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measure: access-control feature table and separation screen (952 rows, 74 positive rows, 5 repositories); first ablation manifest registered
Three builds: the first two read 150 rows as empty (a producer bug,fcb43fd), the third is clean. The diff producer was blind to removed lines (537b61e). Screen: deletion_count 0.89 is the reversed-fix construction; on rows whose file lost lines entry_point_count 0.83 and caller_count 0.73 are the class signal; semantic covers 262 rows (TypeScript only). Repository folds assigned, leak audit recorded, manifest ac-ablation-1 registered for decision (five arms, about 35 dollars). Co-Authored-By: Claude Fable 5.1 <[email protected]>
This commit is contained in:
co-authored by
Claude Fable 5.1
parent
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# Access-control feature table and separation screen, no model calls (2026-10-13/14)
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## What was built
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`table.py` checks out the head of every change of the frozen access-control training pool (digest 53f9f364:
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5 fix pushes with 48 verified locations, 100 ordinary pushes, 5 repositories), enumerates the candidate rows
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(functions the push touched, plus the verified fix sites of a positive) and runs the four producers over them.
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Rows are labelled 1 at a verified fix site, 0 on an ordinary push. The screen scores every engineered feature alone
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against the label (ROC-AUC) and names the strongest feature per model annotation. Repositories are the clusters,
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and there are five, so the screen is a direction, not a result.
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The final table: 952 rows, 74 positive rows (62 functions; a function with two verified spans counts twice),
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878 negative rows, digest 02774edc (152a72ce with folds). Producer coverage: diff 952, source 933, semantic 262
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(the semantic producer handles TypeScript and JavaScript only; Java has no obligations support and PHP is
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unsupported), taxonomy 952 (a constant: it renders the family list, it is not a row feature).
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## It took three builds, and the first two printed plausible numbers
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1. **Build 1** (952 rows, source ok 783): the screen printed AUCs. 150 rows, 16%, every positive of trigger.dev
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among them, had read an empty file although git holds the blobs. The gate `source == 0` did not fire because
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most rows were fine.
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2. **Build 2**, after adding a checkout proof (`git status` clean after the sparse checkout is undone) and an
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unread-row gate (every unread row checked against `git cat-file -s`): the gate refused the table, the same
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150 rows. The checkout proof never fired, so the checkout was not the cause.
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3. The cause was a producer bug: the entry-point scan read every product file of the tree, one empty file raised
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`empty_source`, the exception escaped the cached property and failed the source producer on every row of
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the change, re-reading the whole tree per row (fcb43fd). **Build 3**: 0 unread rows, source ok 933; the 19
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remaining failures are files the push deleted (FileNotFoundError, 16) and three unparseable tsx files.
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A producer that fails on every row of whole changes while the same files read fine by hand is a producer bug,
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not disk or concurrency. The memory note carries it.
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## The diff producer was blind to the shape of this class
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A positive push here is the fix replayed backwards (base = fix commit, head = its parent). A fix that adds a
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permission check becomes a push that only removes lines, and the diff producer kept only hunks with added lines
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at head. In build 1, 38 of 74 positive rows had no hunk in their file at all and 69 of 74 were "not on a changed
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line", while 60% of ordinary rows were: the hunks annotation separated the labels by construction and showed
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the model nothing at the fix site. The producer (version 2, 537b61e) now records the head lines after which the
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push removed code; distance and on_changed_line count them; the model's hunks input renders them as
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`removed_after_line`; `diff.deletion_count` is an engineered feature. In build 3, 66 of 74 positive rows have a
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deletion anchor in their file and 12 are on a changed line.
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## Screen (build 3, `separation.csv`, `screen.csv`)
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| Annotation | Strongest feature | AUC | rows |
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|---|---|---|---|
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| hunks | diff.deletion_count | 0.89 | 952 |
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| obligations | semantic.obligations_undischarged | 0.76 | 262 |
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| callers | source.caller_count | 0.72 | 933 |
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| entry_points | source.entry_point_count | 0.71 | 933 |
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| roles | semantic.sinks | 0.17 | 46 |
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| function_text | source.span_lines | 0.36 | 933 |
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| change_summary | source.is_module | 0.36 | 933 |
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| def_use | semantic.binds | 0.36 | 262 |
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Read with care:
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- **deletion_count (0.89) and the low hunk_lines (0.15) are the construction, not the class.** Reversed fixes are
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deletion-heavy pushes with few added lines; ordinary pushes are not. Any feature that says "this push removed
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code and added little" separates these labels. `separation_deletion_rows.csv` repeats the screen on the 235
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rows whose file lost lines (66 positive, 169 negative, all 5 repositories): there deletion_count drops to 0.71,
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hunk_lines and hunk_count stay at 0.12 and 0.14, and **entry_point_count rises to 0.83, caller_count stays at
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0.73**. Those two are the class: the verified access-control sites are web entry points with callers.
