Upload folder using huggingface_hub (part 2)

validation/PROTOCOL.md

@@ -0,0 +1,89 @@
+# Validation protocol
+
+Precision of the claimed breaking changes was measured by independent audits. The audit agent never had access to
+the extraction pipeline or the dataset files. It only saw a CSV of claims.
+
+For each claim (project, from_version, to_version, path, change_type, param, detail) the auditor:
+
+1. created isolated virtual environments and installed `project==from_version` and `project==to_version` from PyPI,
+   along with any optional dependency needed to import the module;
+2. imported the module part of `path`, walked attributes (including inherited and lazily served ones) and compared
+   `inspect.signature` where the claim concerned parameters;
+3. if installation was impossible (platform, heavy dependencies), read both versions' released source instead;
+4. recorded a verdict (`confirmed`, `false_positive`, `partially`, `unverifiable`), the method used and one sentence
+   of evidence.
+
+| Round | Files | Sample | Notes |
+|---|---|---|---|
+| 1 | `sample.csv`, `results.csv` | 60 claims, 32 libraries | first pipeline version: 36 confirmed, 22 false positives, 2 partially |
+| 2 | `sample2.csv`, `results2.csv` | 60 claims, 32 other libraries | after fixing round-1 patterns: 43 / 15 / 2 |
+| 3 | `sample3.csv`, `results3.csv` | 100 claims (80 high, 20 medium confidence), 53 libraries not used in rounds 1–2 | released pipeline: high 71 confirmed / 6 false positive / 3 partially; medium 9 / 9 / 2 |
+
+`audits.json` re-scores every audited claim against the *released* tables. A claim counts only if the released data
+still makes it, at its released confidence tier. Two confidence rules were added after round 3 and should be read
+as in-sample for that round: removing `*args`/`**kwargs` and turning a class into a plain attribute both move to
+`medium`. The out-of-sample estimate for high-confidence breaking changes is therefore the as-audited round-3 figure
+(71/80 = 88.8%, or 92.5% counting partially correct claims). After the post-hoc rules, 67 of the 71 high-confidence
+round-3 claims that remain are confirmed (94.4%).
+
+`checker_false_alarm_test.json` records a separate test of `apidrift-check`. It ran over 1,823 source files of 14
+widely used packages, each checked against the dependency versions actually installed with them.
+
+## Further studies (all by independent AI agents, no access to the pipeline or data)
+
+| Folder | Study | Out-of-sample result (before the fixes it prompted) |
+|---|---|---|
+| `benchmark_check/` | 200 VersionProbe pairs (one per library, libraries not in the precision audits) resolved at runtime in both releases | 172/200 labels correct (86.0%, 95% CI 80.5–90.1%) |
+| `recall/` | Runtime introspection of both releases of 30 random release pairs; every breaking change listed (99) | 14/16 (87.5%) within this dataset's public-API definition; 16/27 (59.3%) excluding `trio`; 16/99 (16.2%) overall |
+| `downstream/` | Test suites of 12 real projects run before/after a dependency upgrade (9 breaking, 3 controls); API-caused failures located | checker: 7/7 findings correct, 0 on old environments or controls, 4/12 failures predicted |
+
+The files ending in `_before_fixes.json` hold those out-of-sample scores. The files without the suffix hold the scores
+re-computed on the released data after the fixes: TYPE_CHECKING and Python-2 branches skipped, later
+redefinitions win, `X as X` re-exports, imported expired-attribute tables, alias-aware parameter history, and
+instance attributes excluded from benchmark snippets. Those after-fix scores are in-sample. Downstream source
+trees are not redistributed; `downstream/<case>/freeze_*.txt` pins the exact environments, and `cases.csv` names the
+project releases.
+
+## Second review (all pipeline-isolated AI agents; no human adjudication)
+
+| Folder / file | Study | Design |
+|---|---|---|
+| `benchmark_check2/` | Fresh VersionProbe label audit | 400 pairs from the rebuilt benchmark, restricted to 265 libraries never used in any earlier audit, study or fix; at most two pairs per library, signature changes over-sampled. Both releases installed; every name resolved and every keyword bound with `inspect.signature`; snippets never executed. |
+| `downstream2/` | Unseen upgrades | Checker and data frozen first (`FROZEN_sha256.txt`; scored with that checker). Two agents, who never ran the checker, collected 35 cases (25 expected breaks, 10 controls) over libraries split between them, including compiled packages and lazily loaded APIs; test suites run before/after, API-caused failures located to file and line, and masked or unexercised incompatible uses listed separately. `comparison_frozen.json` is the out-of-sample score; `comparison_after_fixes.json` is in-sample. Source trees are not redistributed; `cases.csv` names each release and `<case>/freeze_*.txt` pins the environments. |
+| `tool_comparison/` | griffe and AexPy | Both tools run on the 30 recall pairs (commands in `NOTES.md`, scripts in `scripts/`); every method scored with one matching rule against `recall/ground_truth.csv` (`comparison.json`). |
+| `versioning_policy.csv`, `semver_split.json` | Stated versioning policy | Policy sentences matched in each project's PyPI description; every match reviewed by hand (`manual_override` marks the corrections). |
+| `dataset_checks.json` | Integrity | `pipeline/validate_dataset.py` over the released tables. |
+| `checker_performance.json` | Checker cost | `pipeline/bench_checker.py`: wall time, CPU time and peak memory on four workloads. |
+| `patch_log.json` | Corrections | Counts of the corrections applied by `pipeline/patch_release.py`. |
+
+## Fourth review
+
+| Folder | Study | Design |
+|---|---|---|
+| `audit4/` | Fresh precision audit of v1.2 | 160 high-confidence representative breaking changes from 134 libraries never used in any earlier audit or study, stratified 80/80 into claims new in v1.2 (8,274 in the population) and claims unchanged since v1.1; four agents, same protocol as round 3. `summary.json` gives per-stratum and stratum-weighted precision. |
+| `code_repair/` | Preregistered code-repair experiment | `PREREGISTRATION.md` (task list hash recorded before any model output); 150 fresh VersionProbe pairs; three conditions (closed book, griffe-generated documentation of the new release, PyPI API Drift history); runtime check with only the new release installed (`pipeline/repair_resolver.py`); blind faithfulness judge; exact McNemar tests. |
+| `../benchmark/versionprobe_verified_evidence.csv` | Verified split evidence | Per-pair runtime verdicts from the two benchmark audits for every pair in `versionprobe_verified.parquet`. |
+
+## Sixth review: full-binding sensitivity check and clean-install test (2026-10-21)
+
+- Code repair, post hoc and not preregistered: every task was re-verified in a fresh environment, judging each answer
+  twice, with the preregistered `bind_partial` and with full `inspect.signature(...).bind`
+  (`pipeline/verify_repair.py ... --strict`, scored by `pipeline/score_repair_strict.py`). The AI-judge verdicts were
+  reused unchanged. Output: `code_repair/verify_strict.jsonl`, `results_strict_binding.json`, `scored_tasks_strict.csv`.
+- Clean install: `smoke_test.py` installs the release non-editably into a fresh venv, runs the tests (including
+  data-level regressions against the downloaded data), verifies the data hashes and runs the installed CLI on the
+  bundled example. Output: `clean_install.json`. CI has a matching `clean-install` job on the fixture data.
+
+## Third review: placeholder releases, container shims, model replication, human-labelling kit (2026-10-22)
+
+- Placeholder releases (`pipeline/drop_placeholders.py`, log `placeholder_releases.json`): an all-zero version
+  uploaded after the release it precedes is removed with its diffs and dependent benchmark pairs. Selection
+  (`select_releases.py`) and `validate_dataset.py` now exclude/check them.
+- Module `__getattr__` container shims (`modparse.py`: `_served_containers`, `_getattr_container_lookups`): the
+  affected libraries were found by re-parsing every dynamic module at the ends of its recorded ranges with the old and
+  new extractor (`pipeline/scan_getattr_shims.py`) and only those were re-extracted; the rest of the extraction is
+  unchanged. Summary of the data change: `v13_changes.json`.
+- Model replication (`multi_model/`): VersionProbe-verified and the code-repair experiment re-run unchanged with three
+  more models, judged by the same blind judge, re-verified under both binding rules.
+- Human-labelling kit (`human_labeling/`): 200 items (all 160 v1.2 audit claims, 40 random benchmark-audit pairs),
+  blind sheets for two labellers, an AI key and an agreement script. Not yet labelled.

validation/downstream2/U2_15/freeze_after.txt

@@ -0,0 +1,29 @@
+alabaster==0.7.16
+attrs==26.1.0
+babel==2.18.0
+certifi==2026.10.19
+charset-normalizer==3.5.2
+click==8.1.3
+docutils==0.18.1
+idna==3.20
+imagesize==2.0.1
+iniconfig==2.3.1
+jinja2==3.1.2
+markupsafe==3.0.4
+packaging==26.3
+pluggy==1.7.0
+py==1.11.0
+pygments==2.21.0
+pytest==7.1.2
+requests==2.34.2
+snowballstemmer==3.1.1
+sphinx==5.1.1
+-e file:///home/claude/apidrift/validation/downstream2/part2/U2_15/sphinx-click-4.3.0
+sphinxcontrib-applehelp==2.0.0
+sphinxcontrib-devhelp==2.0.0
+sphinxcontrib-htmlhelp==2.1.0
+sphinxcontrib-jsmath==2.0.0
+sphinxcontrib-qthelp==2.0.0
+sphinxcontrib-serializinghtml==2.0.0
+tomli==2.5.0
+urllib3==2.8.0

validation/downstream2/U2_15/freeze_before.txt

@@ -0,0 +1,29 @@
+alabaster==0.7.16
+attrs==26.1.0
+babel==2.18.0
+certifi==2026.10.19
+charset-normalizer==3.5.2
+click==8.1.3
+docutils==0.18.1
+idna==3.20
+imagesize==2.0.1
+iniconfig==2.3.1
+jinja2==3.1.2
+markupsafe==3.0.4
+packaging==26.3
+pluggy==1.7.0
+py==1.11.0
+pygments==2.21.0
+pytest==7.1.2
+requests==2.34.2
+snowballstemmer==3.1.1
+sphinx==5.0.2
+-e file:///home/claude/apidrift/validation/downstream2/part2/U2_15/sphinx-click-4.3.0
+sphinxcontrib-applehelp==2.0.0
+sphinxcontrib-devhelp==2.0.0
+sphinxcontrib-htmlhelp==2.1.0
+sphinxcontrib-jsmath==2.0.0
+sphinxcontrib-qthelp==2.0.0
+sphinxcontrib-serializinghtml==2.0.0
+tomli==2.5.0
+urllib3==2.8.0

validation/downstream2/U2_16/freeze_after.txt

@@ -0,0 +1,23 @@
+attrs==26.1.0
+bcrypt==5.0.0
+certifi==2026.10.19
+cffi==2.1.1
+charset-normalizer==3.5.2
+cryptography==50.0.2
+-e file:///home/claude/apidrift/validation/downstream2/part2/U2_16/docker-6.0.1
+idna==3.20
+iniconfig==2.3.1
+packaging==26.3
+paramiko==2.11.0
+pluggy==1.7.0
+py==1.11.0
+pycparser==3.11
+pynacl==1.6.2
+pytest==7.1.2
+pytest-timeout==2.1.0
+requests==2.31.0
+six==1.17.0
+tomli==2.5.0
+typing-extensions==4.16.0
+urllib3==2.0.2
+websocket-client==1.4.1

