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Scott Cao

Developer

Scott Cao

scottcao@meta.com

147 commits~3 files/commit

Performance

YoY:+263%
2026Previous year

Insights

Key patterns and highlights from this developer's activity.

Peak MonthMar'26166 performance
Growth Trend↓22%vs prior period
Avg Files/Commit3files per commit
Active Days76of 455 days
Top Repobuck2147 commits

Effort Over Time

Breakdown of growth, maintenance, and fixes effort over time.

Bug Behavior

Beta

Bugs introduced vs. fixed over time.

Investment Quality

Beta

Reclassifies engineering effort based on bug attribution. Commits that introduced bugs are retrospectively counted as poor investments.

63%Productive TimeGrowth 75% + Fixes 25%
34%Maintenance Time
3%Wasted Time
How it works

Methodology

Investment Quality reclassifies engineering effort based on bug attribution data. Commits identified as buggy origins (those that introduced bugs later fixed by someone) have their grow and maintenance time moved into the Wasted Time category. Their waste (fix commits) remains counted as productive. All other commits retain their standard classification: grow is productive, maintenance is maintenance, and waste (fixes) is productive.

Relationship to Growth / Maintenance / Fixes

The standard model classifies commits as Growth, Maintenance, or Fixes. Investment Quality adds a quality lens: a commit that introduced a bug is retrospectively counted as a poor investment — the engineering time spent on it was wasted because it ultimately required additional fix work. Fix commits (Fixes in the standard model) are reframed as productive, because fixing bugs is valuable work.

Proposed API Endpoint

Currently computed client-side from commit and bug attribution data. Ideal server-side endpoint:

POST /v1/organizations/{orgId}/investment-quality
Content-Type: application/json

Request:
{
  "startTime": "2025-01-01T00:00:00Z",
  "endTime": "2025-12-31T23:59:59Z",
  "bucketSize": "BUCKET_SIZE_MONTH",
  "groupBy": ["repository_id" | "deliverer_email"]
}

Response:
{
  "productivePct": 74,
  "maintenancePct": 18,
  "wastedPct": 8,
  "buckets": [
    {
      "bucketStart": "2025-01-01T00:00:00Z",
      "productive": 4.2,
      "maintenance": 1.8,
      "wasted": 0.6
    }
  ]
}

Recent Activity

Latest analyzed commits from this developer.