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- **obligations_undischarged (0.76) rests on 8 positive rows from one repository** (trigger.dev; the semantic
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producer covers no Java or PHP). Not evidence yet.
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- **roles** scored 46 rows. The semantic annotation is absent for 80% of this pool.
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- `leak_audit.csv` is the same screen over the folded table (`ablation.leak_audit`), kept for the ablation record.
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## Folds and the first ablation manifest (registered, not run)
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Folds are repository-grouped (`ablation.assign_folds`, k=5, seed 0), one repository per fold: 0 p4-plugin (6
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positive rows), 1 dependency-track (4), 2 job-import (2), 3 shopper (54), 4 trigger.dev (8).
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`ablation.json` registers the first manifest in `~/ousast-results/hunt/ac-ablation-1/` for a decision: arms
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full, no-hunks, no-entry_points, no-callers, no-semantic; compile folds 0-2 (the Jenkins plugins), holdout 3-4
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(shopper and trigger.dev, 62 of the 74 positive rows); metric search_outcome at tolerance 10; one repeat; 8
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dollars and 1,500 calls per arm. The baseline cost 6.13 dollars for one arm over this pool, so this manifest is
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about 35 dollars. With 5 positive pushes `analyse` will report `dry_run`; the location-level numbers are what it
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can say.
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## Open questions for the maintainer
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- Whether the hunks annotation should be ablated at all while positives are reversed fixes, or whether the
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ordinary draw should be stratified by "push removed lines" so the construction signal cancels.
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- Whether to extend the semantic producer to Java (obligations) and PHP before the next class round; 80% of
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this pool gets no roles, def_use or obligations today.
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- The 21 access-control sources dropped by the disk guard and batch 2 (27 changes, 69 locations, awaiting the
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spot-check) would take positives past 40.
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## Files
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- `table.py`: the build (worktree per change, full checkout, producers, labels, gates, screen).
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- `summary.json`, `separation.csv`, `screen.csv`, `separation_deletion_rows.csv`, `leak_audit.csv`, `log.json`
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(per-change seconds and rows; the slowest ordinary change of shopper took 2,407 s in the repository-wide
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caller scan), `ablation.json`.
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- Table: `~/ousast-results/valid/train/work/ac-screen/table.jsonl` (94 MB) and `table_folds.jsonl`; builds 1 and
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2 kept beside it as `ac-screen-v1` and `ac-screen-v2-refused`.
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File diff suppressed because one or more lines are too long
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column,auc,n,note,annotation
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diff.distance,0.7519618922057947,935,,hunks
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diff.on_changed_line,0.26616080773256173,952,,hunks
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diff.hunk_count,0.26391368589546266,952,,hunks
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diff.hunk_lines,0.1529581973773318,952,,hunks
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diff.deletion_count,0.8854275687988672,952,,hunks
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source.span_lines,0.36404681748104334,933,,function_text
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source.is_module,0.3577462794575717,933,,change_summary
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source.caller_count,0.7206525501054023,933,,callers
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source.caller_files,0.7166567032690432,933,,callers
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source.entry_point_count,0.7070918415505144,933,,entry_points
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semantic.sources,0.6976744186046512,46,,roles
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semantic.sinks,0.17441860465116277,46,,roles