validation/downstream2/U2_16/freeze_before.txt

@@ -0,0 +1,23 @@
+attrs==26.1.0
+bcrypt==5.0.0
+certifi==2026.10.19
+cffi==2.1.1
+charset-normalizer==3.5.2
+cryptography==50.0.2
+-e file:///home/claude/apidrift/validation/downstream2/part2/U2_16/docker-6.0.1
+idna==3.20
+iniconfig==2.3.1
+packaging==26.3
+paramiko==2.11.0
+pluggy==1.7.0
+py==1.11.0
+pycparser==3.11
+pynacl==1.6.2
+pytest==7.1.2
+pytest-timeout==2.1.0
+requests==2.31.0
+six==1.17.0
+tomli==2.5.0
+typing-extensions==4.16.0
+urllib3==1.26.12
+websocket-client==1.4.1

validation/downstream2/U2_17/freeze_after.txt

@@ -0,0 +1,23 @@
+attrs==26.1.0
+bcrypt==5.0.0
+certifi==2026.10.19
+cffi==2.1.1
+charset-normalizer==3.5.2
+cryptography==50.0.2
+-e file:///home/claude/apidrift/validation/downstream2/part2/U2_17/docker-6.0.1
+idna==3.20
+iniconfig==2.3.1
+packaging==26.3
+paramiko==2.11.0
+pluggy==1.7.0
+py==1.11.0
+pycparser==3.11
+pynacl==1.6.2
+pytest==7.1.2
+pytest-timeout==2.1.0
+requests==2.31.0
+six==1.17.0
+tomli==2.5.0
+typing-extensions==4.16.0
+urllib3==1.26.18
+websocket-client==1.4.1

validation/downstream2/U2_17/freeze_before.txt

@@ -0,0 +1,23 @@
+attrs==26.1.0
+bcrypt==5.0.0
+certifi==2026.10.19
+cffi==2.1.1
+charset-normalizer==3.5.2
+cryptography==50.0.2
+-e file:///home/claude/apidrift/validation/downstream2/part2/U2_17/docker-6.0.1
+idna==3.20
+iniconfig==2.3.1
+packaging==26.3
+paramiko==2.11.0
+pluggy==1.7.0
+py==1.11.0
+pycparser==3.11
+pynacl==1.6.2
+pytest==7.1.2
+pytest-timeout==2.1.0
+requests==2.31.0
+six==1.17.0
+tomli==2.5.0
+typing-extensions==4.16.0
+urllib3==1.26.12
+websocket-client==1.4.1

validation/human_labeling/README.md

@@ -0,0 +1,40 @@
+# Human labelling kit
+
+Every validation figure for PyPI API Drift so far comes from AI agents. This kit lets two people check a sample by
+hand, so the dataset's precision and the AI auditor's reliability can be measured independently.
+
+## What is in it
+
+| File | Purpose |
+|---|---|
+| `items.csv` | 200 items: the 160 breaking-change claims of the v1.2 precision audit (`C…`, an unbiased random sample, so the human precision is directly comparable with the AI audit's 91.9%) and 40 random VersionProbe pairs from the 400-pair benchmark audit (`P…`) |
+| `labels_A.csv`, `labels_B.csv` | blank sheets, one per labeller |
+| `check_item.py` | prints whether a dotted path exists in the current environment, and its signature |
+| `ai_key_DO_NOT_OPEN_BEFORE_LABELLING.csv` | the AI auditor's verdicts; open only after both sheets are complete |
+| `score_agreement.py` | Cohen's kappa between labellers and with the AI, human precision with a 95% CI, items needing adjudication |
+
+## Instructions for labellers
+
+1. Work independently. Do not discuss items, and do not open the AI key.
+2. For each row of `items.csv`, decide whether the claim is right:
+   * `correct`: code written for the old release that relies on the named API fails on the new release (for a
+     benchmark pair: the snippet works on the old release **and** fails on the new one because of the named API).
+   * `incorrect`: the old code keeps working on the new release, or it never worked on the old one, or the failure
+     has a different cause.
+   * `unsure`: you could not decide in reasonable time (leave a note).
+3. Evidence may come from running the code (`how_to_check` gives a recipe using `check_item.py`), release notes,
+   changelogs or documentation. Write one line of evidence for every verdict.
+4. A name counts as public unless it, or a module on its path, starts with an underscore. A deprecation warning is
+   **not** a break; only failure is.
+5. Record roughly how many minutes the item took. Expect 2–5 minutes per item with a fast package installer such as
+   `uv`.
+
+## After labelling
+
+```bash
+python score_agreement.py --json results.json
+```
+
+The script lists items where the two labellers disagree or one was unsure. A third person decides those in
+`labels_adjudicated.csv` (same columns), then re-run. Report: kappa between labellers, kappa of each with the AI,
+human precision for claims and for benchmark pairs, and the items on which the AI was wrong.

validation/human_labeling/ai_key_DO_NOT_OPEN_BEFORE_LABELLING.csv

@@ -0,0 +1,201 @@
+item_id,ai_verdict,ai_method,source,stratum
+C001,correct,runtime,validation/audit4,new_in_v12
+C002,correct,runtime,validation/audit4,unchanged
+C003,correct,runtime,validation/audit4,new_in_v12
+C004,correct,source,validation/audit4,new_in_v12
+C005,correct,runtime,validation/audit4,new_in_v12
+C006,correct,source,validation/audit4,unchanged
+C007,correct,runtime,validation/audit4,new_in_v12
+C008,correct,runtime,validation/audit4,unchanged
+C009,correct,source,validation/audit4,unchanged
+C010,correct,runtime,validation/audit4,new_in_v12
+C011,correct,runtime,validation/audit4,new_in_v12
+C012,correct,source,validation/audit4,unchanged
+C013,correct,runtime,validation/audit4,new_in_v12
+C014,correct,runtime,validation/audit4,unchanged
+C015,correct,runtime,validation/audit4,new_in_v12
+C016,correct,runtime,validation/audit4,new_in_v12
+C017,incorrect,runtime,validation/audit4,new_in_v12
+C018,correct,runtime,validation/audit4,unchanged
+C019,correct,runtime,validation/audit4,new_in_v12
+C020,correct,source,validation/audit4,unchanged
+C021,correct,runtime,validation/audit4,unchanged
+C022,correct,source,validation/audit4,unchanged
+C023,correct,runtime,validation/audit4,unchanged
+C024,incorrect,runtime,validation/audit4,new_in_v12
+C025,correct,runtime,validation/audit4,unchanged
+C026,incorrect,source,validation/audit4,new_in_v12
+C027,correct,runtime,validation/audit4,unchanged
+C028,correct,runtime,validation/audit4,new_in_v12
+C029,correct,source,validation/audit4,new_in_v12
+C030,correct,runtime,validation/audit4,unchanged
+C031,correct,runtime,validation/audit4,new_in_v12
+C032,correct,runtime,validation/audit4,new_in_v12
+C033,correct,source,validation/audit4,new_in_v12
+C034,correct,runtime,validation/audit4,new_in_v12
+C035,correct,source,validation/audit4,new_in_v12
+C036,correct,runtime,validation/audit4,new_in_v12
+C037,correct,runtime,validation/audit4,new_in_v12
+C038,correct,runtime,validation/audit4,unchanged
+C039,correct,runtime,validation/audit4,new_in_v12
+C040,correct,runtime,validation/audit4,new_in_v12
+C041,correct,runtime,validation/audit4,unchanged
+C042,correct,runtime,validation/audit4,unchanged
+C043,correct,runtime,validation/audit4,unchanged
+C044,correct,runtime,validation/audit4,new_in_v12
+C045,correct,runtime,validation/audit4,unchanged
+C046,incorrect,runtime,validation/audit4,new_in_v12
+C047,correct,runtime,validation/audit4,unchanged
+C048,correct,runtime,validation/audit4,new_in_v12
+C049,correct,runtime,validation/audit4,new_in_v12
+C050,correct,runtime,validation/audit4,unchanged
+C051,correct,runtime,validation/audit4,new_in_v12
+C052,correct,source,validation/audit4,new_in_v12
+C053,correct,runtime,validation/audit4,unchanged
+C054,incorrect,runtime,validation/audit4,unchanged
+C055,correct,source,validation/audit4,unchanged
+C056,correct,runtime,validation/audit4,unchanged
+C057,incorrect,runtime,validation/audit4,unchanged
+C058,correct,runtime,validation/audit4,new_in_v12
+C059,incorrect,runtime,validation/audit4,new_in_v12
+C060,correct,source,validation/audit4,unchanged
+C061,correct,runtime,validation/audit4,new_in_v12
+C062,correct,runtime,validation/audit4,new_in_v12
+C063,correct,runtime,validation/audit4,new_in_v12
+C064,incorrect,runtime,validation/audit4,unchanged
+C065,correct,source,validation/audit4,unchanged
+C066,correct,runtime,validation/audit4,new_in_v12
+C067,correct,runtime,validation/audit4,new_in_v12
+C068,correct,runtime,validation/audit4,unchanged
+C069,correct,source,validation/audit4,new_in_v12
+C070,correct,runtime,validation/audit4,new_in_v12
+C071,correct,runtime,validation/audit4,unchanged
+C072,correct,source,validation/audit4,unchanged
+C073,correct,runtime,validation/audit4,unchanged
+C074,correct,runtime,validation/audit4,new_in_v12
+C075,incorrect,runtime,validation/audit4,unchanged
+C076,correct,source,validation/audit4,unchanged
+C077,correct,runtime,validation/audit4,new_in_v12
+C078,incorrect,source,validation/audit4,new_in_v12
+C079,correct,runtime,validation/audit4,unchanged
+C080,correct,source,validation/audit4,unchanged
+C081,correct,runtime,validation/audit4,unchanged
+C082,correct,runtime,validation/audit4,unchanged
+C083,correct,runtime,validation/audit4,new_in_v12
+C084,correct,runtime,validation/audit4,unchanged
+C085,correct,runtime,validation/audit4,new_in_v12
+C086,correct,runtime,validation/audit4,new_in_v12
+C087,correct,source,validation/audit4,unchanged
+C088,correct,runtime,validation/audit4,unchanged
+C089,correct,runtime,validation/audit4,new_in_v12
+C090,correct,source,validation/audit4,unchanged
+C091,correct,runtime,validation/audit4,new_in_v12
+C092,correct,runtime,validation/audit4,new_in_v12
+C093,correct,runtime,validation/audit4,new_in_v12
+C094,correct,runtime,validation/audit4,unchanged
+C095,correct,runtime,validation/audit4,new_in_v12
+C096,correct,runtime,validation/audit4,new_in_v12
+C097,correct,runtime,validation/audit4,new_in_v12
+C098,correct,runtime,validation/audit4,unchanged
+C099,correct,runtime,validation/audit4,unchanged
+C100,correct,runtime,validation/audit4,new_in_v12
+C101,incorrect,source,validation/audit4,unchanged
+C102,correct,runtime,validation/audit4,new_in_v12
+C103,correct,source,validation/audit4,unchanged
+C104,correct,runtime,validation/audit4,unchanged
+C105,correct,runtime,validation/audit4,unchanged
+C106,correct,source,validation/audit4,new_in_v12
+C107,correct,runtime,validation/audit4,unchanged
+C108,correct,runtime,validation/audit4,new_in_v12
+C109,correct,runtime,validation/audit4,unchanged
+C110,correct,runtime,validation/audit4,new_in_v12
+C111,correct,runtime,validation/audit4,unchanged
+C112,correct,runtime,validation/audit4,new_in_v12
+C113,correct,runtime,validation/audit4,unchanged
+C114,correct,runtime,validation/audit4,new_in_v12
+C115,correct,runtime,validation/audit4,unchanged
+C116,correct,runtime,validation/audit4,new_in_v12
+C117,correct,source,validation/audit4,new_in_v12
+C118,correct,source,validation/audit4,unchanged
+C119,correct,source,validation/audit4,new_in_v12
+C120,correct,runtime,validation/audit4,unchanged
+C121,incorrect,runtime,validation/audit4,new_in_v12
+C122,correct,runtime,validation/audit4,unchanged
+C123,correct,runtime,validation/audit4,new_in_v12
+C124,correct,source,validation/audit4,unchanged
+C125,correct,source,validation/audit4,new_in_v12
+C126,correct,runtime,validation/audit4,unchanged
+C127,correct,runtime,validation/audit4,new_in_v12
+C128,correct,runtime,validation/audit4,unchanged
+C129,correct,runtime,validation/audit4,new_in_v12
+C130,correct,runtime,validation/audit4,new_in_v12
+C131,correct,runtime,validation/audit4,new_in_v12
+C132,correct,runtime,validation/audit4,unchanged
+C133,correct,runtime,validation/audit4,new_in_v12
+C134,correct,runtime,validation/audit4,new_in_v12
+C135,correct,runtime,validation/audit4,new_in_v12
+C136,correct,runtime,validation/audit4,unchanged
+C137,correct,source,validation/audit4,unchanged
+C138,correct,source,validation/audit4,unchanged
+C139,correct,runtime,validation/audit4,unchanged
+C140,incorrect,runtime,validation/audit4,new_in_v12
+C141,correct,runtime,validation/audit4,unchanged
+C142,correct,source,validation/audit4,unchanged
+C143,correct,runtime,validation/audit4,new_in_v12
+C144,correct,source,validation/audit4,new_in_v12
+C145,correct,runtime,validation/audit4,new_in_v12
+C146,correct,runtime,validation/audit4,unchanged
+C147,correct,runtime,validation/audit4,new_in_v12
+C148,correct,runtime,validation/audit4,unchanged
+C149,correct,runtime,validation/audit4,unchanged
+C150,correct,runtime,validation/audit4,unchanged
+C151,correct,runtime,validation/audit4,unchanged
+C152,correct,runtime,validation/audit4,unchanged
+C153,correct,runtime,validation/audit4,unchanged
+C154,correct,runtime,validation/audit4,unchanged
+C155,correct,runtime,validation/audit4,unchanged
+C156,correct,runtime,validation/audit4,new_in_v12
+C157,correct,source,validation/audit4,new_in_v12
+C158,correct,runtime,validation/audit4,unchanged
+C159,correct,source,validation/audit4,unchanged
+C160,correct,runtime,validation/audit4,unchanged
+P094,correct,runtime,validation/benchmark_check2,versionprobe
+P244,correct,runtime,validation/benchmark_check2,versionprobe
+P382,correct,source,validation/benchmark_check2,versionprobe
+P121,correct,runtime,validation/benchmark_check2,versionprobe
+P108,correct,runtime,validation/benchmark_check2,versionprobe
+P262,correct,runtime,validation/benchmark_check2,versionprobe
+P046,correct,runtime,validation/benchmark_check2,versionprobe
+P379,correct,runtime,validation/benchmark_check2,versionprobe
+P242,correct,runtime,validation/benchmark_check2,versionprobe
+P020,correct,runtime,validation/benchmark_check2,versionprobe
+P252,correct,runtime,validation/benchmark_check2,versionprobe
+P018,correct,runtime,validation/benchmark_check2,versionprobe
+P202,correct,runtime,validation/benchmark_check2,versionprobe
+P350,correct,runtime,validation/benchmark_check2,versionprobe
+P136,correct,runtime,validation/benchmark_check2,versionprobe
+P048,correct,runtime,validation/benchmark_check2,versionprobe
+P178,correct,runtime,validation/benchmark_check2,versionprobe
+P237,correct,runtime,validation/benchmark_check2,versionprobe
+P043,correct,runtime,validation/benchmark_check2,versionprobe
+P233,correct,runtime,validation/benchmark_check2,versionprobe
+P276,correct,runtime,validation/benchmark_check2,versionprobe
+P239,correct,runtime,validation/benchmark_check2,versionprobe
+P330,correct,runtime,validation/benchmark_check2,versionprobe
+P069,correct,runtime,validation/benchmark_check2,versionprobe
+P312,correct,source,validation/benchmark_check2,versionprobe
+P322,correct,runtime,validation/benchmark_check2,versionprobe
+P115,correct,runtime,validation/benchmark_check2,versionprobe
+P091,correct,runtime,validation/benchmark_check2,versionprobe
+P326,correct,runtime,validation/benchmark_check2,versionprobe
+P101,correct,runtime,validation/benchmark_check2,versionprobe
+P279,correct,runtime,validation/benchmark_check2,versionprobe
+P075,correct,runtime,validation/benchmark_check2,versionprobe
+P394,correct,runtime,validation/benchmark_check2,versionprobe
+P232,correct,runtime,validation/benchmark_check2,versionprobe
+P289,correct,runtime,validation/benchmark_check2,versionprobe
+P364,correct,runtime,validation/benchmark_check2,versionprobe
+P238,correct,runtime,validation/benchmark_check2,versionprobe
+P066,incorrect,runtime,validation/benchmark_check2,versionprobe
+P120,correct,runtime,validation/benchmark_check2,versionprobe
+P251,incorrect,runtime,validation/benchmark_check2,versionprobe

