AI Slop Code RIsk Monitor

apache/arrow-rs

Official Rust implementation of Apache Arrow

7.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for apache/arrow-rs, a Rust project with 3,635 GitHub stars. SynthScan examined 535,559 lines of code across 894 source files, recording 3314 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 7.7 (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.

7.7
Adjusted Signal
7.7
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
3.6K
Stars
Rust
Language
535.6K
Lines of Code
894
Files
3.3K
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 24.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 3030 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 23 finding(s).

Agent Over-Engineering Ratio 10.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 280 finding(s).

PR Review Velocity Impact 30.5/100 · MEDIUM

Which changes need focused human review? 3314 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 0HIGH 4MEDIUM 280LOW 3030

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 3314 distinct pattern matches across 13 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.

Over-Commented Block2931 hits · 2741 pts
SeverityFileLineSnippetContext
LOW.asf.yaml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWCargo.toml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWtypos.toml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWrustfmt.toml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWrust-toolchain.toml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/Cargo.toml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/benches/variant_kernels.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/benches/variant_kernels.rs901///COMMENT
LOWparquet-variant-compute/src/shred_variant.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/shred_variant.rs41/// ```textCOMMENT
LOWparquet-variant-compute/src/shred_variant.rs541///COMMENT
LOWparquet-variant-compute/src/shred_variant.rs561/// // pass a FieldRef directlyCOMMENT
LOWparquet-variant-compute/src/shred_variant.rs581 root: VariantSchemaNode,COMMENT
LOWparquet-variant-compute/src/variant_to_arrow.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/lib.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/lib.rs21//! - [`VariantArray`] : Represents an array of `Variant` values.COMMENT
LOWparquet-variant-compute/src/variant_get.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/variant_get.rs101///COMMENT
LOWparquet-variant-compute/src/variant_get.rs421/// Returns an array with the specified path extracted from the variant values.COMMENT
LOWparquet-variant-compute/src/variant_get.rs441/// boolean and numeric variants (integers, floating-point, and decimals).COMMENT
LOWparquet-variant-compute/src/variant_get.rs1881 /// nullCOMMENT
LOWparquet-variant-compute/src/variant_get.rs3081 }COMMENT
LOWparquet-variant-compute/src/unshred_variant.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/unshred_variant.rs41use std::marker::PhantomData;COMMENT
LOWparquet-variant-compute/src/variant_array.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/variant_array.rs181///COMMENT
LOWparquet-variant-compute/src/variant_array.rs201/// # use parquet_variant::Variant;COMMENT
LOWparquet-variant-compute/src/variant_array.rs221/// is stored on a [`Field`]. Thus, you must have access to the [`Schema`] orCOMMENT
LOWparquet-variant-compute/src/variant_array.rs241/// assert!(!schema.field(0).has_valid_extension_type::<VariantType>());COMMENT
