EXCEEDS logo
Exceeds
Heidi Han

PROFILE

Heidi Han

Over 15 months, contributed to core data infrastructure in the oap-project/velox and facebookincubator/velox repositories, building advanced type systems, analytics functions, and robust error handling. Developed features such as BigintEnum and KHyperLogLog types, enabling expressive queries and scalable cardinality estimation for large datasets. Enhanced the type parser and serialization logic for Presto SQL compatibility, and improved test reliability and code maintainability through targeted refactors. Leveraged C++ and Python for backend development, focusing on template programming, parser design, and unit testing. The work emphasized reliability, maintainability, and seamless integration across distributed data processing and analytics pipelines.

Overall Statistics

Feature vs Bugs

77%Features

Repository Contributions

40Total
Bugs
6
Commits
40
Features
20
Lines of code
10,752
Activity Months15

Work History

June 2026

1 Commits • 1 Features

Jun 1, 2026

June 2026: Delivered enum type serialization for Presto SQL in Velox, enabling proper handling of BIGINT_ENUM and VARCHAR_ENUM result columns. The output is deterministic and TypeSignature-compatible, with case-insensitive parsing of enum kinds. Centralized enum type logic via EnumTypeBase to simplify maintenance. Added Base32 encoding path for VARCHAR_ENUM values to align with Presto's TypeSignature encoding. Fixed a blocker where toSql previously raised VELOX_UNSUPPORTED for enum kinds, enabling reliable round-tripping of enum data to clients. PR references: 17717; Differential D107405785; review by mbasmanova.

May 2026

1 Commits • 1 Features

May 1, 2026

May 2026 performance summary for IBM/velox. Focused feature delivery in EnumTypeBase to support forward-map key-name lookups directly from TypePtr. Implemented valueAt() to return the enum value for a given key (or nullopt) and containsKey() to check for key presence. This addition completes API parity with the existing reverse-map lookups and eliminates the need to reach into TypeParameter internals, aiding Axiom's enum type resolution and overall maintainability.

April 2026

3 Commits • 1 Features

Apr 1, 2026

April 2026 monthly summary for facebookincubator/velox: Delivered structured improvements to error reporting and message formatting, focusing on preserving static error templates, enhancing error categorization for field-not-found scenarios, and ensuring macro-based errors capture templates and arguments without pre-formatting. These changes improve observability, automation, and triage efficiency across core Velox components.

February 2026

1 Commits

Feb 1, 2026

February 2026 (2026-02) performance summary for facebookincubator/velox: Focused on stabilizing test reliability for KHyperLogLog (KHLL). Delivered a targeted fix to reduce flakiness in the KHLL uniquenessDistribution test by adjusting the tolerance for bucket comparisons when the expected count is low, replacing strict zero tolerance with a robust 2/size tolerance. The change reduces CI noise and accelerates development velocity for KHLL-related features.

December 2025

10 Commits • 5 Features

Dec 1, 2025

December 2025: Delivered end-to-end KHyperLogLog (KHLL) enablement in Velox, focusing on core refactors, utilities, aggregates, and scalar UDFs, with a strong emphasis on performance, reliability, and reusable abstractions. KHLL work establishes scalable cardinality estimation for large datasets and distributed queries, with robust build/test integration. Key impacts include: 1) KHLL core refactor and templating enabling reuse and performance (HllAccumulator moved to HllUtils and templated with TAllocator); 2) KHLL utilities added to improve cardinality estimation; 3) KHLL aggregates introduced via khyperloglog_agg with merge support; 4) KHLL scalar UDFs added for practical analytics (intersection_cardinality, jaccard_index, uniqueness_distribution, reidentification_potential, merge_khll); 5) robustness and correctness improvements (deserialize now returns Status; explicit int64->double conversions fixed); and 6) build/testing and compatibility improvements to ensure reliable CI and fuzzing alignment. Technologies/skills demonstrated include: C++, template programming, allocator-based memory management, distributed aggregation design, UDF framework integration, build system (CMake) improvements, and rigorous testing practices for correctness and reliability.

November 2025

1 Commits • 1 Features

Nov 1, 2025

November 2025 monthly summary focused on Velox feature work and business impact. Delivered a new KHyperLogLog custom type to enhance analytics and cardinality estimation on large datasets. Implemented tests and type registration to ensure seamless integration with the existing Velox type system and query engine. Code changes are captured in commit c13d6695a8449092453d8551abbb1a2b454520e3, associated with PR #15199 and differential revision D84854998, reviewed by natashasehgal. Groundwork laid for subsequent KHyperLogLog-specific functions and optimizations in upcoming diffs.

October 2025

1 Commits • 1 Features

Oct 1, 2025

October 2025: Focused on expanding TypeParser resilience for enum type names and improving parsing fidelity across complex type signatures. Implemented a robust update to TypeParser to support special characters in enum names, aligned with Presto Java TypeSignature.parseTypeSignature, and reinforced parsing rules with updated lexer/parser and tests. This work underpins accurate query planning and reduces parsing-related failures when handling complex type definitions.

September 2025

5 Commits • 1 Features

Sep 1, 2025

September 2025 monthly summary for oap-project/velox. Focused on reliability improvements in numeric parsing and expanding enum-based typing to support analytics workloads. Delivered a fix for integer parsing overflow and introduced VarcharEnum type support across the type system and Presto integration, with tests and expanded compatibility. This work enhances data correctness, modeling flexibility, and Presto query reliability.