validation/human_labeling/check_item.py

@@ -0,0 +1,27 @@
+"""Helper for labellers: resolve a dotted path in the CURRENT environment and print what it is.
+    python check_item.py airflow.configuration.mkdir_p          # does it exist?
+    python check_item.py pandas.read_csv --signature            # and its signature
+Imports the longest importable module prefix, then walks attributes. Exit code 0 = found, 1 = not found."""
+import importlib, inspect, sys
+
+path, want_sig = sys.argv[1], "--signature" in sys.argv
+parts = path.split(".")
+obj, i = None, len(parts)
+while i > 0:
+    try:
+        obj = importlib.import_module(".".join(parts[:i])); break
+    except Exception:
+        i -= 1
+if obj is None:
+    print(f"NOT FOUND: cannot import {parts[0]}"); sys.exit(1)
+for k, p in enumerate(parts[i:], start=i):
+    try:
+        obj = getattr(obj, p)
+    except AttributeError as e:
+        print(f"NOT FOUND: {'.'.join(parts[:k])} has no attribute {p!r} ({e})"); sys.exit(1)
+print("FOUND:", type(obj).__name__, getattr(obj, "__module__", ""))
+if want_sig:
+    try:
+        print("signature:", inspect.signature(obj))
+    except (TypeError, ValueError) as e:
+        print("signature: not introspectable:", e)

validation/human_labeling/labels_A.csv

@@ -0,0 +1,201 @@
+item_id,verdict,evidence,minutes
+C029,,,
+C005,,,
+C042,,,
+P242,,,
+C082,,,
+C103,,,
+C121,,,
+C158,,,
+C014,,,
+C065,,,
+C122,,,
+C087,,,
+C007,,,
+C068,,,
+C076,,,
+C004,,,
+C095,,,
+C106,,,
+C030,,,
+P238,,,
+C115,,,
+C026,,,
+C129,,,
+C002,,,
+C034,,,
+C067,,,
+C033,,,
+C116,,,
+P120,,,
+C159,,,
+C114,,,
+P239,,,
+C131,,,
+P276,,,
+P091,,,
+C133,,,
+P233,,,
+P289,,,
+C073,,,
+C048,,,
+C038,,,
+P043,,,
+C001,,,
+C140,,,
+C043,,,
+C070,,,
+C084,,,
+C152,,,
+C113,,,
+C111,,,
+C124,,,
+P020,,,
+C104,,,
+P322,,,
+C153,,,
+C080,,,
+P330,,,
+C069,,,
+C056,,,
+C099,,,
+P121,,,
+C091,,,
+P262,,,
+C036,,,
+C052,,,
+C092,,,
+C156,,,
+C011,,,
+C101,,,
+C071,,,
+C051,,,
+P048,,,
+C146,,,
+C085,,,
+C028,,,
+C136,,,
+C100,,,
+P101,,,
+C119,,,
+C046,,,
+C060,,,
+C003,,,
+C107,,,
+C050,,,
+C125,,,
+C126,,,
+P202,,,
+P251,,,
+C040,,,
+C008,,,
+C118,,,
+P312,,,
+C090,,,
+C061,,,
+P382,,,
+P108,,,
+C009,,,
+C059,,,
+P350,,,
+C134,,,
+P326,,,
+C045,,,
+C089,,,
+C151,,,
+C041,,,
+C105,,,
+P379,,,
+C074,,,
+C072,,,
+C098,,,
+C123,,,
+C086,,,
+C006,,,
+P232,,,
+C132,,,
+C020,,,
+C044,,,
+C097,,,
+C022,,,
+C054,,,
+C066,,,
+C155,,,
+P115,,,
+C078,,,
+C160,,,
+P136,,,
+P075,,,
+C088,,,
+C127,,,
+C135,,,
+C021,,,
+C063,,,
+C154,,,
+C064,,,
+C077,,,
+C093,,,
+C117,,,
+C120,,,
+C081,,,
+C110,,,
+C137,,,
+C128,,,
+C053,,,
+P252,,,
+P178,,,
+C017,,,
+C141,,,
+P394,,,
+C096,,,
+C049,,,
+C157,,,
+C149,,,
+C027,,,
+C047,,,
+C144,,,
+C079,,,
+C147,,,
+C031,,,
+C139,,,
+C037,,,
+P069,,,
+C075,,,
+C035,,,
+C143,,,
+C012,,,
+C057,,,
+P364,,,
+P066,,,
+P018,,,
+C148,,,
+P237,,,
+P279,,,
+P094,,,
+P244,,,
+C058,,,
+C032,,,
+C145,,,
+C016,,,
+C109,,,
+C142,,,
+C024,,,
+C062,,,
+C018,,,
+C108,,,
+C112,,,
+C023,,,
+C010,,,
+C055,,,
+C130,,,
+C015,,,
+C150,,,
+C094,,,
+C025,,,
+C138,,,
+C019,,,
+C013,,,
+P046,,,
+C102,,,
+C039,,,
+C083,,,

validation/human_labeling/labels_B.csv

@@ -0,0 +1,201 @@
+item_id,verdict,evidence,minutes
+C029,,,
+C005,,,
+C042,,,
+P242,,,
+C082,,,
+C103,,,
+C121,,,
+C158,,,
+C014,,,
+C065,,,
+C122,,,
+C087,,,
+C007,,,
+C068,,,
+C076,,,
+C004,,,
+C095,,,
+C106,,,
+C030,,,
+P238,,,
+C115,,,
+C026,,,
+C129,,,
+C002,,,
+C034,,,
+C067,,,
+C033,,,
+C116,,,
+P120,,,
+C159,,,
+C114,,,
+P239,,,
+C131,,,
+P276,,,
+P091,,,
+C133,,,
+P233,,,
+P289,,,
+C073,,,
+C048,,,
+C038,,,
+P043,,,
+C001,,,
+C140,,,
+C043,,,
+C070,,,
+C084,,,
+C152,,,
+C113,,,
+C111,,,
+C124,,,
+P020,,,
+C104,,,
+P322,,,
+C153,,,
+C080,,,
+P330,,,
+C069,,,
+C056,,,
+C099,,,
+P121,,,
+C091,,,
+P262,,,
+C036,,,
+C052,,,
+C092,,,
+C156,,,
+C011,,,
+C101,,,
+C071,,,
+C051,,,
+P048,,,
+C146,,,
+C085,,,
+C028,,,
+C136,,,
+C100,,,
+P101,,,
+C119,,,
+C046,,,
+C060,,,
+C003,,,
+C107,,,
+C050,,,
+C125,,,
+C126,,,
+P202,,,
+P251,,,
+C040,,,
+C008,,,
+C118,,,
+P312,,,
+C090,,,
+C061,,,
+P382,,,
+P108,,,
+C009,,,
+C059,,,
+P350,,,
+C134,,,
+P326,,,
+C045,,,
+C089,,,
+C151,,,
+C041,,,
+C105,,,
+P379,,,
+C074,,,
+C072,,,
+C098,,,
+C123,,,
+C086,,,
+C006,,,
+P232,,,
+C132,,,
+C020,,,
+C044,,,
+C097,,,
+C022,,,
+C054,,,
+C066,,,
+C155,,,
+P115,,,
+C078,,,
+C160,,,
+P136,,,
+P075,,,
+C088,,,
+C127,,,
+C135,,,
+C021,,,
+C063,,,
+C154,,,
+C064,,,
+C077,,,
+C093,,,
+C117,,,
+C120,,,
+C081,,,
+C110,,,
+C137,,,
+C128,,,
+C053,,,
+P252,,,
+P178,,,
+C017,,,
+C141,,,
+P394,,,
+C096,,,
+C049,,,
+C157,,,
+C149,,,
+C027,,,
+C047,,,
+C144,,,
+C079,,,
+C147,,,
+C031,,,
+C139,,,
+C037,,,
+P069,,,
+C075,,,
+C035,,,
+C143,,,
+C012,,,
+C057,,,
+P364,,,
+P066,,,
+P018,,,
+C148,,,
+P237,,,
+P279,,,
+P094,,,
+P244,,,
+C058,,,
+C032,,,
+C145,,,
+C016,,,
+C109,,,
+C142,,,
+C024,,,
+C062,,,
+C018,,,
+C108,,,
+C112,,,
+C023,,,
+C010,,,
+C055,,,
+C130,,,
+C015,,,
+C150,,,
+C094,,,
+C025,,,
+C138,,,
+C019,,,
+C013,,,
+P046,,,
+C102,,,
+C039,,,
+C083,,,