HashMessageDateFilesEffort
e26e187This commit introduces **periodic checks** within the **Buck2 daemon** to monitor the accessibility of the project's working directory. It logs **soft errors** when the directory becomes inaccessible or recovers, providing crucial data on the frequency and recoverability of such issues. This **new capability** in `app/buck2_daemon/src/daemon.rs` (specifically in `run` and `check_daemon_dirs_thread`) aims to gather insights into stale working directories, particularly with temporary checkouts. The collected data will inform future decisions on whether to implement immediate daemon shutdowns for these scenarios, ultimately enhancing the **daemon's robustness and error handling**.Mar 241grow
4b3d3bcThis commit introduces a **new test case** to the **Buck2 daemon testing suite**, specifically `test_daemon_survives_checkout_removal.py`, to verify that the **Buck2 daemon** remains active even after its associated source code checkout is removed. This **maintenance** work confirms an existing and expected behavior of the daemon's lifecycle, ensuring its stability under various conditions. Additionally, the `tests/e2e_util/buck_workspace.py` utility is **refactored** to extract Eden checkout removal logic into a dedicated `eden_remove` function, improving the modularity and reusability of test cleanup operations. This enhances the robustness and clarity of **Buck2's end-to-end testing infrastructure** by providing a clearer separation of concerns in test utilities.Mar 245maint
13de6c5This commit **refactors and enhances the installer tests** for the `buck install` command by **migrating them to a sandboxed environment** (`inplace=False`) within the `tests/core/install` directory. Previously, these tests ran `inplace=True` due to challenges in building GRPC-enabled installers with a basic prelude. The change introduces a **new testing strategy** where the installer is pre-built as an artifact and then passed to the end-to-end tests, ensuring proper isolation and accurate testing of `buck install` functionality. This significantly **improves the robustness and correctness** of the **Buck installer testing suite** by providing a more realistic test setup.Mar 239maint
c27aa2dThis commit **improves the reliability and timeliness of Out-Of-Memory (OOM) detection** for the **Buck2 daemon** by the Buck2 client. Instead of waiting for the daemon to report its cgroup path, the client now proactively determines the daemon's cgroup path directly from its process ID. This **feature enhancement** centralizes the OOM detection logic within the `buck2_client_ctx` module, specifically in `EventsCtx`, allowing for earlier and more independent OOM event handling. The change primarily impacts the **daemon client connection, event streaming, and OOM subscriber subsystems**, ensuring the client can react to daemon OOMs more promptly.Mar 2110grow
8b6b015This commit introduces a **new debug command**, `buck2 debug crash oom`, designed to **simulate Out-Of-Memory (OOM) conditions** within the Buck2 daemon for testing purposes. It extends the `buck2_cli_proto/daemon.proto` with an `Oom` crash type and implements both client-side and server-side logic in `buck2_cmd_debug_client` and `buck2_server` respectively, to allocate a specified amount of memory and generate pressure. This **testing utility** allows developers to validate Buck2's OOM detection and handling mechanisms, and includes new OS-specific utilities for retrieving system page size.Mar 218grow
a65c72eThis commit introduces a **new capability** for the `buck2` client to accurately detect and report when its daemon process is terminated by an OOM killer. Previously, such events resulted in a generic daemon disconnect error; now, the **`buck2_client_ctx`** module includes new logic to parse `dmesg` logs and identify OOM-related daemon kills via the new `oom.rs` subscriber. This enhancement to **error reporting** updates the **`buck2_data`** and **`buck2_error`** modules with a specific `DAEMON_OOM_KILLED` tag and `FatalOom` exit code. The change provides clearer diagnostic messages to users and enables better telemetry for memory-related daemon failures.Mar 208grow
da17435This commit **introduces a new `pagable_transition_alias` rule** and applies it to the `fbcode//buck2:buck2` target, resolving a critical build configuration conflict. This **build system enhancement** ensures that `buck2` is always built with pagable enabled, even when its parent target (like an `antlir` VM test) has pagable disabled. The change in `defs.bzl` adds the necessary Starlark functions to define this new alias type, allowing **E2e VM tests** that depend on both `buck2` and `antlir` to compile successfully. This provides a robust mechanism for enforcing specific build configurations on critical targets, preventing compilation failures due to conflicting dependency requirements.Mar 202grow
bcb88c2Refactor graph traversal for sketchesMar 121–
87a8e0aThis commit introduces a new **feature** by adding the `parse_legacy_config_list_property` asynchronous function to the `HasLegacyConfigs` trait within the **`buck2_common`** crate's `legacy_configs` subsystem. This helper specifically enables the parsing of **legacy configuration properties that are lists of values**, complementing existing functionality for single-value properties. It provides a convenient and dedicated utility for handling list-based configurations, simplifying future development and improving code clarity when interacting with legacy settings.Mar 111grow
798184fThis commit introduces a **new capability** to the **`ArtifactGroupValues`** component within `buck2_build_api` by adding the `iter_many` method. This method enables **efficient iteration over multiple artifact groups** (specifically `tsets`), automatically handling the deduplication of shared child artifacts. The change improves the performance and resource utilization of artifact processing workflows by providing a streamlined way to process aggregated artifact data. This enhancement is foundational for future optimizations, such as efficiently computing artifact size and count sketches across multiple `ArtifactGroupValues`.Mar 111grow