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semantic.sanitizers,0.4534883720930233,46,,roles
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semantic.binds,0.35999015748031493,262,,def_use
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semantic.calls,0.5642224409448819,262,,def_use
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semantic.obligations,0.7541830708661417,262,,obligations
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semantic.obligations_undischarged,0.7620570866141732,262,,obligations
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@@ -0,0 +1,737 @@
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||||||
|
"id": "shopperlabs-shopper-ordinary-886e671270b21aed8ab851b5b82a53fc6e87fbc6",
|
||||||
|
"repo": "shopperlabs/shopper",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 10.53,
|
||||||
|
"rows": 6
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "shopperlabs-shopper-ordinary-9313ed20032199988f571d7e655255819f7f6f04",
|
||||||
|
"repo": "shopperlabs/shopper",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 11.97,
|
||||||
|
"rows": 10
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "shopperlabs-shopper-ordinary-a0c5bd3a05a0fef58b9043273d6062124a3ecf8e",
|
||||||
|
"repo": "shopperlabs/shopper",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 48.67,
|
||||||
|
"rows": 29
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "shopperlabs-shopper-ordinary-a5a2760dc0c63872b55afec0e3d452df7989393b",
|
||||||
|
"repo": "shopperlabs/shopper",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 2444.46,
|
||||||
|
"rows": 27
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "shopperlabs-shopper-ordinary-b178fe37da1c31f9f0057f35fdf4145936a25138",
|
||||||
|
"repo": "shopperlabs/shopper",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 7.55,
|
||||||
|
"rows": 3
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "shopperlabs-shopper-ordinary-ceaea6a078025d4a7634d2646d27dde3f13b6f58",
|
||||||
|
"repo": "shopperlabs/shopper",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 6.82,
|
||||||
|
"rows": 2
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "shopperlabs-shopper-ordinary-fada4250aaf3350c1db92698259c54f9ae6b4bb0",
|
||||||
|
"repo": "shopperlabs/shopper",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 280.17,
|
||||||
|
"rows": 2
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "shopperlabs-shopper-ordinary-fcc3888151b9c43843c01f631870dfe7e8fd6329",
|
||||||
|
"repo": "shopperlabs/shopper",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 2.04,
|
||||||
|
"rows": 1
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-0eb72665259b13c2",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "vulnerability",
|
||||||
|
"seconds": 122.27,
|
||||||
|
"rows": 8
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-0e63f8317e7c8b472d8c9c7bb36ad3986d0238c7",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 91.01,
|
||||||
|
"rows": 19
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-22a7e33df74729c0a2dbd4b12d30c60378ec677f",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 25.82,
|
||||||
|
"rows": 2
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-2d569f64f8027bd2dde80ce14042542200f8fc7d",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 172.36,
|
||||||
|
"rows": 10
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-35298ac357d4717203cc181986d29109ae90e6cd",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 88.91,
|
||||||
|
"rows": 7
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-409388365eaaa9bb61eb4a9060e1fb46c8acc6a2",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 40.13,
|
||||||
|
"rows": 7
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-417ab876e3177ced4a4aa46c3de664b10950c6fe",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 46.5,
|
||||||
|
"rows": 7
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-478adb5d74d36f860f6f22d28ee18a299d692f45",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 41.79,
|
||||||
|
"rows": 3
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-4c42f6cc0b183a1435ec39d831892ca58b415008",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 357.99,
|
||||||
|
"rows": 33
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-55d85d0b2360cdeaecbf94f9fea8404cc5853acb",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 33.66,
|
||||||
|
"rows": 5
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-6be6c1816c2dd2dc09fc361f40be6af2a07c2de2",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 385.36,
|
||||||
|
"rows": 22
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-771937adf5d6b72943a006ec86b5bfe1057804e7",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 35.35,
|
||||||
|
"rows": 4
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-7ab437c8ad8ef1db66132157056cb59d94e763a8",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 741.52,
|
||||||
|
"rows": 39
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-87448ccaf23b7f99f505f953f2ae6fd6c3f3975c",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 27.53,