LOWparquet-variant-compute/src/variant_array.rs261/// // call VariantArray::field to get the correct FieldCOMMENT
LOWparquet-variant-compute/src/variant_array.rs281/// // Add extension metadata to the field using `VariantType`COMMENT
LOWparquet-variant-compute/src/variant_array.rs301/// # use parquet_variant::Variant;COMMENT
LOWparquet-variant-compute/src/variant_array.rs321 shredding_state: ShreddingState,COMMENT
LOWparquet-variant-compute/src/variant_array.rs461 /// * the index is out of bounds,COMMENT
LOWparquet-variant-compute/src/variant_array.rs481 /// # PanicsCOMMENT
LOWparquet-variant-compute/src/variant_array.rs641 Self::from_iter(iter.into_iter().map(Some))COMMENT
LOWparquet-variant-compute/src/variant_array.rs721COMMENT
LOWparquet-variant-compute/src/variant_array.rs741/// a: SHREDDED_VARIANT_FIELD {COMMENT
LOWparquet-variant-compute/src/variant_array.rs761/// variant value (which could be `Variant::Null`).COMMENT
LOWparquet-variant-compute/src/variant_array.rs901 }COMMENT
LOWparquet-variant-compute/src/variant_array.rs921///COMMENT
LOWparquet-variant-compute/src/variant_array.rs941pub struct ShreddingState {COMMENT
LOWparquet-variant-compute/src/to_json.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/arrow_to_variant.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/arrow_to_variant.rs281 run_ends.data_type()COMMENT
LOWparquet-variant-compute/src/arrow_to_variant.rs301// us to "use" captured tokens without emitting them:COMMENT
LOWparquet-variant-compute/src/cast_to_variant.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/cast_to_variant.rs21use arrow::compute::CastOptions;COMMENT
LOWparquet-variant-compute/src/cast_to_variant.rs41/// let result = cast_to_variant(&input).unwrap();COMMENT
LOWparquet-variant-compute/src/from_json.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/variant_array_builder.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWparquet-variant-compute/src/variant_array_builder.rs41///COMMENT
LOWparquet-variant-compute/src/variant_array_builder.rs61/// // append variant valuesCOMMENT
LOWparquet-variant-compute/src/variant_array_builder.rs81/// // row 1 is nullCOMMENT
LOWparquet-variant-compute/src/variant_array_builder.rs261/// The builder produces a [`BinaryViewArray`] that can be combined with existingCOMMENT
LOWparquet-variant-compute/src/variant_array_builder.rs321 self.nulls.append_null();COMMENT
LOWparquet-variant-compute/src/variant_array_builder.rs341 pub fn append_value(&mut self, value: Variant<'_, '_>) {COMMENT
LOWparquet-variant-compute/src/type_conversion.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWarrow-schema/Cargo.toml1# Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
LOWarrow-schema/benches/ffi.rs1// Licensed to the Apache Software Foundation (ASF) under oneCOMMENT
2871 more matches not shown…
Decorative Section Separators261 hits · 1141 pts
SeverityFileLineSnippetContext
MEDIUM⚡arrow-data/src/data.rs189/// │ ] │ └───────┘COMMENT
MEDIUM⚡arrow-data/src/data.rs193/// └───────────────────┘ actual data valuesCOMMENT
MEDIUM⚡arrow-data/src/data.rs197/// ┌───────────────────┐COMMENT
MEDIUM⚡arrow-data/src/data.rs202/// └───────────────────┘COMMENT
MEDIUM⚡arrow-data/src/data.rs497 /// ◀───────────▶◀────────────────▶COMMENT
MEDIUM⚡arrow-data/src/data.rs498 /// ┌─────┬─────┬─────┬─────┬─────┬─────┐COMMENT
MEDIUM⚡arrow-data/src/data.rs500 /// └─────┴─────┴─────┴─────┴─────┴─────┘COMMENT
MEDIUM⚡arrow-data/src/data.rs519 /// ◀───────────▶◀────────────────▶COMMENT
MEDIUM⚡arrow-data/src/data.rs520 /// child offset: 1 ◀─────▶COMMENT