validation/human_labeling/score_agreement.py

@@ -0,0 +1,84 @@
+"""Score the human labels: agreement between the two labellers (Cohen's kappa), agreement of each with the AI
+auditor, and human-adjudicated precision with a Wilson interval.
+
+    python score_agreement.py                      # reads labels_A.csv, labels_B.csv, optional labels_adjudicated.csv
+    python score_agreement.py --json results.json
+
+Verdicts: correct | incorrect | unsure. Items where A and B disagree (or either is unsure) are listed for
+adjudication; put the third person's verdicts in labels_adjudicated.csv (same columns) and re-run.
+"""
+import json, math, os, sys
+import pandas as pd
+
+HERE = os.path.dirname(os.path.abspath(__file__))
+OK = {"correct", "incorrect", "unsure"}
+
+
+def load(name):
+    f = os.path.join(HERE, name)
+    if not os.path.exists(f):
+        return None
+    d = pd.read_csv(f, dtype=str).fillna("")
+    d["verdict"] = d.verdict.str.strip().str.lower()
+    bad = d[(d.verdict != "") & ~d.verdict.isin(OK)]
+    if len(bad):
+        sys.exit(f"{name}: unknown verdicts {sorted(set(bad.verdict))}; use correct / incorrect / unsure")
+    return d.set_index("item_id").verdict
+
+
+def kappa(x, y):
+    m = (x != "") & (y != "")
+    x, y = x[m], y[m]
+    n = len(x)
+    if n == 0:
+        return None, 0
+    cats = sorted(set(x) | set(y))
+    po = (x == y).mean()
+    pe = sum((x == c).mean() * (y == c).mean() for c in cats)
+    return (round((po - pe) / (1 - pe), 3) if pe < 1 else 1.0), n
+
+
+def wilson(k, n, z=1.96):
+    if n == 0:
+        return None
+    p = k / n; c = (p + z * z / (2 * n)) / (1 + z * z / n)
+    h = z * math.sqrt(p * (1 - p) / n + z * z / (4 * n * n)) / (1 + z * z / n)
+    return [round(100 * (c - h), 1), round(100 * (c + h), 1)]
+
+
+items = pd.read_csv(os.path.join(HERE, "items.csv")).set_index("item_id")
+key = pd.read_csv(os.path.join(HERE, "ai_key_DO_NOT_OPEN_BEFORE_LABELLING.csv")).set_index("item_id")
+A, B, C = load("labels_A.csv"), load("labels_B.csv"), load("labels_adjudicated.csv")
+if A is None or B is None:
+    sys.exit("labels_A.csv and labels_B.csv are required")
+ai = key.ai_verdict.reindex(items.index)
+res = {"items": len(items), "labelled_A": int((A != "").sum()), "labelled_B": int((B != "").sum())}
+res["kappa_A_B"], res["n_A_B"] = kappa(A.reindex(items.index).fillna(""), B.reindex(items.index).fillna(""))
+res["kappa_A_AI"], _ = kappa(A.reindex(items.index).fillna(""), ai)
+res["kappa_B_AI"], _ = kappa(B.reindex(items.index).fillna(""), ai)
+
+# human verdict: A and B agree on correct/incorrect, else the adjudicator's verdict
+final = {}
+need = []
+for i in items.index:
+    a, b = A.get(i, ""), B.get(i, "")
+    if a == b and a in ("correct", "incorrect"):
+        final[i] = a
+    elif C is not None and C.get(i, "") in ("correct", "incorrect"):
+        final[i] = C.get(i)
+    elif a or b:
+        need.append(i)
+final = pd.Series(final, dtype=str)
+res["human_decided"] = len(final)
+res["needs_adjudication"] = need
+for t, g in items.groupby("type"):
+    f = final.reindex(g.index).dropna()
+    k = int((f == "correct").sum()); n = len(f)
+    agree = (f == ai.reindex(f.index)).mean() if n else None
+    res[t] = {"decided": n, "human_precision": round(k / n, 4) if n else None, "ci": wilson(k, n),
+              "ai_precision_same_items": round((ai.reindex(f.index) == "correct").mean(), 4) if n else None,
+              "human_ai_agreement": round(agree, 4) if agree is not None else None,
+              "ai_wrong_items": sorted(f.index[f != ai.reindex(f.index)])}
+print(json.dumps(res, indent=1))
+if "--json" in sys.argv:
+    json.dump(res, open(sys.argv[sys.argv.index("--json") + 1], "w"), indent=1)

validation/model_baseline/INSTRUCTIONS_a.md

@@ -0,0 +1,8 @@
+You are being evaluated on Python library knowledge. Answer every question in the input file from your own knowledge only.
+
+Rules (strict — this is a benchmark run):
+- Use only two tools: Read (to read the input file) and Write (to write the answer file). Do NOT use Bash, web search, web fetch, pip, Python, grep, or any other tool, and do not read any other file.
+- Each question starts with a line `### qNNNN` and asks whether a snippet is valid for an exact library version. Answer each with exactly one word: valid or invalid. Answer every question, even when unsure (give your best guess).
+- Judge each question on its own.
+
+Output: write a CSV with header `qid,answer` and one line per question, e.g. `q0007,invalid`, to the output path you were given. Then reply with just the number of answers written.

validation/model_baseline/INSTRUCTIONS_b.md

@@ -0,0 +1,8 @@
+You are being evaluated on Python library knowledge. Answer every question in the input file from your own knowledge plus the API-history evidence included in each question.
+
+Rules (strict — this is a benchmark run):
+- Use only two tools: Read (to read the input file) and Write (to write the answer file). Do NOT use Bash, web search, web fetch, pip, Python, grep, or any other tool, and do not read any other file.
+- Each question starts with a line `### qNNNN` and asks whether a snippet is valid for an exact library version. Answer each with exactly one word: valid or invalid. Answer every question, even when unsure (give your best guess).
+- Judge each question on its own.
+
+Output: write a CSV with header `qid,answer` and one line per question, e.g. `q0007,invalid`, to the output path you were given. Then reply with just the number of answers written.

validation/model_baseline/answers_a_batch1.csv

@@ -0,0 +1,165 @@
+qid,answer
+q0000,invalid
+q0006,invalid
+q0012,invalid
+q0018,valid
+q0024,valid
+q0030,valid
+q0036,valid
+q0042,valid
+q0048,valid
+q0054,valid
+q0060,invalid
+q0066,valid
+q0072,valid
+q0078,valid
+q0084,invalid
+q0090,invalid
+q0096,valid
+q0102,valid
+q0108,valid
+q0114,invalid
+q0120,valid
+q0126,invalid
+q0132,valid
+q0138,valid
+q0144,valid
+q0150,invalid
+q0156,valid
+q0162,valid
+q0168,valid
+q0174,valid
+q0180,invalid
+q0186,valid
+q0192,valid
+q0198,valid
+q0204,invalid
+q0210,valid
+q0216,invalid
+q0222,invalid
+q0228,valid
+q0234,valid
+q0240,valid
+q0246,invalid
+q0252,invalid
+q0258,invalid
+q0264,invalid
+q0270,valid
+q0276,valid
+q0282,valid
+q0288,invalid
+q0294,valid
+q0300,valid
+q0306,invalid
+q0312,valid
+q0318,invalid
+q0324,valid
+q0330,invalid
+q0336,invalid
+q0342,valid
+q0348,invalid
+q0354,invalid
+q0360,valid
+q0366,invalid
+q0372,valid
+q0378,valid
+q0384,valid
+q0390,invalid
+q0396,valid
+q0402,valid
+q0408,invalid
+q0414,valid
+q0420,valid
+q0426,valid
+q0432,valid
+q0438,invalid
+q0444,valid
+q0450,invalid
+q0456,invalid
+q0462,valid
+q0468,invalid
+q0474,invalid
+q0480,invalid
+q0486,invalid
+q0492,valid
+q0498,invalid
+q0504,invalid
+q0510,invalid
+q0516,valid
+q0522,invalid
+q0528,valid
+q0534,valid
+q0540,valid
+q0546,valid
+q0552,valid
+q0558,valid
+q0564,valid
+q0570,valid
+q0576,invalid
+q0582,invalid
+q0588,valid
+q0594,valid
+q0600,invalid
+q0606,valid
+q0612,invalid
+q0618,valid
+q0624,valid
+q0630,valid
+q0636,invalid
+q0642,valid
+q0648,valid
+q0654,valid
+q0660,invalid
+q0666,valid
+q0672,valid
+q0678,valid
+q0684,valid
+q0690,invalid
+q0696,valid
+q0702,invalid
+q0708,valid
+q0714,valid
+q0720,valid
+q0726,invalid
+q0732,valid
+q0738,valid
+q0744,valid
+q0750,invalid
+q0756,invalid
+q0762,invalid
+q0768,valid
+q0774,invalid
+q0780,invalid
+q0786,invalid
+q0792,valid
+q0798,valid
+q0804,valid
+q0810,valid
+q0816,valid
+q0822,invalid
+q0828,invalid
+q0834,valid
+q0840,valid
+q0846,invalid
+q0852,valid
+q0858,valid
+q0864,valid
+q0870,valid
+q0876,invalid
+q0882,valid
+q0888,valid
+q0894,valid
+q0900,valid
+q0906,valid
+q0912,valid
+q0918,invalid
+q0924,invalid
+q0930,invalid
+q0936,invalid
+q0942,invalid
+q0948,invalid
+q0954,valid
+q0960,valid
+q0966,invalid
+q0972,invalid
+q0978,valid

validation/model_baseline/answers_a_batch2.csv

@@ -0,0 +1,165 @@
+qid,answer
+q0001,valid
+q0007,invalid
+q0013,valid
+q0019,valid
+q0025,valid
+q0031,invalid
+q0037,valid
+q0043,valid
+q0049,valid
+q0055,valid
+q0061,valid
+q0067,valid
+q0073,valid
+q0079,valid
+q0085,valid
+q0091,invalid
+q0097,valid
+q0103,valid
+q0109,valid
+q0115,invalid
+q0121,invalid
+q0127,valid
+q0133,valid
+q0139,valid
+q0145,invalid
+q0151,valid
+q0157,invalid
+q0163,invalid
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validation/model_baseline/answers_a_batch3.csv

@@ -0,0 +1,165 @@
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validation/model_baseline/answers_a_batch4.csv

@@ -0,0 +1,165 @@
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validation/model_baseline/answers_a_batch5.csv