8cd365fThis commit provides a **bug fix** to prevent the **action graph sketch** from unintentionally generating **detailed top-level metrics** and **command-level overall sketches** when they are not explicitly requested. It **refactors** the `build` command within `app/buck2_server_commands/src/build.rs` to decouple sketch computation from aggregated metrics, ensuring these are only produced on demand. Additionally, the `bxl` and `test` commands in `app/buck2_bxl/src/command.rs` and `app/buck2_test/src/command.rs` are updated to correctly suppress this unrequested metric generation. This change improves efficiency by avoiding unnecessary metric computation across key Buck2 operations.Mar 1111waste
a3e87eeThis commit introduces a **new capability** to expose the `allprocs_cgroup_path` through the `buck2` daemon's status reporting. It **modifies the `StatusResponse` protobuf message** in `app/buck2_cli_proto/daemon.proto` to include an optional `allprocs_cgroup_path` field. The `buck2_server` daemon now populates this field by retrieving the cgroup path from its memory tracker, enabling the `buck2` client to access this information upon daemon startup. Consequently, users can now view the `allprocs_cgroup_path` directly in the output of the `buck2 status` command, enhancing **diagnosability** and client-side awareness of the daemon's cgroup configuration.Mar 113grow
fd6b70dThis commit **refactors** the `materializer` subsystem by correcting the behavior of the `get_artifact_entries_for_materialized_paths` function within `buck2_execute` and `buck2_execute_impl`. The parameter `fetch_projected_artifact_entries`, which was intended to fetch root artifact entries for subpaths, was incorrectly designed to fetch projected artifact entries. It has been **renamed** to `fetch_root_artifact_entries_for_subpaths` to accurately reflect its purpose. This **correction** ensures that the `materializer` now retrieves the correct root artifact entries for projected artifacts, simplifying the internal code path and properly laying the groundwork for future features like artifact count and size sketches.Mar 115maint
796e777This commit addresses a **minor textual error** by correcting a typo within the codebase. It represents a **maintenance fix** aimed at improving the overall clarity and correctness of documentation, comments, or user-facing messages. While the specific location of the typo is not detailed, this change contributes to the general quality and readability of the project. The impact is primarily on textual accuracy, with no expected functional changes to any specific module or feature.Mar 82–
4a50ec9This commit introduces a **new capability** to the **materializer subsystem**, extending the `get_artifact_entries_for_materialized_paths` API to support fetching entries for **projected artifact subpaths**. With the new `fetch_projected_artifact_entries` parameter, the materializer can now traverse materialized directories to locate and return entries for specific subpaths (e.g., `src/subdir/file.txt`) within a larger artifact, rather than just the root artifact. This enhancement is crucial for **correctly implementing artifact path sketching for projected artifacts**, enabling more precise resolution of individual files within materialized directory structures. The `run` action implementation is updated to accommodate this API change, explicitly setting the new parameter to `false` for its current usage.Mar 56maint
c254eb7This commit **adds a new unit test** to verify the functionality of `get_artifact_entries_for_materialized_paths` within the **deferred materializer's command processor** in `buck2_execute_impl`. To facilitate this, new testing utility methods, `testing_declare_existing_full` and `testing_get_artifact_entries_for_materialized_paths`, are introduced to the `command_processor.rs` file. This **new test** ensures the correct retrieval of artifact entries for materialized paths, thereby **improving the reliability** and test coverage of the materialization subsystem.Mar 52grow
b3608deThis commit introduces **unit tests** for the `calc_output_count_and_bytes` function within the **`buck2_execute` module**, specifically in `output_size.rs`. These tests cover various scenarios, including multiple files, nested directories, symlinks, and accurate physical disk size calculations, ensuring the correctness of output size estimations. This **quality assurance** work improves the reliability of Buck2's execution phase by verifying a critical utility function. Additionally, it updates the `app/buck2_execute/BUCK` file to add `tempfile` as a necessary test dependency for these Rust tests.Mar 43maint
ed33860This commit **enhances** the **Buck2 execution and build API** by modifying the `calc_output_count_and_bytes` function to optionally account for symlinks. A new `include_symlinks` parameter is introduced to the `OutputSize` trait and its implementations, allowing for more precise control over how output counts and bytes are calculated, particularly for directories. This **feature addition** and **refactoring** updates all existing call sites within `buck2_build_api` and `buck2_execute_impl` to explicitly set `include_symlinks = false`, maintaining current behavior while laying the groundwork for future artifact path sketch calculations that require symlink awareness.Mar 47grow
20335f7This commit implements a **bug fix** within the **remote execution (RE) logging system** of `buck2_execute`. It modifies the `to_proto` function in `app/buck2_execute/src/execute/kind.rs` to **always include `use_case` and `platform` details** when converting RE action data to its protobuf representation. Previously, these critical details were being omitted, appearing as null, which hindered **non-deterministic action analysis**. By ensuring these details are preserved, the change significantly improves the **observability and debuggability** of remote execution actions, providing essential context for future analysis.Mar 41waste
50e0628This commit introduces a **new observability feature** by logging the daemon's cgroup path. It **extends the `SystemInfo` protocol buffer message** in `app/buck2_data/data.proto` with an optional `daemon_cgroup_path` field. The **`buck2_server` daemon** then populates this field within its `system_info` method, ensuring that the cgroup path is included in the `SystemInfo` event sent to clients at the beginning of each command. This enhancement provides crucial context for **monitoring and debugging daemon resource management**.Mar 22grow
e26e187Mar 24