MEDIUM⚡arrow-data/src/data.rs521 /// ┌─────┬─────┬─────┬─────┬─────┬─────┬─────┐COMMENT
MEDIUM⚡arrow-data/src/data.rs523 /// ├─────┼─────┼─────┼─────┼─────┼─────┼─────┤COMMENT
MEDIUM⚡arrow-data/src/data.rs525 /// └─────┴─────┴─────┴─────┴─────┴─────┴─────┘COMMENT
MEDIUMarrow-data/src/data.rs178/// ┌───────────────────┐ start of ┌───────┐ DifferentCOMMENT
MEDIUM⚡arrow-select/src/union_extract.rs33/// ┌─────────────────┐ ┌─────────────────┐COMMENT
MEDIUM⚡arrow-select/src/union_extract.rs35/// ├─────────────────┤ ├─────────────────┤COMMENT
MEDIUM⚡arrow-select/src/union_extract.rs37/// ├─────────────────┤ union_extract(values, 'A') ├─────────────────┤COMMENT
MEDIUM⚡arrow-select/src/union_extract.rs38/// │ B='t' │ ────────────────────────────▶ │ NULL │COMMENT
MEDIUM⚡arrow-select/src/union_extract.rs39/// ├─────────────────┤ ├─────────────────┤COMMENT
MEDIUM⚡arrow-select/src/union_extract.rs41/// ├─────────────────┤ ├─────────────────┤COMMENT
MEDIUM⚡arrow-select/src/union_extract.rs43/// └─────────────────┘ └─────────────────┘COMMENT
MEDIUM⚡arrow-select/src/coalesce.rs122/// ┌────────────────────┐COMMENT
MEDIUM⚡arrow-select/src/coalesce.rs125/// └────────────────────┘ ┌────────────────────┐COMMENT
MEDIUM⚡arrow-select/src/coalesce.rs127/// ┌────────────────────┐ Coalesce │ │COMMENT
MEDIUM⚡arrow-select/src/coalesce.rs133/// └────────────────────┘ │ │COMMENT
MEDIUM⚡arrow-select/src/coalesce.rs135/// ┌────────────────────┐ │ │COMMENT
MEDIUM⚡arrow-select/src/coalesce.rs138/// │ num_rows = 100 │ └────────────────────┘COMMENT
MEDIUM⚡arrow-select/src/coalesce.rs140/// └────────────────────┘COMMENT
MEDIUM⚡arrow-select/src/merge.rs93/// ┌───────────┐ ┌─────────┐ ┌─────────┐COMMENT
MEDIUM⚡arrow-select/src/merge.rs94/// │┌─────────┐│ │ None │ │ NULL │COMMENT
MEDIUM⚡arrow-select/src/merge.rs95/// ││ A ││ ├─────────┤ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs96/// │└─────────┘│ │ 1 │ │ B │COMMENT
MEDIUM⚡arrow-select/src/merge.rs97/// │┌─────────┐│ ├─────────┤ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs99/// │└─────────┘│ ├─────────┤ ─────────────────────────▶ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs100/// │┌─────────┐│ │ None │ │ NULL │COMMENT
MEDIUM⚡arrow-select/src/merge.rs101/// ││ C ││ ├─────────┤ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs102/// │├─────────┤│ │ 2 │ │ C │COMMENT
MEDIUM⚡arrow-select/src/merge.rs103/// ││ D ││ ├─────────┤ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs104/// │└─────────┘│ │ 2 │ │ D │COMMENT
MEDIUM⚡arrow-select/src/merge.rs105/// └───────────┘ └─────────┘ └─────────┘COMMENT
MEDIUM⚡arrow-select/src/merge.rs197/// ┌─────────┐ maskCOMMENT
MEDIUM⚡arrow-select/src/merge.rs198/// │ A │ ┌─────────┐ ┌─────────┐COMMENT
MEDIUM⚡arrow-select/src/merge.rs199/// ├─────────┤ │ true │ │ A │COMMENT
MEDIUM⚡arrow-select/src/merge.rs200/// │ C │ ├─────────┤ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs201/// ├─────────┤ │ true │ │ C │COMMENT
MEDIUM⚡arrow-select/src/merge.rs202/// │ NULL │ ├─────────┤ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs203/// ├─────────┤ │ false │ merge(mask, truthy, falsy) │ B │COMMENT
MEDIUM⚡arrow-select/src/merge.rs204/// │ D │ ├─────────┤ ─────────────────────────▶ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs205/// └─────────┘ │ true │ │ NULL │COMMENT
MEDIUM⚡arrow-select/src/merge.rs206/// falsy ├─────────┤ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs207/// ┌─────────┐ │ false │ │ E │COMMENT
MEDIUM⚡arrow-select/src/merge.rs208/// │ B │ ├─────────┤ ├─────────┤COMMENT