@@ -0,0 +1,165 @@
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validation/model_baseline/answers_a_batch6.csv

@@ -0,0 +1,165 @@
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validation/model_baseline/answers_b_batch1.csv

@@ -0,0 +1,165 @@
+qid,answer
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validation/model_baseline/answers_b_batch2.csv

@@ -0,0 +1,165 @@
+qid,answer
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validation/model_baseline/answers_b_batch3.csv

@@ -0,0 +1,165 @@
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validation/model_baseline/answers_b_batch4.csv

@@ -0,0 +1,165 @@
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+q0981,valid

validation/model_baseline/answers_b_batch5.csv

@@ -0,0 +1,165 @@
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validation/model_baseline/answers_b_batch6.csv

@@ -0,0 +1,165 @@
+qid,answer
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+q0977,valid
+q0983,valid

validation/model_baseline/cond_a_batch1.txt

@@ -0,0 +1,1373 @@
+### q0000
+You are given a Python snippet and an installed library version.
+Library: openai==2.46.0
+```python
+from openai.types.beta.beta_response_input_item import MultiAgentCallOutputOutputAnnotationsUnionMember0
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0006
+You are given a Python snippet and an installed library version.
+Library: async-lru==2.0.0
+```python
+from async_lru import alru_cache
+alru_cache(fn=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0012
+You are given a Python snippet and an installed library version.
+Library: pytest-httpx==0.31.0
+```python
+from pytest_httpx import non_mocked_hosts
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0018
+You are given a Python snippet and an installed library version.
+Library: nbformat==5.10.4
+```python
+from nbformat import validate
+validate(strip_invalid_metadata=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0024
+You are given a Python snippet and an installed library version.
+Library: curl-cffi==0.15.0
+```python
+from curl_cffi import AsyncWebSocket
+AsyncWebSocket(session=..., curl=..., retry_on_recv_error=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0030
+You are given a Python snippet and an installed library version.
+Library: srsly==1.0.7
+```python
+from srsly import write_msgpack
+write_msgpack(data=..., location=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0036
+You are given a Python snippet and an installed library version.
+Library: pytest-asyncio==0.25.3
+```python
+from pytest_asyncio.plugin import FactoryFixtureFunction
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0042
+You are given a Python snippet and an installed library version.
+Library: pdfminer-six==20260107
+```python
+from pdfminer.cmapdb import CMapParser
+CMapParser.poll
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0048
+You are given a Python snippet and an installed library version.
+Library: sshtunnel==0.5.1
+```python
+from sshtunnel import get_connection_id
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0054
+You are given a Python snippet and an installed library version.
+Library: tomlkit==0.7.2
+```python
+from tomlkit.items import Key
+Key.delimiter
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0060
+You are given a Python snippet and an installed library version.
+Library: nexus-rpc==1.1.0
+```python
+from nexusrpc.handler import OperationHandler
+OperationHandler.fetch_result
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0066
+You are given a Python snippet and an installed library version.
+Library: pytest-env==1.7.0
+```python
+from pytest_env.version import VERSION_TUPLE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0072
+You are given a Python snippet and an installed library version.
+Library: sqlglot==30.1.0
+```python
+from sqlglot.dialects.presto import DATE_ADD_OR_SUB
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0078
+You are given a Python snippet and an installed library version.
+Library: authlib==0.15.5
+```python
+from authlib.oauth2.rfc6750 import InsufficientScopeError
+InsufficientScopeError(state=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0084
+You are given a Python snippet and an installed library version.
+Library: kombu==5.4.2
+```python
+from kombu.utils.text import version_string_as_tuple
+version_string_as_tuple(version=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0090
+You are given a Python snippet and an installed library version.
+Library: more-itertools==11.0.2
+```python
+from more_itertools.more import running_max
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0096
+You are given a Python snippet and an installed library version.
+Library: leather==0.4.0
+```python
+from leather.utils import formatwarning_orig
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0102
+You are given a Python snippet and an installed library version.
+Library: yamllint==1.34.0
+```python
+from yamllint.rules.truthy import TRUTHY
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0108
+You are given a Python snippet and an installed library version.
+Library: holidays==0.97
+```python
+from holidays.calendars.tibetan import WINTER_SOLSTICE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0114
+You are given a Python snippet and an installed library version.
+Library: tldextract==5.1.2
+```python
+from tldextract.cache import md5
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0120
+You are given a Python snippet and an installed library version.
+Library: sentencepiece==0.1.97
+```python
+from sentencepiece import EncoderVersion_kOptimized
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0126
+You are given a Python snippet and an installed library version.
+Library: sentry-sdk==2.20.0
+```python
+from sentry_sdk.profiler.continuous_profiler import ContinuousScheduler
+ContinuousScheduler.should_autostart
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0132
+You are given a Python snippet and an installed library version.
+Library: google-cloud-firestore==2.27.0
+```python
+from google.cloud.firestore_v1.pipeline_expressions import AggregateFunction
+AggregateFunction(name=..., params=..., use_infix_repr=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0138
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigquery==2.34.4
+```python
+from google.cloud.bigquery.enums import SqlParameterScalarTypes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0144
+You are given a Python snippet and an installed library version.
+Library: puremagic==2.0.0
+```python
+from puremagic.scanners.python_scanner import is_substantial_python_code
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0150
+You are given a Python snippet and an installed library version.
+Library: pathvalidate==3.2.0
+```python
+from pathvalidate import FileNameSanitizer
+FileNameSanitizer(check_reserved=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0156
+You are given a Python snippet and an installed library version.
+Library: pyright==1.1.381
+```python
+from pyright.types import Binary
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0162
+You are given a Python snippet and an installed library version.
+Library: sympy==1.14.0
+```python
+from sympy.physics.wigner import real_gaunt
+real_gaunt(l_1=..., l_2=..., l_3=..., m_1=..., m_2=..., m_3=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0168
+You are given a Python snippet and an installed library version.
+Library: pydyf==0.12.0
+```python
+from pydyf import Stream
+Stream.transform
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0174
+You are given a Python snippet and an installed library version.
+Library: vcs-versioning==1.1.1
+```python
+from vcs_versioning.overrides import source_epoch_or_utc_now
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0180
+You are given a Python snippet and an installed library version.
+Library: deprecated==1.3.1
+```python
+from deprecated.classic import string_types
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0186
+You are given a Python snippet and an installed library version.
+Library: coverage==7.0.4
+```python
+from coverage.types import TConfigSection
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0192
+You are given a Python snippet and an installed library version.
+Library: pydot==1.4.2
+```python
+from pydot import str_type
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0198
+You are given a Python snippet and an installed library version.
+Library: faker==40.17.0
+```python
+from faker.providers.phone_number.fr_DZ import PhoneNumberProvider
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0204
+You are given a Python snippet and an installed library version.
+Library: python-jose==3.4.0
+```python
+from jose.jwt import utc_now
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0210
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigtable==2.14.0
+```python
+from google.cloud.bigtable_v2 import ReadIteratorStats
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0216
+You are given a Python snippet and an installed library version.
+Library: pbs-installer==2024.2.26
+```python
+from pbs_installer import download
+download(url=..., destination=..., session=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0222
+You are given a Python snippet and an installed library version.
+Library: jsonlines==3.0.0
+```python
+from jsonlines import open
+open(name=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0228
+You are given a Python snippet and an installed library version.
+Library: fastavro==1.3.0
+```python
+from fastavro.io.json_decoder import AvroJSONDecoder
+AvroJSONDecoder.read_object_start
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0234
+You are given a Python snippet and an installed library version.
+Library: paramiko==5.0.0
+```python
+from paramiko import Transport
+Transport(sock=..., gss_deleg_creds=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0240
+You are given a Python snippet and an installed library version.
+Library: catalogue==1.0.2
+```python
+from catalogue import basestring_
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0246
+You are given a Python snippet and an installed library version.
+Library: truststore==0.2.0
+```python
+from truststore import TruststoreSSLContext
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0252
+You are given a Python snippet and an installed library version.
+Library: pgvector==0.3.0
+```python
+from pgvector.utils import from_db_binary
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0258
+You are given a Python snippet and an installed library version.
+Library: djangorestframework==3.14.0
+```python
+from rest_framework.fields import NullBooleanField
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0264
+You are given a Python snippet and an installed library version.
+Library: inflect==6.2.0
+```python
+from inflect import print3
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0270
+You are given a Python snippet and an installed library version.
+Library: gql==3.5.3
+```python
+from gql.utils import extract_files
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0276
+You are given a Python snippet and an installed library version.
+Library: google-cloud-storage==2.8.0
+```python
+from google.cloud.storage.transfer_manager import DEFAULT_CHUNK_SIZE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0282
+You are given a Python snippet and an installed library version.
+Library: pywin32==311
+```python
+from win32.lib.win32con import FILE_ATTRIBUTE_ATOMIC_WRITE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0288
+You are given a Python snippet and an installed library version.
+Library: scipy==1.12.0
+```python
+from scipy.stats.qmc import LatinHypercube
+LatinHypercube(d=..., centered=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0294
+You are given a Python snippet and an installed library version.
+Library: google-cloud-logging==1.15.3
+```python
+from google.cloud.logging_v2 import LoggingServiceV2Client
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0300
+You are given a Python snippet and an installed library version.
+Library: nodeenv==1.7.0
+```python
+from nodeenv import install_packages
+install_packages(env_dir=..., opt=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0306
+You are given a Python snippet and an installed library version.
+Library: pymdown-extensions==12.2
+```python
+from pymdownx.delimiterprocessor import DelimiterProcessor
+DelimiterProcessor(tags=..., md=..., token=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0312
+You are given a Python snippet and an installed library version.
+Library: inquirerpy==0.3.0
+```python
+from InquirerPy.base import BaseListPrompt
+BaseListPrompt(message=..., height=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0318
+You are given a Python snippet and an installed library version.
+Library: nltk==3.8.1
+```python
+from nltk.corpus.reader.api import PickleCorpusView
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0324
+You are given a Python snippet and an installed library version.
+Library: django==6.0.1
+```python
+from django.contrib.auth.management import rename_permissions
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0330
+You are given a Python snippet and an installed library version.
+Library: graphene==3.0
+```python
+from graphene import AbstractType
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0336
+You are given a Python snippet and an installed library version.
+Library: pydeck==0.7.1
+```python
+from pydeck import DeckGLWidget
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0342
+You are given a Python snippet and an installed library version.
+Library: opentelemetry-sdk==1.40.0
+```python
+from opentelemetry.sdk.trace import Tracer
+Tracer(sampler=..., resource=..., span_processor=..., id_generator=..., instrumentation_info=..., span_limits=..., instrumentation_scope=..., _tracer_provider=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0348
+You are given a Python snippet and an installed library version.
+Library: agate==1.7.0
+```python
+from agate.columns import xrange
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0354
+You are given a Python snippet and an installed library version.
+Library: supabase==2.7.0
+```python
+from supabase import SupabaseRealtimeClient
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0360
+You are given a Python snippet and an installed library version.
+Library: markupsafe==2.0.1
+```python
+from markupsafe import soft_unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0366
+You are given a Python snippet and an installed library version.
+Library: sqlalchemy-utils==0.43.0
+```python
+from sqlalchemy_utils.types.uuid import sqlalchemy_version
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0372
+You are given a Python snippet and an installed library version.
+Library: mcp-types==0.2.0
+```python
+from mcp_types import ListResourcesRequestParams
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0378
+You are given a Python snippet and an installed library version.
+Library: pypdfium2==4.30.0
+```python
+from pypdfium2 import PdfImage
+PdfImage.get_size
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0384
+You are given a Python snippet and an installed library version.
+Library: twine==6.0.1
+```python
+from twine.repository import KEYWORDS_TO_NOT_FLATTEN
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0390
+You are given a Python snippet and an installed library version.
+Library: kubernetes==22.6.0
+```python
+from kubernetes.client import V1beta1CustomResourceValidation
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0396
+You are given a Python snippet and an installed library version.
+Library: sphinx==6.1.3
+```python
+from sphinx.util.images import guess_mimetype_for_stream
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0402
+You are given a Python snippet and an installed library version.
+Library: supabase==2.6.0
+```python
+from supabase import SupabaseRealtimeClient
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0408
+You are given a Python snippet and an installed library version.
+Library: click-repl==0.3.0
+```python
+from click_repl import text_type
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0414
+You are given a Python snippet and an installed library version.
+Library: pip-api==0.0.34
+```python
+from pip_api import Version
+Version.minor
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0420
+You are given a Python snippet and an installed library version.
+Library: cattrs==23.2.3
+```python
+from cattrs.gen import generate_unique_filename
+generate_unique_filename(cls=..., func_name=..., reserve=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0426
+You are given a Python snippet and an installed library version.
+Library: dulwich==0.21.5
+```python
+from dulwich.index import index_entry_from_stat
+index_entry_from_stat(stat_val=..., hex_sha=..., flags=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0432
+You are given a Python snippet and an installed library version.
+Library: mammoth==1.5.1
+```python
+from mammoth.docx.xmlparser import Handler
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0438
+You are given a Python snippet and an installed library version.
+Library: watchtower==1.0.5
+```python
+from watchtower import boto_filter
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0444
+You are given a Python snippet and an installed library version.
+Library: grpcio-health-checking==1.65.5
+```python
+from grpc_health.v1.health_pb2_grpc import EXPECTED_ERROR_RELEASE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0450
+You are given a Python snippet and an installed library version.
+Library: flake8==4.0.0
+```python
+from flake8.exceptions import MercurialQRefreshHookAlreadyExists
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0456
+You are given a Python snippet and an installed library version.
+Library: safetensors==0.2.3
+```python
+from safetensors.flax import load
+load(buffer=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0462
+You are given a Python snippet and an installed library version.
+Library: python-socketio==5.9.0
+```python
+from socketio.namespace import BaseNamespace
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0468
+You are given a Python snippet and an installed library version.
+Library: lazy-object-proxy==1.8.0
+```python
+from lazy_object_proxy.compat import PY3
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0474
+You are given a Python snippet and an installed library version.
+Library: dulwich==0.21.6
+```python
+from dulwich.index import index_entry_from_stat
+index_entry_from_stat(stat_val=..., hex_sha=..., flags=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0480
+You are given a Python snippet and an installed library version.
+Library: inflect==7.2.0