This commit introduces **periodic checks** within the **Buck2 daemon** to monitor the accessibility of the project's working directory. It logs **soft errors** when the directory becomes inaccessible or recovers, providing crucial data on the frequency and recoverability of such issues. This **new capability** in `app/buck2_daemon/src/daemon.rs` (specifically in `run` and `check_daemon_dirs_thread`) aims to gather insights into stale working directories, particularly with temporary checkouts. The collected data will inform future decisions on whether to implement immediate daemon shutdowns for these scenarios, ultimately enhancing the **daemon's robustness and error handling**.

1 filesgrow
4b3d3bcMar 24

This commit introduces a **new test case** to the **Buck2 daemon testing suite**, specifically `test_daemon_survives_checkout_removal.py`, to verify that the **Buck2 daemon** remains active even after its associated source code checkout is removed. This **maintenance** work confirms an existing and expected behavior of the daemon's lifecycle, ensuring its stability under various conditions. Additionally, the `tests/e2e_util/buck_workspace.py` utility is **refactored** to extract Eden checkout removal logic into a dedicated `eden_remove` function, improving the modularity and reusability of test cleanup operations. This enhances the robustness and clarity of **Buck2's end-to-end testing infrastructure** by providing a clearer separation of concerns in test utilities.

5 filesmaint
13de6c5Mar 23

This commit **refactors and enhances the installer tests** for the `buck install` command by **migrating them to a sandboxed environment** (`inplace=False`) within the `tests/core/install` directory. Previously, these tests ran `inplace=True` due to challenges in building GRPC-enabled installers with a basic prelude. The change introduces a **new testing strategy** where the installer is pre-built as an artifact and then passed to the end-to-end tests, ensuring proper isolation and accurate testing of `buck install` functionality. This significantly **improves the robustness and correctness** of the **Buck installer testing suite** by providing a more realistic test setup.

9 filesmaint
c27aa2dMar 21

This commit **improves the reliability and timeliness of Out-Of-Memory (OOM) detection** for the **Buck2 daemon** by the Buck2 client. Instead of waiting for the daemon to report its cgroup path, the client now proactively determines the daemon's cgroup path directly from its process ID. This **feature enhancement** centralizes the OOM detection logic within the `buck2_client_ctx` module, specifically in `EventsCtx`, allowing for earlier and more independent OOM event handling. The change primarily impacts the **daemon client connection, event streaming, and OOM subscriber subsystems**, ensuring the client can react to daemon OOMs more promptly.

10 filesgrow
8b6b015Mar 21

This commit introduces a **new debug command**, `buck2 debug crash oom`, designed to **simulate Out-Of-Memory (OOM) conditions** within the Buck2 daemon for testing purposes. It extends the `buck2_cli_proto/daemon.proto` with an `Oom` crash type and implements both client-side and server-side logic in `buck2_cmd_debug_client` and `buck2_server` respectively, to allocate a specified amount of memory and generate pressure. This **testing utility** allows developers to validate Buck2's OOM detection and handling mechanisms, and includes new OS-specific utilities for retrieving system page size.