MEDIUM⚡arrow-select/src/merge.rs209/// ├─────────┤ │ true │ │ D │COMMENT
MEDIUM⚡arrow-select/src/merge.rs210/// │ E │ └─────────┘ └─────────┘COMMENT
MEDIUM⚡arrow-select/src/merge.rs211/// └─────────┘COMMENT
MEDIUM⚡arrow-select/src/interleave.rs57/// ┌─────────────────┐ ┌─────────┐ ┌─────────────────┐COMMENT
MEDIUM⚡arrow-select/src/interleave.rs59/// ├─────────────────┤ ├─────────┤ [values0, values1], ├─────────────────┤COMMENT
MEDIUM⚡arrow-select/src/interleave.rs61/// └─────────────────┘ ├─────────┤ ) ├─────────────────┤COMMENT
MEDIUM⚡arrow-select/src/interleave.rs62/// values array 0 │ (1, 1) │ ─────────────────────────▶ │ C │COMMENT
MEDIUM⚡arrow-select/src/interleave.rs63/// ├─────────┤ ├─────────────────┤COMMENT
MEDIUM⚡arrow-select/src/interleave.rs65/// └─────────┘ └─────────────────┘COMMENT
201 more matches not shown…
Verbosity Indicators28 hits · 57 pts
SeverityFileLineSnippetContext
LOWparquet-variant-compute/src/variant_get.rs2205 // Step 2: If field not in shredding schema, check value fieldCOMMENT
LOW⚡parquet-variant/tests/variant_interop.rs569 // Step 1: Try unvalidated construction - should not panicCOMMENT
LOW⚡parquet-variant/tests/variant_interop.rs574 // Step 2: Try validationCOMMENT
LOW⚡parquet-variant/tests/variant_interop.rs664 // Step 1: Try unvalidated construction - should not panicCOMMENT
LOW⚡parquet-variant/tests/variant_interop.rs669 // Step 2: Try validationCOMMENT
LOW⚡arrow-select/src/coalesce.rs402 // Step 1: push_batch([350])COMMENT
LOW⚡arrow-select/src/coalesce.rs406 // Step 2: push_batch([200])COMMENT
LOW⚡arrow-select/src/coalesce.rs410 // Step 3: push_batch([800])COMMENT
LOW⚡arrow-select/src/coalesce.rs440 // Step 1: push_batch([300])COMMENT
LOW⚡arrow-select/src/coalesce.rs444 // Step 2: push_batch([1200])COMMENT
LOWarrow-select/src/coalesce.rs426 // Step 4: push_batch([900])COMMENT
LOWarrow-select/src/interleave.rs510 // Step 1: compute output offsets and total child capacityCOMMENT
LOWarrow-select/src/interleave.rs523 // Step 2: build child values.COMMENT
LOWarrow-avro/src/reader/async_reader/builder.rs268 // so we need to check if range.end == header_len to see if there's no data after the headerCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs132 // Step 1: Write a parquet file with page indexesCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs135 // Step 2: Load metadata WITHOUT page indexes initiallyCOMMENT
LOW…rquet/tests/arrow_reader/custom_page_index_provider.rs147 // Step 3: Create a custom provider and populate it selectivelyCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs159 // Step 4: Install the custom provider into metadataCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs166 // Step 5: Create ArrowReaderMetadata with the custom page indexCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs173 // Step 6: Read data with RowSelection that triggers page skippingCOMMENT
LOW…rquet/tests/arrow_reader/custom_page_index_provider.rs204 // Step 7: Check statisticsCOMMENT
LOW…rquet/tests/arrow_reader/custom_page_index_provider.rs235 // Step 8: Verify correct resultsCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2466 // Step 1: Peek and ensure dictionary page is correctly identifiedCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2470 // Step 2: Call skip_next_page to skip the dictionary pageCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2473 // Step 3: Read the next data page after skipping the dictionary pageCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2477 // Step 4: Continue reading remaining data pages and verify correctnessCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2488 // Step 5: Check if all pages are readCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2492 // Step 6: Verify the number of data pages read (should be 351 data pages)COMMENT