+```python
+from inflect import same_method
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0486
+You are given a Python snippet and an installed library version.
+Library: matplotlib-inline==0.1.3
+```python
+from matplotlib_inline.backend_inline import draw_if_interactive
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0492
+You are given a Python snippet and an installed library version.
+Library: wcmatch==9.0
+```python
+from wcmatch.util import norm_pattern
+norm_pattern(pattern=..., normalize=..., is_raw_chars=..., ignore_escape=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0498
+You are given a Python snippet and an installed library version.
+Library: aioitertools==0.11.0
+```python
+from aioitertools.asyncio import as_completed
+as_completed(aws=..., loop=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0504
+You are given a Python snippet and an installed library version.
+Library: terminado==0.10.0
+```python
+from terminado.management import unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0510
+You are given a Python snippet and an installed library version.
+Library: tqdm==4.66.1
+```python
+from tqdm.utils import envwrap
+envwrap(prefix=..., case_sensitive=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0516
+You are given a Python snippet and an installed library version.
+Library: sqlalchemy-utils==0.42.1
+```python
+from sqlalchemy_utils.types.uuid import sqlalchemy_version
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0522
+You are given a Python snippet and an installed library version.
+Library: strands-agents==1.57.2
+```python
+from strands.bidi import BidiAgent
+BidiAgent(load_tools_from_directory=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0528
+You are given a Python snippet and an installed library version.
+Library: pytest-html==4.0.0
+```python
+from pytest_html.util import ansi_support
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0534
+You are given a Python snippet and an installed library version.
+Library: cssselect==1.6.0
+```python
+from cssselect.parser import Relation
+Relation(selector=..., subselector=..., combinator=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0540
+You are given a Python snippet and an installed library version.
+Library: python-dotenv==1.2.0
+```python
+from dotenv.cli import list
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0546
+You are given a Python snippet and an installed library version.
+Library: weasyprint==59.0
+```python
+from weasyprint.layout.page import OrientedBox
+OrientedBox.shrink_to_fit
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0552
+You are given a Python snippet and an installed library version.
+Library: psycopg==3.0.12
+```python
+from psycopg.types.array import MixedItemsListDumper
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0558
+You are given a Python snippet and an installed library version.
+Library: prometheus-client==0.11.0
+```python
+from prometheus_client.core import Info
+Info(name=..., documentation=..., labelvalues=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0564
+You are given a Python snippet and an installed library version.
+Library: watchdog==4.0.2
+```python
+from watchdog.observers.winapi import FILE_NOTIFY_INFORMATION
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0570
+You are given a Python snippet and an installed library version.
+Library: sentry-sdk==2.21.0
+```python
+from sentry_sdk.profiler.continuous_profiler import ContinuousScheduler
+ContinuousScheduler.should_autostart
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0576
+You are given a Python snippet and an installed library version.
+Library: psycopg==3.0.13
+```python
+from psycopg.types.array import MixedItemsListDumper
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0582
+You are given a Python snippet and an installed library version.
+Library: jaraco-functools==3.8.1
+```python
+from jaraco.functools import CallableT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0588
+You are given a Python snippet and an installed library version.
+Library: anthropic==0.115.1
+```python
+from anthropic.types.beta import BetaWebhookMemoryStoreDeletedEventData
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0594
+You are given a Python snippet and an installed library version.
+Library: celery==5.5.3
+```python
+from celery.worker.consumer import Consumer
+Consumer.cancel_all_unacked_requests
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0600
+You are given a Python snippet and an installed library version.
+Library: limits==4.1
+```python
+from limits.typing import ScriptP
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0606
+You are given a Python snippet and an installed library version.
+Library: jupyterlab-server==2.18.0
+```python
+from jupyterlab_server.translation_utils import TranslationBundle
+TranslationBundle(domain=..., locale=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0612
+You are given a Python snippet and an installed library version.
+Library: feedparser==6.0.13
+```python
+from feedparser.api import endbracket
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0618
+You are given a Python snippet and an installed library version.
+Library: platformdirs==4.9.6
+```python
+from platformdirs.version import VERSION_TUPLE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0624
+You are given a Python snippet and an installed library version.
+Library: youtube-transcript-api==0.6.3
+```python
+from youtube_transcript_api import CookiePathInvalid
+CookiePathInvalid(video_id=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0630
+You are given a Python snippet and an installed library version.
+Library: testcontainers==4.3.1
+```python
+from testcontainers.core.docker_client import read_tc_properties
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0636
+You are given a Python snippet and an installed library version.
+Library: bidict==0.23.0
+```python
+from bidict import NamedBidictBase
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0642
+You are given a Python snippet and an installed library version.
+Library: frozendict==2.3.10
+```python
+from frozendict.core import checkPosition
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0648
+You are given a Python snippet and an installed library version.
+Library: jaraco-functools==3.9.0
+```python
+from jaraco.functools import CallableT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0654
+You are given a Python snippet and an installed library version.
+Library: pywin32==308
+```python
+from win32.scripts.VersionStamp.bulkstamp import walk
+walk(dirname=..., names=..., arg=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0660
+You are given a Python snippet and an installed library version.
+Library: watchdog==5.0.3
+```python
+from watchdog.utils.echo import is_classmethod
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0666
+You are given a Python snippet and an installed library version.
+Library: dataclasses-json==0.5.8
+```python
+from dataclasses_json.api import B
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0672
+You are given a Python snippet and an installed library version.
+Library: more-itertools==10.8.0
+```python
+from more_itertools import iter_except
+iter_except(exception=..., func=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0678
+You are given a Python snippet and an installed library version.
+Library: dbt-adapters==1.3.2
+```python
+from dbt.adapters.record import QueryRecordParams
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0684
+You are given a Python snippet and an installed library version.
+Library: humanize==3.12.0
+```python
+from humanize.i18n import ngettext
+ngettext(message=..., num=..., plural=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0690
+You are given a Python snippet and an installed library version.
+Library: langgraph==0.4.0
+```python
+from langgraph.pregel.io import map_command
+map_command(cmd=..., pending_writes=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0696
+You are given a Python snippet and an installed library version.
+Library: pycares==5.0.0
+```python
+from pycares import Channel
+Channel(event_thread=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0702
+You are given a Python snippet and an installed library version.
+Library: partd==1.2.0
+```python
+from partd import ignoring
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0708
+You are given a Python snippet and an installed library version.
+Library: twisted==22.8.0
+```python
+from twisted.protocols import deprecatedModuleAttribute
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0714
+You are given a Python snippet and an installed library version.
+Library: contourpy==1.1.1
+```python
+from contourpy.util.mpl_util import mpl_codes_to_offsets
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0720
+You are given a Python snippet and an installed library version.
+Library: python-utils==2.7.0
+```python
+from python_utils.time import timeout_generator
+timeout_generator(timeout=..., interval_exponent=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0726
+You are given a Python snippet and an installed library version.
+Library: msgpack==1.0.6
+```python
+from msgpack.fallback import unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0732
+You are given a Python snippet and an installed library version.
+Library: opentelemetry-sdk==1.1.0
+```python
+from opentelemetry.sdk.resources import CLOUD_ZONE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0738
+You are given a Python snippet and an installed library version.
+Library: pycparser==2.23
+```python
+from pycparser.c_parser import CParser
+CParser.p_block_item_list
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0744
+You are given a Python snippet and an installed library version.
+Library: pypdf2==2.3.0
+```python
+from PyPDF2.generic import readHexStringFromStream
+readHexStringFromStream(stream=..., forced_encoding=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0750
+You are given a Python snippet and an installed library version.
+Library: zeep==4.1.0
+```python
+from zeep.transports import AsyncTransport
+AsyncTransport(session=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0756
+You are given a Python snippet and an installed library version.
+Library: einops==0.7.0
+```python
+from einops.einops import TransformRecipe
+TransformRecipe(elementary_axes_lengths=..., input_composite_axes=..., reduced_elementary_axes=..., axes_permutation=..., added_axes=..., output_composite_axes=..., ellipsis_position_in_lhs=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0762
+You are given a Python snippet and an installed library version.
+Library: pathlib-abc==0.3.0
+```python
+from pathlib_abc import glob
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0768
+You are given a Python snippet and an installed library version.
+Library: packageurl-python==0.17.5
+```python
+from packageurl.contrib.purl2url import build_qpkg_download_url
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0774
+You are given a Python snippet and an installed library version.
+Library: google-cloud-storage==2.7.0
+```python
+from google.cloud.storage.transfer_manager import DEFAULT_CHUNK_SIZE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0780
+You are given a Python snippet and an installed library version.
+Library: traitlets==5.8.1
+```python
+from traitlets.config.loader import KeyValueConfigLoader
+KeyValueConfigLoader.argcomplete
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0786
+You are given a Python snippet and an installed library version.
+Library: pytest-timeout==2.0.2
+```python
+from pytest_timeout import timeout_setup
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0792
+You are given a Python snippet and an installed library version.
+Library: partd==1.2.0
+```python
+from partd.utils import do_nothing
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0798
+You are given a Python snippet and an installed library version.
+Library: contourpy==1.2.0
+```python
+from contourpy.util.mpl_util import mpl_codes_to_offsets
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0804
+You are given a Python snippet and an installed library version.
+Library: cron-descriptor==1.4.5
+```python
+from cron_descriptor import MissingFieldException
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0810
+You are given a Python snippet and an installed library version.
+Library: pdf2image==1.16.2
+```python
+from pdf2image import pdfinfo_from_bytes
+pdfinfo_from_bytes(pdf_file=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0816
+You are given a Python snippet and an installed library version.
+Library: pypdf2==1.27.5
+```python
+from PyPDF2.utils import PdfReadWarning
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0822
+You are given a Python snippet and an installed library version.
+Library: aiohappyeyeballs==0.3.0
+```python
+from aiohappyeyeballs import create_connection
+create_connection(addr_infos=..., all_errors=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0828
+You are given a Python snippet and an installed library version.
+Library: tox==4.58.0
+```python
+from tox.tox_env.package import locked
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0834
+You are given a Python snippet and an installed library version.
+Library: python-jose==3.5.0
+```python
+from jose.jwt import utc_now
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0840
+You are given a Python snippet and an installed library version.
+Library: av==18.1.0
+```python
+from av import open
+open(file=..., metadata_errors=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0846
+You are given a Python snippet and an installed library version.
+Library: pytest-randomly==4.0.0
+```python
+from pytest_randomly import random_states
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0852
+You are given a Python snippet and an installed library version.
+Library: pymupdf==1.24.2
+```python
+from fitz.extra import JM_get_annot_xref_list2
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0858
+You are given a Python snippet and an installed library version.
+Library: lazy-object-proxy==1.7.1
+```python
+from lazy_object_proxy.compat import PY3
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0864
+You are given a Python snippet and an installed library version.
+Library: pandas-gbq==0.29.1
+```python
+from pandas_gbq.auth import CLIENT_SECRET
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0870
+You are given a Python snippet and an installed library version.
+Library: sphinx==6.2.0
+```python
+from sphinx.util.images import guess_mimetype_for_stream
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0876
+You are given a Python snippet and an installed library version.
+Library: pydot==2.0.0
+```python
+from pydot import str_type
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0882
+You are given a Python snippet and an installed library version.
+Library: datadog-api-client==2.12.0
+```python
+from datadog_api_client.v2.models import MetricBulkTagConfigEmailList
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0888
+You are given a Python snippet and an installed library version.
+Library: ua-parser==1.0.0
+```python
+from ua_parser.user_agent_parser import OSParser
+OSParser.MatchSpans
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0894
+You are given a Python snippet and an installed library version.
+Library: leather==0.3.4
+```python
+from leather.utils import formatwarning_orig
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0900
+You are given a Python snippet and an installed library version.
+Library: dbt-common==1.8.0
+```python
+from dbt_common.events.types import BehaviorDeprecationEvent
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0906
+You are given a Python snippet and an installed library version.
+Library: genai-prices==0
+```python
+from genai_prices.types import Provider
+Provider.is_match
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0912
+You are given a Python snippet and an installed library version.
+Library: ghapi==2.0.0
+```python
+from ghapi.all import print_summary
+print_summary(req=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0918
+You are given a Python snippet and an installed library version.
+Library: mammoth==1.6.0
+```python
+from mammoth.docx.xmlparser import Handler
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0924
+You are given a Python snippet and an installed library version.
+Library: requests-oauthlib==2.0.0
+```python
+from requests_oauthlib.oauth1_auth import unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0930
+You are given a Python snippet and an installed library version.
+Library: google-cloud-secret-manager==1.0.2
+```python
+from google.cloud.secretmanager import SecretManagerServiceClient
+SecretManagerServiceClient(channel=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0936
+You are given a Python snippet and an installed library version.
+Library: django-cors-headers==3.14.0
+```python
+from corsheaders.middleware import CorsPostCsrfMiddleware
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0942
+You are given a Python snippet and an installed library version.
+Library: hvac==2.0.0
+```python
+from hvac.api.auth_methods import Mfa
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0948
+You are given a Python snippet and an installed library version.
+Library: docutils==0.18.1
+```python
+from docutils.parsers.rst.roles import unimplemented_role
+unimplemented_role(role=..., rawtext=..., text=..., lineno=..., inliner=..., attributes=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0954
+You are given a Python snippet and an installed library version.
+Library: secretstorage==3.4.1
+```python
+from secretstorage.dhcrypto import int_to_bytes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0960
+You are given a Python snippet and an installed library version.
+Library: watchfiles==0.11
+```python
+from watchfiles.main import arun_process
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0966
+You are given a Python snippet and an installed library version.
+Library: typeguard==3.0.0
+```python
+from typeguard import typechecked
+typechecked(always=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0972
+You are given a Python snippet and an installed library version.
+Library: openapi-spec-validator==0.6.0
+```python
+from openapi_spec_validator.validation.validators import SpecValidator
+SpecValidator(schema_validator=..., value_validator_class=..., value_validator_format_checker=..., resolver_handlers=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0978
+You are given a Python snippet and an installed library version.
+Library: freezegun==1.1.0
+```python
+from freezegun.api import iscoroutinefunction
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+