8 filesgrow
a65c72eMar 20

This commit introduces a **new capability** for the `buck2` client to accurately detect and report when its daemon process is terminated by an OOM killer. Previously, such events resulted in a generic daemon disconnect error; now, the **`buck2_client_ctx`** module includes new logic to parse `dmesg` logs and identify OOM-related daemon kills via the new `oom.rs` subscriber. This enhancement to **error reporting** updates the **`buck2_data`** and **`buck2_error`** modules with a specific `DAEMON_OOM_KILLED` tag and `FatalOom` exit code. The change provides clearer diagnostic messages to users and enables better telemetry for memory-related daemon failures.

8 filesgrow
da17435Mar 20

This commit **introduces a new `pagable_transition_alias` rule** and applies it to the `fbcode//buck2:buck2` target, resolving a critical build configuration conflict. This **build system enhancement** ensures that `buck2` is always built with pagable enabled, even when its parent target (like an `antlir` VM test) has pagable disabled. The change in `defs.bzl` adds the necessary Starlark functions to define this new alias type, allowing **E2e VM tests** that depend on both `buck2` and `antlir` to compile successfully. This provides a robust mechanism for enforcing specific build configurations on critical targets, preventing compilation failures due to conflicting dependency requirements.

2 filesgrow
bcb88c2Mar 12

Refactor graph traversal for sketches

1 files–
87a8e0aMar 11

This commit introduces a new **feature** by adding the `parse_legacy_config_list_property` asynchronous function to the `HasLegacyConfigs` trait within the **`buck2_common`** crate's `legacy_configs` subsystem. This helper specifically enables the parsing of **legacy configuration properties that are lists of values**, complementing existing functionality for single-value properties. It provides a convenient and dedicated utility for handling list-based configurations, simplifying future development and improving code clarity when interacting with legacy settings.

1 filesgrow
798184fMar 11

This commit introduces a **new capability** to the **`ArtifactGroupValues`** component within `buck2_build_api` by adding the `iter_many` method. This method enables **efficient iteration over multiple artifact groups** (specifically `tsets`), automatically handling the deduplication of shared child artifacts. The change improves the performance and resource utilization of artifact processing workflows by providing a streamlined way to process aggregated artifact data. This enhancement is foundational for future optimizations, such as efficiently computing artifact size and count sketches across multiple `ArtifactGroupValues`.

1 filesgrow
8cd365fMar 11

This commit provides a **bug fix** to prevent the **action graph sketch** from unintentionally generating **detailed top-level metrics** and **command-level overall sketches** when they are not explicitly requested. It **refactors** the `build` command within `app/buck2_server_commands/src/build.rs` to decouple sketch computation from aggregated metrics, ensuring these are only produced on demand. Additionally, the `bxl` and `test` commands in `app/buck2_bxl/src/command.rs` and `app/buck2_test/src/command.rs` are updated to correctly suppress this unrequested metric generation. This change improves efficiency by avoiding unnecessary metric computation across key Buck2 operations.

11 fileswaste
a3e87eeMar 11

This commit introduces a **new capability** to expose the `allprocs_cgroup_path` through the `buck2` daemon's status reporting. It **modifies the `StatusResponse` protobuf message** in `app/buck2_cli_proto/daemon.proto` to include an optional `allprocs_cgroup_path` field. The `buck2_server` daemon now populates this field by retrieving the cgroup path from its memory tracker, enabling the `buck2` client to access this information upon daemon startup. Consequently, users can now view the `allprocs_cgroup_path` directly in the output of the `buck2 status` command, enhancing **diagnosability** and client-side awareness of the daemon's cgroup configuration.

3 filesgrow
fd6b70dMar 11

This commit **refactors** the `materializer` subsystem by correcting the behavior of the `get_artifact_entries_for_materialized_paths` function within `buck2_execute` and `buck2_execute_impl`. The parameter `fetch_projected_artifact_entries`, which was intended to fetch root artifact entries for subpaths, was incorrectly designed to fetch projected artifact entries. It has been **renamed** to `fetch_root_artifact_entries_for_subpaths` to accurately reflect its purpose. This **correction** ensures that the `materializer` now retrieves the correct root artifact entries for projected artifacts, simplifying the internal code path and properly laying the groundwork for future features like artifact count and size sketches.