Structural Annotation Overuse27 hits · 56 pts
SeverityFileLineSnippetContext
LOWparquet-variant-compute/src/variant_get.rs2205 // Step 2: If field not in shredding schema, check value fieldCOMMENT
LOW⚡parquet-variant/tests/variant_interop.rs569 // Step 1: Try unvalidated construction - should not panicCOMMENT
LOW⚡parquet-variant/tests/variant_interop.rs574 // Step 2: Try validationCOMMENT
LOW⚡parquet-variant/tests/variant_interop.rs664 // Step 1: Try unvalidated construction - should not panicCOMMENT
LOW⚡parquet-variant/tests/variant_interop.rs669 // Step 2: Try validationCOMMENT
LOW⚡arrow-select/src/coalesce.rs402 // Step 1: push_batch([350])COMMENT
LOW⚡arrow-select/src/coalesce.rs406 // Step 2: push_batch([200])COMMENT
LOW⚡arrow-select/src/coalesce.rs410 // Step 3: push_batch([800])COMMENT
LOW⚡arrow-select/src/coalesce.rs440 // Step 1: push_batch([300])COMMENT
LOW⚡arrow-select/src/coalesce.rs444 // Step 2: push_batch([1200])COMMENT
LOWarrow-select/src/coalesce.rs426 // Step 4: push_batch([900])COMMENT
LOWarrow-select/src/interleave.rs510 // Step 1: compute output offsets and total child capacityCOMMENT
LOWarrow-select/src/interleave.rs523 // Step 2: build child values.COMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs132 // Step 1: Write a parquet file with page indexesCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs135 // Step 2: Load metadata WITHOUT page indexes initiallyCOMMENT
LOW…rquet/tests/arrow_reader/custom_page_index_provider.rs147 // Step 3: Create a custom provider and populate it selectivelyCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs159 // Step 4: Install the custom provider into metadataCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs166 // Step 5: Create ArrowReaderMetadata with the custom page indexCOMMENT
LOW⚡…rquet/tests/arrow_reader/custom_page_index_provider.rs173 // Step 6: Read data with RowSelection that triggers page skippingCOMMENT
LOW…rquet/tests/arrow_reader/custom_page_index_provider.rs204 // Step 7: Check statisticsCOMMENT
LOW…rquet/tests/arrow_reader/custom_page_index_provider.rs235 // Step 8: Verify correct resultsCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2466 // Step 1: Peek and ensure dictionary page is correctly identifiedCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2470 // Step 2: Call skip_next_page to skip the dictionary pageCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2473 // Step 3: Read the next data page after skipping the dictionary pageCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2477 // Step 4: Continue reading remaining data pages and verify correctnessCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2488 // Step 5: Check if all pages are readCOMMENT
LOW⚡parquet/src/file/serialized_reader.rs2492 // Step 6: Verify the number of data pages read (should be 351 data pages)COMMENT
AI Slop Vocabulary11 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUMarrow-arith/src/boolean.rs20//! These kernels can leverage SIMD if available on your system. Currently no runtimeCOMMENT
MEDIUMarrow-arith/src/arithmetic.rs20//! These kernels can leverage SIMD if available on your system. Currently no runtimeCOMMENT
MEDIUMarrow-ord/src/cmp.rs20//! These kernels can leverage SIMD if available on your system. Currently no runtimeCOMMENT