validation/model_baseline/cond_a_batch2.txt

@@ -0,0 +1,1382 @@
+### q0001
+You are given a Python snippet and an installed library version.
+Library: linkify-it-py==1.0.3
+```python
+from linkify_it.ucre import SRC_HOST_TERMINATOR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0007
+You are given a Python snippet and an installed library version.
+Library: docker==7.0.0
+```python
+from docker.utils import kwargs_from_env
+kwargs_from_env(assert_hostname=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0013
+You are given a Python snippet and an installed library version.
+Library: mpmath==1.3.0
+```python
+from mpmath import runtests
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0019
+You are given a Python snippet and an installed library version.
+Library: google-api-core==2.0.0
+```python
+from google.api_core.exceptions import Redirection
+Redirection(message=..., details=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0025
+You are given a Python snippet and an installed library version.
+Library: langchain-google-vertexai==2.1.2
+```python
+from langchain_google_vertexai import VectorSearchVectorStore
+VectorSearchVectorStore(searcher=..., document_storage=..., embbedings=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0031
+You are given a Python snippet and an installed library version.
+Library: google-cloud-secret-manager==2.2.0
+```python
+from google.cloud.secretmanager import SecretManagerServiceClient
+SecretManagerServiceClient(channel=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0037
+You are given a Python snippet and an installed library version.
+Library: levenshtein==0.24.0
+```python
+from Levenshtein.StringMatcher import subtract_edit
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0043
+You are given a Python snippet and an installed library version.
+Library: flatbuffers==25.12.19
+```python
+from flatbuffers import Builder
+Builder.growByteBuffer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0049
+You are given a Python snippet and an installed library version.
+Library: readme-renderer==34.0
+```python
+from readme_renderer.clean import ALLOWED_STYLES
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0055
+You are given a Python snippet and an installed library version.
+Library: pytokens==0.1.0
+```python
+from pytokens import greet
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0061
+You are given a Python snippet and an installed library version.
+Library: json-repair==0.46.2
+```python
+from json_repair.string_file_wrapper import StringFileWrapper
+StringFileWrapper(fd=..., CHUNK_LENGTH=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0067
+You are given a Python snippet and an installed library version.
+Library: invoke==2.1.0
+```python
+from invoke.parser.context import flag_key
+flag_key(x=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0073
+You are given a Python snippet and an installed library version.
+Library: uritemplate==4.2.0
+```python
+from uritemplate.variable import URIVariable
+URIVariable.post_parse
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0079
+You are given a Python snippet and an installed library version.
+Library: h2==4.3.0
+```python
+from h2.utilities import UPPER_RE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0085
+You are given a Python snippet and an installed library version.
+Library: pytest-json-ctrf==0.5.3
+```python
+from ctrf.Report import Report
+Report.process_retries
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0091
+You are given a Python snippet and an installed library version.
+Library: pyflakes==4.0.0
+```python
+from pyflakes.checker import Checker
+Checker(tree=..., file_tokens=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0097
+You are given a Python snippet and an installed library version.
+Library: vcrpy==5.1.0
+```python
+from vcr.patch import ConnectionRemover
+ConnectionRemover.remove_connection_to_pool_entry
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0103
+You are given a Python snippet and an installed library version.
+Library: jsonref==0.3.0
+```python
+from jsonref import JsonLoader
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0109
+You are given a Python snippet and an installed library version.
+Library: responses==0.17.0
+```python
+from responses.test_responses import test_set_registry_context_manager
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0115
+You are given a Python snippet and an installed library version.
+Library: tqdm==4.66.1
+```python
+from tqdm.utils import envwrap
+envwrap(prefix=..., literal_eval=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0121
+You are given a Python snippet and an installed library version.
+Library: pathlib-abc==0.2.0
+```python
+from pathlib_abc import glob
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0127
+You are given a Python snippet and an installed library version.
+Library: mpmath==1.4.0
+```python
+from mpmath.libmp.libintmath import MAX_EULER_CACHE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0133
+You are given a Python snippet and an installed library version.
+Library: pyproj==3.0.1
+```python
+from pyproj import Transformer
+Transformer(base_transformer=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0139
+You are given a Python snippet and an installed library version.
+Library: pg8000==1.31.4
+```python
+from pg8000.converters import composite_out
+composite_out(ar=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0145
+You are given a Python snippet and an installed library version.
+Library: dill==0.3.6
+```python
+from dill.detect import trace
+trace(boolean=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0151
+You are given a Python snippet and an installed library version.
+Library: pycares==4.11.0
+```python
+from pycares import Channel
+Channel(event_thread=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0157
+You are given a Python snippet and an installed library version.
+Library: django-cors-headers==4.0.0
+```python
+from corsheaders.conf import Settings
+Settings.CORS_REPLACE_HTTPS_REFERER
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0163
+You are given a Python snippet and an installed library version.
+Library: cachetools==6.0.0
+```python
+from cachetools.func import mru_cache
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0169
+You are given a Python snippet and an installed library version.
+Library: rich-click==1.8.9
+```python
+from rich_click.rich_help_rendering import get_rich_options
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0175
+You are given a Python snippet and an installed library version.
+Library: jupyter-client==8.3.1
+```python
+from jupyter_client.utils import UTC
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0181
+You are given a Python snippet and an installed library version.
+Library: jsonpickle==3.0.0
+```python
+from jsonpickle.compat import PY3_ORDERED_DICT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0187
+You are given a Python snippet and an installed library version.
+Library: einops==0.8.1
+```python
+from einops.experimental.indexing import CompositionDecomposition
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0193
+You are given a Python snippet and an installed library version.
+Library: pytest-split==0.9.0
+```python
+from pytest_split.algorithms import least_duration
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0199
+You are given a Python snippet and an installed library version.
+Library: mako==1.1.6
+```python
+from mako.template import ModuleTemplate
+ModuleTemplate(module=..., disable_unicode=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0205
+You are given a Python snippet and an installed library version.
+Library: testcontainers==4.3.2
+```python
+from testcontainers.core.docker_client import read_tc_properties
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0211
+You are given a Python snippet and an installed library version.
+Library: wasabi==0.10.1
+```python
+from wasabi.util import basestring_
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0217
+You are given a Python snippet and an installed library version.
+Library: youtube-transcript-api==1.0.0
+```python
+from youtube_transcript_api import CookiePathInvalid
+CookiePathInvalid(video_id=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0223
+You are given a Python snippet and an installed library version.
+Library: zeep==4.2.0
+```python
+from zeep.transports import AsyncTransport
+AsyncTransport(session=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0229
+You are given a Python snippet and an installed library version.
+Library: bleach==4.1.0
+```python
+from bleach.sanitizer import Cleaner
+Cleaner(styles=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0235
+You are given a Python snippet and an installed library version.
+Library: django-filter==24.1
+```python
+from django_filters.compat import TestCase
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0241
+You are given a Python snippet and an installed library version.
+Library: maturin==1.8.6
+```python
+from maturin.bootstrap import get_requires_for_build_wheel
+get_requires_for_build_wheel(_config_settings=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0247
+You are given a Python snippet and an installed library version.
+Library: pymysql==1.2.1
+```python
+from pymysql.converters import escape_bytes_prefixed
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0253
+You are given a Python snippet and an installed library version.
+Library: watchtower==1.0.4
+```python
+from watchtower import boto_filter
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0259
+You are given a Python snippet and an installed library version.
+Library: catalogue==2.0.2
+```python
+from catalogue import basestring_
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0265
+You are given a Python snippet and an installed library version.
+Library: tensorboard==2.13.0
+```python
+from tensorboard.default import ExperimentalNpmiPlugin
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0271
+You are given a Python snippet and an installed library version.
+Library: omegaconf==2.1.2
+```python
+from omegaconf import OmegaConf
+OmegaConf.get_resolver
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0277
+You are given a Python snippet and an installed library version.
+Library: jsonpickle==3.4.0
+```python
+from jsonpickle.unpickler import loadmodule
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0283
+You are given a Python snippet and an installed library version.
+Library: pypdf2==1.27.6
+```python
+from PyPDF2.utils import PdfReadWarning
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0289
+You are given a Python snippet and an installed library version.
+Library: jsonpath-ng==1.7.0
+```python
+from jsonpath_ng import Index
+Index(index=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0295
+You are given a Python snippet and an installed library version.
+Library: cloudpathlib==0.3.0
+```python
+from cloudpathlib import OverwriteDirtyFile
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0301
+You are given a Python snippet and an installed library version.
+Library: pywin32==307
+```python
+from win32.scripts.VersionStamp.bulkstamp import walk
+walk(dirname=..., names=..., arg=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0307
+You are given a Python snippet and an installed library version.
+Library: llvmlite==0.47.0
+```python
+from llvmlite.binding import PipelineTuningOptions
+PipelineTuningOptions(size_level=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0313
+You are given a Python snippet and an installed library version.
+Library: mdit-py-plugins==0.3.5
+```python
+from mdit_py_plugins.texmath.index import dollar_pre
+dollar_pre(beg=..., str=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0319
+You are given a Python snippet and an installed library version.
+Library: fastmcp-slim==4.0.0
+```python
+from fastmcp.server.context import ResultT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0325
+You are given a Python snippet and an installed library version.
+Library: mergedeep==1.3.1
+```python
+from mergedeep.mergedeep import KT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0331
+You are given a Python snippet and an installed library version.
+Library: msgpack==1.1.0
+```python
+from msgpack.fallback import StringIO
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0337
+You are given a Python snippet and an installed library version.
+Library: whitenoise==6.3.0
+```python
