluster_ingress_port(self, ain_cluster_ingress_port: int) -> None:	CODE
LOW	…/ainode/core/model/moirai2/module/position/__init__.py	39	__all__ = [	CODE
LOW	…inode/iotdb/ainode/core/device/backend/cuda_backend.py	42	def set_device(self, index: int) -> None:	CODE
LOW	…ainode/iotdb/ainode/core/device/backend/cpu_backend.py	36	def set_device(self, index: int) -> None:	CODE
LOW	…b-core/ainode/iotdb/ainode/core/device/backend/base.py	42	def set_device(self, index: int) -> None: ...	CODE

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…b-client/client-py/table_model_session_pool_example.py	126	# Create a session pool	COMMENT
MEDIUM	iotdb-client/client-py/session_pool_example.py	129	# Create a session pool	COMMENT
MEDIUM	…node/iotdb/ainode/core/model/moment/modeling_moment.py	19	# This file contains code adapted from the MOMENT project	COMMENT
MEDIUM	…iotdb/ainode/core/model/moment/configuration_moment.py	19	# This file contains code adapted from the MOMENT project	COMMENT
MEDIUM	…node/iotdb/ainode/core/model/moment/pipeline_moment.py	19	# This file contains code adapted from the MOMENT project	COMMENT
MEDIUM	…ore/ainode/iotdb/ainode/core/model/moirai2/__init__.py	18	# This file is part of the Apache IoTDB project.	COMMENT

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	iotdb-client/client-py/iotdb/dbapi/Cursor.py	220	except StopIteration:	CODE
HIGH	iotdb-core/ainode/build_binary.py	303	except FileNotFoundError:	CODE
HIGH	…b-core/ainode/iotdb/ainode/core/util/batch_executor.py	132	except Exception:	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…/iotdb/db/it/query/IoTDBAggregationFirstInGroupIT.java	58	// Physical 'time' column is kept distinct and out-of-order as requested.	COMMENT
HIGH	…confignode/manager/load/cache/node/NodeStatistics.java	79	// if the transition output is not the same as requested, it could be Stopped or Removing status	COMMENT

Slop Phrases4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/sbin/start-standalone.sh	42	# if you have turned on "-XX:+SafepointTimeout" and "-XX:SafepointTimeoutDelay=1000", you can use commands below instead	COMMENT
MEDIUM	scripts/conf/datanode-env.sh	258	# when the GC time is too long, if there are remaining CPU resources, you can try to turn on and increase options below.	COMMENT
MEDIUM	scripts/conf/datanode-env.sh	273	# if you want to dump the heap memory while OOM happening, you can use the following command, remember to replace ${heap	COMMENT
MEDIUM	scripts/conf/confignode-env.sh	232	# if you want to dump the heap memory while OOM happening, you can use the following command, remember to replace ${heap	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…geengine/dataregion/read/control/QueryFileManager.java	125	// Although there are no concurrency issues here at the moment, I've implemented thread-safe	COMMENT

TODO Padding5 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…egion/mtree/impl/pbtree/schemafile/AliasIndexPage.java	303	// TODO: implement bulk split further	COMMENT
LOW	…egion/mtree/impl/pbtree/schemafile/WrappedSegment.java	388	// TODO: implement bulk split further	COMMENT
LOW	…redicate/schema/ExtractPredicateColumnNameVisitor.java	44	// TODO: implement schema function filter and parse some function call and arithmetic filters	COMMENT
LOW	…/ainode/iotdb/ainode/core/inference/pool_controller.py	100	# # TODO: implement scale down logic	COMMENT
LOW	…/ainode/iotdb/ainode/core/inference/pool_controller.py	372	) # TODO: implement better selection strategy	CODE

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	…engine/plan/planner/node/PlanGraphJsonPrinterTest.java	87	LimitNode placeholder = new LimitNode(new PlanNodeId("placeholder"), null, 0, Optional.empty());	CODE
LOW	…engine/plan/planner/node/PlanGraphJsonPrinterTest.java	129	new LimitNode(new PlanNodeId("placeholder"), null, 0, Optional.empty()),	CODE
LOW	…engine/plan/planner/node/PlanGraphJsonPrinterTest.java	146	new LimitNode(new PlanNodeId("placeholder"), null, 0, Optional.empty()),	CODE
LOW	…otdb/rest/protocol/v2/handler/FastLastHandlerTest.java	80	newResultMap("s1", "placeholder", "nullValue", "s4");	CODE
LOW	…otdb/rest/protocol/v2/handler/FastLastHandlerTest.java	109	if ("placeholder".equals(name)) {	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…node/iotdb/ainode/core/model/moment/pipeline_moment.py	159	# Slide context window: append forecast, drop oldest	COMMENT

apache/iotdb

Open-Source Code Quality, Security and Technical Debt Review