MEDIUMarrow-ord/src/comparison.rs20//! These kernels can leverage SIMD if available on your system. Currently no runtimeCOMMENT
MEDIUMarrow-ipc/src/writer.rs2432 // but pruning unneeded data buffers is much more nuanced since it's complicated to prove that no views referencCOMMENT
MEDIUMarrow-avro/src/schema.rs867 /// Note: Confluent wire format implementations should leverage this method.COMMENT
MEDIUMarrow-avro/src/schema.rs908 /// method will return an error. Confluent wire format implementations should leverage theCOMMENT
MEDIUMparquet/tests/arrow_writer/mod.rs360 // (well under the ~16 MiB row group) to stay robust across platforms.COMMENT
MEDIUMparquet/src/data_type.rs346/// big hit on the CPU pipeline. Essentially the previous version stalls awaiting the result ofCOMMENT
MEDIUMparquet/src/lib.rs59//! to leverage the wide range of data transforms provided by the [arrow] crate, and by theCOMMENT
MEDIUMparquet/src/file/page_index/index_reader.rs92 // Try to read fast-path first. If that fails, fall back to slower but more robustCOMMENT
Synthetic Comment Markers4 hits · 28 pts
SeverityFileLineSnippetContext
HIGHCONTRIBUTING.md332[guidance](https://www.apache.org/legal/generative-tooling.html) on AI-generated code for furtherCODE
HIGHparquet/src/file/writer.rs2199 // Column "a" has both offset and column index, as requestedCOMMENT
HIGHparquet/src/file/metadata/push_decoder.rs48/// as requested as shown below. This minimizes the number of bytes read, butCOMMENT
HIGHparquet/src/arrow/arrow_writer/mod.rs3441 // Column "a" has both offset and column index, as requestedCOMMENT
Fake / Example Data23 hits · 27 pts
SeverityFileLineSnippetContext
LOWarrow/benches/csv_writer.rs37 "Lorem ipsum dolor sit amet",CODE
LOWarrow/benches/csv_writer.rs37 "Lorem ipsum dolor sit amet",CODE
LOWarrow/src/util/string_writer.rs42//! "Lorem ipsum dolor sit amet",COMMENT
LOWarrow/src/util/string_writer.rs42//! "Lorem ipsum dolor sit amet",COMMENT
LOWparquet-variant/src/builder.rs1677 address.insert("street", "123 Main St");CODE
LOWarrow-csv/src/writer.rs38//! "Lorem ipsum dolor sit amet",COMMENT
LOWarrow-csv/src/writer.rs38//! "Lorem ipsum dolor sit amet",COMMENT
LOW⚡arrow-csv/src/writer.rs743Lorem ipsum dolor sit amet,123.564532,3,true,,00:20:34,cupcakesCODE
LOW⚡arrow-csv/src/writer.rs743Lorem ipsum dolor sit amet,123.564532,3,true,,00:20:34,cupcakesCODE
LOW⚡arrow-csv/src/writer.rs746Lorem ipsum dolor sit amet,123.564532,3,true,,00:20:34,cupcakesCODE
LOW⚡arrow-csv/src/writer.rs746Lorem ipsum dolor sit amet,123.564532,3,true,,00:20:34,cupcakesCODE
LOWarrow-csv/src/writer.rs700 "Lorem ipsum dolor sit amet",CODE
LOWarrow-csv/src/writer.rs700 "Lorem ipsum dolor sit amet",CODE
LOWarrow-csv/src/writer.rs827 "Lorem ipsum \ndolor sit amet",CODE
LOWarrow-csv/src/writer.rs827 "Lorem ipsum \ndolor sit amet",CODE
LOWarrow-csv/src/writer.rs870 "'Lorem ipsum \ndolor sit amet'|123.564532|3|true|12:20:34 AM\nconsectetur \"adipiscing\" elit|NULL|2|false|CODE
LOWarrow-csv/src/writer.rs870 "'Lorem ipsum \ndolor sit amet'|123.564532|3|true|12:20:34 AM\nconsectetur \"adipiscing\" elit|NULL|2|false|CODE
LOWarrow-csv/src/writer.rs893 "c1,c2,c3,c4,c6\n\"Lorem ipsum \ndolor sit amet\",123.564532,3,true,00:20:34\n\"consectetur $\"adipiscing$\"CODE
LOWarrow-csv/src/writer.rs893 "c1,c2,c3,c4,c6\n\"Lorem ipsum \ndolor sit amet\",123.564532,3,true,00:20:34\n\"consectetur $\"adipiscing$\"CODE
LOWarrow-avro/src/reader/mod.rs7278 "default": "lorem ipsum"CODE
LOWarrow-avro/src/reader/mod.rs7376 Some(&"\"lorem ipsum\"".to_string()),CODE