|
||||||
|
"rows": 3
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-9f29eb209042c4682f3fab90b4036dba300ea892",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 123.69,
|
||||||
|
"rows": 10
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-bfa902bd1822812e8f0aaf0d6831414dc70c13aa",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 354.28,
|
||||||
|
"rows": 45
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-cd518683c8c7830176bb1f9efdcbfe4b03d79457",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 13.76,
|
||||||
|
"rows": 1
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-cf4aa7e918eb6c3634b7dc8827b21be246519591",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 75.25,
|
||||||
|
"rows": 7
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-efcb89ac26984aac8e98f9c6ccb9a902c0483881",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 10.8,
|
||||||
|
"rows": 1
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-f78261a606362cf5480679e7286585367d744d08",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 327.86,
|
||||||
|
"rows": 18
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"id": "triggerdotdev-trigger.dev-ordinary-fdec5a09a72fae962f3db9b3dcf8af08d34d06ad",
|
||||||
|
"repo": "triggerdotdev/trigger.dev",
|
||||||
|
"kind": "ordinary",
|
||||||
|
"seconds": 30.7,
|
||||||
|
"rows": 1
|
||||||
|
}
|
||||||
|
]
|
||||||
@@ -0,0 +1,9 @@
|
|||||||
|
annotation,strongest_feature,auc,n
|
||||||
|
callers,source.caller_count,0.7206525501054023,933
|
||||||
|
change_summary,source.is_module,0.3577462794575717,933
|
||||||
|
def_use,semantic.binds,0.35999015748031493,262
|
||||||
|
entry_points,source.entry_point_count,0.7070918415505144,933
|
||||||
|
function_text,source.span_lines,0.36404681748104334,933
|
||||||
|
hunks,diff.deletion_count,0.8854275687988672,952
|
||||||
|
obligations,semantic.obligations_undischarged,0.7620570866141732,262
|
||||||
|
roles,semantic.sinks,0.17441860465116277,46
|
||||||
|
@@ -0,0 +1,18 @@
|
|||||||
|
column,auc,n,note,annotation
|
||||||
|
diff.distance,0.7519618922057947,935,,hunks
|
||||||
|
diff.on_changed_line,0.26616080773256173,952,,hunks
|
||||||
|
diff.hunk_count,0.26391368589546266,952,,hunks
|
||||||
|
diff.hunk_lines,0.1529581973773318,952,,hunks
|
||||||
|
diff.deletion_count,0.8854275687988672,952,,hunks
|
||||||
|
source.span_lines,0.36404681748104334,933,,function_text
|
||||||
|
source.is_module,0.3577462794575717,933,,change_summary
|
||||||
|
source.caller_count,0.7206525501054023,933,,callers
|
||||||
|
source.caller_files,0.7166567032690432,933,,callers
|
||||||
|
source.entry_point_count,0.7070918415505144,933,,entry_points
|
||||||
|
semantic.sources,0.6976744186046512,46,,roles
|
||||||
|
semantic.sinks,0.17441860465116277,46,,roles
|
||||||
|
semantic.sanitizers,0.4534883720930233,46,,roles
|
||||||
|
semantic.binds,0.35999015748031493,262,,def_use
|
||||||
|
semantic.calls,0.5642224409448819,262,,def_use
|
||||||
|
semantic.obligations,0.7541830708661417,262,,obligations
|
||||||
|
semantic.obligations_undischarged,0.7620570866141732,262,,obligations
|
||||||
|
@@ -0,0 +1,18 @@
|
|||||||
|
column,auc,n,note,annotation
|
||||||
|
diff.distance,0.7289761520530752,235,,hunks
|
||||||
|
diff.on_changed_line,0.31410256410256415,235,,hunks
|
||||||
|
diff.hunk_count,0.1386049847588309,235,,hunks
|
||||||
|
diff.hunk_lines,0.12058454366146672,235,,hunks
|
||||||
|
diff.deletion_count,0.708086785009862,235,,hunks
|
||||||
|
source.span_lines,0.3603639949793796,235,,function_text
|
||||||
|
source.is_module,0.41420118343195267,235,,change_summary
|
||||||
|
source.caller_count,0.7297382105074413,235,,callers
|
||||||
|
source.caller_files,0.7217141832526447,235,,callers
|
||||||
|
source.entry_point_count,0.8280437511206741,235,,entry_points
|
||||||
|
semantic.sources,,7,one class or empty,roles
|
||||||
|
semantic.sinks,,7,one class or empty,roles
|
||||||
|
semantic.sanitizers,,7,one class or empty,roles
|
||||||
|
semantic.binds,,24,one class or empty,def_use
|
||||||
|
semantic.calls,,24,one class or empty,def_use
|
||||||
|
semantic.obligations,,24,one class or empty,obligations
|
||||||
|
semantic.obligations_undischarged,,24,one class or empty,obligations
|
||||||
|
@@ -0,0 +1,24 @@
|
|||||||
|
{
|
||||||
|
"producer_rows_ok": {
|
||||||
|
"diff": 952,
|
||||||
|
"source": 933,
|
||||||
|
"semantic": 262,
|
||||||
|
"taxonomy": 952
|
||||||
|
},
|
||||||
|
"table_digest": "02774edc4c07dcc92b2fcf04ed342e7d0bc8afe761c808fef2d11b473bd99271",
|
||||||
|
"rows": 952,
|
||||||
|
"labelled": {
|
||||||
|
"positive": 74,
|
||||||
|
"negative": 878
|
||||||
|
},
|
||||||
|
"repositories": 5,
|
||||||
|
"changes": 105,
|
||||||
|
"positive_repositories": 5,
|
||||||
|
"source_failures": {
|
||||||
|
"FileNotFoundError": 16,
|
||||||
|
"ValueError": 3
|
||||||
|
},
|
||||||
|
"unread_rows": 0,
|
||||||
|
"positive_rows_on_changed_line": 12,
|
||||||
|
"positive_rows_with_deletions": 66
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user