August 2025

6 Commits • 1 Features

Aug 1, 2025

August 2025 (Month: 2025-08) delivered end-to-end BigintEnum support in Velox, enabling robust use of large-range enumerations in analytics workloads. The work included a new BigintEnum type with registration, handling, and casting, plus parsing support for BigintEnumType strings. The integration with SignatureBinder now allows BigintEnum as a function argument, enabling safer and more expressive queries. A new enum_key function was added to retrieve the string representation of enum values, simplifying downstream reporting and UI labeling. To support long-term maintainability and PrestoSQL compatibility, the type parsing path was refactored and relocated to a centralized module (functions/prestosql/types/parser), and new type parameter kinds (kLongEnumLiteral, kVarcharEnumLiteral) were introduced to support enum literals and parameterization. These changes lay the groundwork for future extension and easier maintenance across the Velox-PrestoSQL bridge. Impact and value: Enhanced type safety and query expressiveness for enum values reduces runtime errors and casting surprises, enabling analytics teams to model and compare large enumerations directly in their queries. The refactor improves developer velocity and maintainability by modularizing the type system and aligning with PrestoSQL conventions. Technologies/skills demonstrated: advanced type system design, parser modularization, module refactor for PrestoSQL alignment, function binding integration (SignatureBinder), and UDF extension (enum_key).

July 2025

2 Commits • 1 Features

Jul 1, 2025

Monthly summary for 2025-07 (oap-project/velox): Delivered two key code improvements that enhance reliability and maintainability, with measurable impact on build cleanliness and developer onboarding.

May 2025

3 Commits • 1 Features

May 1, 2025

May 2025: Delivered three focused updates in oap-project/velox that enhance reliability, correctness, and user experience. Refactored error handling to present user-facing messages for invalid input during Velox expression casting, added precise unescaping for JSON elements in array_join, and robustly handled edge cases for Array_min_by / Array_max_by with accompanying unit tests. These changes reduce support load, improve data quality for downstream analytics, and demonstrate strong C++ error handling, JSON processing, and test coverage.

April 2025

1 Commits • 1 Features

Apr 1, 2025

Monthly work summary for 2025-04 focusing on delivering a mapping from system config request_data_sizes_max_wait_sec to the query configuration within prestodb/presto, updates to query context management, and tests. This feature ensures the maximum wait time for data sizes is correctly applied to query contexts, improving reliability for large result sets and performance predictability. Key changes include code updates to the main query context manager and accompanying tests. Commit: 93a4521cf970141f8543730e0aee28d78749f06a (PR #24977).

March 2025

3 Commits • 3 Features

Mar 1, 2025

March 2025 highlights for oap-project/velox: delivered three key capabilities that improve tunability, testing fidelity, and library functionality. The changes enable session-property controlled timeouts for exchange requests related to data sizes; introduce a realistic phone number input generator for fuzz testing; and extend Velox with array_max_by and array_min_by utilities with multi-type support and tests. These workstreams enhance reliability, flexibility, and coverage across data processing and testing pipelines.

February 2025

1 Commits • 1 Features

Feb 1, 2025

February 2025 — Velox writer fuzzer enhancement delivering overlapping bucket and sort columns support, expanding test coverage for sorting and bucketing. Implemented generateSortColumns to handle selection of overlapping and new sort columns, broadening fuzzing scenarios. The primary commit enabling this feature is 710d4492687e86d17e496f3d65f16d6b6ea7881f (feat(fuzzer): Allow bucket columns to overlap as sort columns in writer fuzzer). No major bug fixes reported this month.

November 2024

1 Commits • 1 Features

Nov 1, 2024

2024-11 Monthly Summary (Velox project) - Focused on enabling JSON-aware analysis by delivering ArrayJoin support for JSON types, expanding data processing capabilities for JSON data, alongside solid test coverage and type integration.

Activity

Loading activity data...

Quality Metrics

Correctness97.4%
Maintainability90.0%
Architecture94.2%
Performance84.6%
AI Usage23.0%

Skills & Technologies

Programming Languages

BisonC++CMakeFlexJavaScriptLexPythonRST

Technical Skills

AI-Assisted DevelopmentAggregate FunctionsAlgorithmAlgorithm DesignAlgorithmsBackend DevelopmentBuild System ManagementC++C++ DevelopmentC++ developmentCode OrganizationCode RefactoringCodebase MaintenanceData AggregationData Engineering

Repositories Contributed To

4 repos

Overview of all repositories you've contributed to across your timeline

oap-project/velox

Nov 2024 Nov 2025
9 Months active

Languages Used

C++JavaScriptCMakeBisonFlexRSTPythonLex

Technical Skills

Backend DevelopmentC++Data EngineeringSQLFuzzingAlgorithms

facebookincubator/velox

Dec 2025 Jun 2026
4 Months active

Languages Used

C++

Technical Skills

Aggregate FunctionsAlgorithm DesignC++C++ developmentData AggregationData Processing

prestodb/presto

Apr 2025 Apr 2025
1 Month active

Languages Used

C++

Technical Skills

Backend DevelopmentC++ DevelopmentSystem Configuration

IBM/velox

May 2026 May 2026
1 Month active

Languages Used

C++

Technical Skills

C++software developmentunit testing