LOWarrow-avro/src/reader/mod.rs7377 "f3_0 should have \"lorem ipsum\" default value in metadata"CODE
LOWarrow-avro/src/reader/mod.rs7431 assert_eq!(f3_0_array.value(i), "lorem ipsum");CODE
Hyper-Verbose Identifiers19 hits · 19 pts
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LOWarrow-pyarrow-integration-testing/tests/test_sql.py188def test_type_roundtrip_pycapsule(pyarrow_type):CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py208def test_field_roundtrip_pycapsule(pyarrow_type):CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py220def test_field_metadata_roundtrip():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py247def test_primitive_python_pycapsule():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py343def test_fixed_len_binary_array():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py398def test_fixed_len_list_array():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py522def test_empty_recordbatch_with_row_count():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py570def test_record_batch_reader_pycapsule():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py598def test_record_batch_reader_error():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py620def test_record_batch_pycapsule():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py709def test_table_error_inconsistent_schema():CODE
LOWarrow-pyarrow-integration-testing/tests/test_sql.py723def test_reject_other_classes():CODE
LOW.github/ci/scripts/check-ci-config.py231 def test_current_configuration(self):CODE
LOW.github/ci/scripts/check-ci-config.py235 def test_configuration_regressions(self):CODE
LOWparquet/pytest/test_parquet_integration.py52def create_spark_df_with_arrays(n):CODE
LOWparquet/pytest/test_parquet_integration.py73def create_data_and_pandas_df(n):CODE
LOWparquet/pytest/test_parquet_integration.py104def get_show_filter_cli_output(output_dir, col_name, test_values):CODE
LOWparquet/pytest/test_parquet_integration.py133 def test_pyspark_bloom_filter(self, n):CODE
LOWparquet/pytest/test_parquet_integration.py139 def test_bloom_filter_round_trip(self, n):CODE
Self-Referential Comments4 hits · 12 pts
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MEDIUMarrow-array/src/array/union_array.rs46/// ## Create a dense UnionArray `[1, 3.2, 34]`COMMENT
MEDIUMarrow-array/src/array/union_array.rs85/// ## Create a sparse UnionArray `[1, 3.2, 34]`COMMENT
MEDIUMarrow-pyarrow-integration-testing/tests/test_sql.py529 # Create an empty schema with no fieldsCOMMENT
MEDIUMarrow-flight/examples/data/gen_certs.sh17# Create a self-signed root CACOMMENT
Slop Phrases3 hits · 9 pts
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MEDIUM…chema/src/extension/canonical/timestamp_with_offset.rs48/// It's worth noting that the data source needs to resolve timezone strings such as `UTC` orCOMMENT
MEDIUMarrow-row/src/lib.rs1179 /// // into convert_rows, this is done for demonstration purposes onlyCOMMENT
MEDIUMparquet/src/arrow/arrow_writer/mod.rs1032/// // Note: This is for demonstration purposes, a thread-pool e.g. rayon or tokio, would be better.COMMENT
Modern AI Meta-Vocabulary1 hit · 3 pts
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MEDIUMarrow-array/src/array/list_array.rs1209 // test scaffoldCOMMENT
TODO Padding1 hit · 2 pts
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LOWarrow-array/src/record_batch.rs738 // TODO: implement `TryFrom` trait, onceCOMMENT
Deep Nesting1 hit · 1 pts
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LOW.github/ci/scripts/check-ci-config.py80CODE