5 filesmaint
796e777Mar 8

This commit addresses a **minor textual error** by correcting a typo within the codebase. It represents a **maintenance fix** aimed at improving the overall clarity and correctness of documentation, comments, or user-facing messages. While the specific location of the typo is not detailed, this change contributes to the general quality and readability of the project. The impact is primarily on textual accuracy, with no expected functional changes to any specific module or feature.

2 files–
4a50ec9Mar 5

This commit introduces a **new capability** to the **materializer subsystem**, extending the `get_artifact_entries_for_materialized_paths` API to support fetching entries for **projected artifact subpaths**. With the new `fetch_projected_artifact_entries` parameter, the materializer can now traverse materialized directories to locate and return entries for specific subpaths (e.g., `src/subdir/file.txt`) within a larger artifact, rather than just the root artifact. This enhancement is crucial for **correctly implementing artifact path sketching for projected artifacts**, enabling more precise resolution of individual files within materialized directory structures. The `run` action implementation is updated to accommodate this API change, explicitly setting the new parameter to `false` for its current usage.

6 filesmaint
c254eb7Mar 5

This commit **adds a new unit test** to verify the functionality of `get_artifact_entries_for_materialized_paths` within the **deferred materializer's command processor** in `buck2_execute_impl`. To facilitate this, new testing utility methods, `testing_declare_existing_full` and `testing_get_artifact_entries_for_materialized_paths`, are introduced to the `command_processor.rs` file. This **new test** ensures the correct retrieval of artifact entries for materialized paths, thereby **improving the reliability** and test coverage of the materialization subsystem.

2 filesgrow
b3608deMar 4

This commit introduces **unit tests** for the `calc_output_count_and_bytes` function within the **`buck2_execute` module**, specifically in `output_size.rs`. These tests cover various scenarios, including multiple files, nested directories, symlinks, and accurate physical disk size calculations, ensuring the correctness of output size estimations. This **quality assurance** work improves the reliability of Buck2's execution phase by verifying a critical utility function. Additionally, it updates the `app/buck2_execute/BUCK` file to add `tempfile` as a necessary test dependency for these Rust tests.

3 filesmaint
ed33860Mar 4

This commit **enhances** the **Buck2 execution and build API** by modifying the `calc_output_count_and_bytes` function to optionally account for symlinks. A new `include_symlinks` parameter is introduced to the `OutputSize` trait and its implementations, allowing for more precise control over how output counts and bytes are calculated, particularly for directories. This **feature addition** and **refactoring** updates all existing call sites within `buck2_build_api` and `buck2_execute_impl` to explicitly set `include_symlinks = false`, maintaining current behavior while laying the groundwork for future artifact path sketch calculations that require symlink awareness.

7 filesgrow
20335f7Mar 4

This commit implements a **bug fix** within the **remote execution (RE) logging system** of `buck2_execute`. It modifies the `to_proto` function in `app/buck2_execute/src/execute/kind.rs` to **always include `use_case` and `platform` details** when converting RE action data to its protobuf representation. Previously, these critical details were being omitted, appearing as null, which hindered **non-deterministic action analysis**. By ensuring these details are preserved, the change significantly improves the **observability and debuggability** of remote execution actions, providing essential context for future analysis.

1 fileswaste
50e0628Mar 2

This commit introduces a **new observability feature** by logging the daemon's cgroup path. It **extends the `SystemInfo` protocol buffer message** in `app/buck2_data/data.proto` with an optional `daemon_cgroup_path` field. The **`buck2_server` daemon** then populates this field within its `system_info` method, ensuring that the cgroup path is included in the `SystemInfo` event sent to clients at the beginning of each command. This enhancement provides crucial context for **monitoring and debugging daemon resource management**.

2 filesgrow

Work Patterns

Beta

Commit activity distribution by hour and day of week. Shows when this developer is most active.

Collaboration

Beta

Developers who frequently work on the same files and symbols. Higher score means stronger code collaboration.

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