+from whitenoise.string_utils import decode_if_byte_string
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0343
+You are given a Python snippet and an installed library version.
+Library: markdown-it-py==3.0.0
+```python
+from markdown_it.helpers import parseLinkTitle
+parseLinkTitle(string=..., maximum=..., pos=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0349
+You are given a Python snippet and an installed library version.
+Library: google-api-core==1.34.1
+```python
+from google.api_core.exceptions import Redirection
+Redirection(message=..., details=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0355
+You are given a Python snippet and an installed library version.
+Library: zope-interface==7.0.1
+```python
+from zope.interface.document import asReStructuredText
+asReStructuredText(I=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0361
+You are given a Python snippet and an installed library version.
+Library: langgraph-checkpoint==2.0.16
+```python
+from langgraph.checkpoint.serde.jsonplus import ENC_POOL
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0367
+You are given a Python snippet and an installed library version.
+Library: msgpack==1.0.5
+```python
+from msgpack.fallback import unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0373
+You are given a Python snippet and an installed library version.
+Library: flask==2.1.0
+```python
+from flask.cli import locate_app
+locate_app(module_name=..., app_name=..., script_info=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0379
+You are given a Python snippet and an installed library version.
+Library: pytest-html==3.2.0
+```python
+from pytest_html.util import ansi_support
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0385
+You are given a Python snippet and an installed library version.
+Library: pydyf==0.10.0
+```python
+from pydyf import PDF
+PDF(version=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0391
+You are given a Python snippet and an installed library version.
+Library: langgraph-checkpoint==2.0.15
+```python
+from langgraph.checkpoint.serde.jsonplus import ENC_POOL
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0397
+You are given a Python snippet and an installed library version.
+Library: cattrs==24.1.3
+```python
+from cattrs.gen import DictStructureFn
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0403
+You are given a Python snippet and an installed library version.
+Library: openapi-schema-validator==0.3.1
+```python
+from openapi_schema_validator.validators import BaseOAS30Validator
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0409
+You are given a Python snippet and an installed library version.
+Library: tqdm==4.66.0
+```python
+from tqdm.utils import envwrap
+envwrap(prefix=..., literal_eval=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0415
+You are given a Python snippet and an installed library version.
+Library: databricks-labs-blueprint==0.0.5
+```python
+from databricks.labs.blueprint.entrypoint import find_project_root
+find_project_root(current=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0421
+You are given a Python snippet and an installed library version.
+Library: anyio==3.7.1
+```python
+from anyio.abc import TestRunner
+TestRunner.close
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0427
+You are given a Python snippet and an installed library version.
+Library: markupsafe==2.1.0
+```python
+from markupsafe import soft_unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0433
+You are given a Python snippet and an installed library version.
+Library: linkify-it-py==2.0.0
+```python
+from linkify_it.ucre import SRC_HOST_TERMINATOR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0439
+You are given a Python snippet and an installed library version.
+Library: db-dtypes==1.4.2
+```python
+from db_dtypes.pandas_backports import NDArrayBackedExtensionArray
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0445
+You are given a Python snippet and an installed library version.
+Library: authlib==0.15.4
+```python
+from authlib.oauth2.rfc6750 import InsufficientScopeError
+InsufficientScopeError(state=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0451
+You are given a Python snippet and an installed library version.
+Library: packageurl-python==0.10.3
+```python
+from packageurl.contrib.django.utils import purl_to_lookups
+purl_to_lookups(purl=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0457
+You are given a Python snippet and an installed library version.
+Library: onnxruntime==1.9.0
+```python
+from onnxruntime.transformers.machine_info import MachineInfo
+MachineInfo.get_onnxruntime_tools_info
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0463
+You are given a Python snippet and an installed library version.
+Library: jsonpatch==1.34
+```python
+from jsonpatch import DiffBuilder
+DiffBuilder.iter_from
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0469
+You are given a Python snippet and an installed library version.
+Library: ruamel-yaml==0.17.33
+```python
+from ruamel.yaml.compat import PY2
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0475
+You are given a Python snippet and an installed library version.
+Library: twine==4.0.0
+```python
+from twine.commands.check import check
+check(dists=..., output_stream=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0481
+You are given a Python snippet and an installed library version.
+Library: websockets==15.0.1
+```python
+from websockets.sync.connection import Connection
+Connection.acknowledge_pending_pings
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0487
+You are given a Python snippet and an installed library version.
+Library: cron-descriptor==2.0.3
+```python
+from cron_descriptor import FormatException
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0493
+You are given a Python snippet and an installed library version.
+Library: zope-interface==6.4.post2
+```python
+from zope.interface.document import asReStructuredText
+asReStructuredText(I=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0499
+You are given a Python snippet and an installed library version.
+Library: optuna==5.0.0
+```python
+from optuna.importance import PedAnovaImportanceEvaluator
+PedAnovaImportanceEvaluator(baseline_quantile=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0505
+You are given a Python snippet and an installed library version.
+Library: pyjwt==2.12.0
+```python
+from jwt.algorithms import ALLOWED_EC_KEY_TYPES
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0511
+You are given a Python snippet and an installed library version.
+Library: pyiceberg==0.3.0
+```python
+from pyiceberg.avro.reader import primitive_reader
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0517
+You are given a Python snippet and an installed library version.
+Library: django==6.0
+```python
+from django.contrib.auth.management import rename_permissions
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0523
+You are given a Python snippet and an installed library version.
+Library: fastavro==1.2.4
+```python
+from fastavro.io.json_decoder import AvroJSONDecoder
+AvroJSONDecoder.read_object_start
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0529
+You are given a Python snippet and an installed library version.
+Library: executing==1.0.0
+```python
+from executing.executing import all_subclasses
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0535
+You are given a Python snippet and an installed library version.
+Library: langchain-anthropic==1.0.0
+```python
+from langchain_anthropic import Anthropic
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0541
+You are given a Python snippet and an installed library version.
+Library: jupyterlab==4.0.0
+```python
+from jupyterlab.upgrade_extension import update_extension
+update_extension(target=..., branch=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0547
+You are given a Python snippet and an installed library version.
+Library: executing==0.10.0
+```python
+from executing.executing import ReloadCacheFinder
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0553
+You are given a Python snippet and an installed library version.
+Library: accelerate==0.21.0
+```python
+from accelerate import FullyShardedDataParallelPlugin
+FullyShardedDataParallelPlugin.load_model
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0559
+You are given a Python snippet and an installed library version.
+Library: email-validator==2.0.0
+```python
+from email_validator import ATEXT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0565
+You are given a Python snippet and an installed library version.
+Library: jupyter-builder==0.0.4
+```python
+from jupyter_builder.jlpm import execvp
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0571
+You are given a Python snippet and an installed library version.
+Library: wasabi==1.1.1
+```python
+from wasabi.util import zip_longest
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0577
+You are given a Python snippet and an installed library version.
+Library: safetensors==0.2.4
+```python
+from safetensors.flax import load
+load(buffer=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0583
+You are given a Python snippet and an installed library version.
+Library: pyee==12.0.0
+```python
+from pyee import ExecutorEventEmitter
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0589
+You are given a Python snippet and an installed library version.
+Library: cryptography==49.0.0
+```python
+from cryptography.hazmat.primitives.asymmetric.types import CERTIFICATE_PRIVATE_KEY_TYPES
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0595
+You are given a Python snippet and an installed library version.
+Library: jsonpath-ng==1.10.0
+```python
+from jsonpath_ng.parser import LIST_KEY
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0601
+You are given a Python snippet and an installed library version.
+Library: contourpy==1.1.1
+```python
+from contourpy.util.mpl_util import offsets_to_mpl_codes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0607
+You are given a Python snippet and an installed library version.
+Library: hvac==1.2.1
+```python
+from hvac.api.auth_methods import Mfa
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0613
+You are given a Python snippet and an installed library version.
+Library: faker==40.18.0
+```python
+from faker.providers.phone_number.fr_DZ import PhoneNumberProvider
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0619
+You are given a Python snippet and an installed library version.
+Library: deepdiff==8.2.0
+```python
+from deepdiff.serialization import csv
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0625
+You are given a Python snippet and an installed library version.
+Library: dataclasses-json==0.5.7
+```python
+from dataclasses_json.api import B
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0631
+You are given a Python snippet and an installed library version.
+Library: httplib2==0.22.0
+```python
+from httplib2.auth import RedirectMissingLocation
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0637
+You are given a Python snippet and an installed library version.
+Library: django-filter==23.5
+```python
+from django_filters.compat import TestCase
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0643
+You are given a Python snippet and an installed library version.
+Library: mergedeep==1.3.2
+```python
+from mergedeep.mergedeep import VT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0649
+You are given a Python snippet and an installed library version.
+Library: opentelemetry-sdk==1.0.0
+```python
+from opentelemetry.sdk.resources import CLOUD_ZONE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0655
+You are given a Python snippet and an installed library version.
+Library: colorlog==5.0.1
+```python
+from colorlog.escape_codes import parse_colors
+parse_colors(sequence=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0661
+You are given a Python snippet and an installed library version.
+Library: anyio==4.0.0
+```python
+from anyio.abc import TestRunner
+TestRunner.close
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0667
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigquery-storage==2.2.0
+```python
+from google.cloud.bigquery_storage import BigQueryReadClient
+BigQueryReadClient.project_path
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0673
+You are given a Python snippet and an installed library version.
+Library: pydantic-ai-slim==2.4.0
+```python
+from pydantic_ai.durable_exec.prefect import PrefectModel
+PrefectModel(model=..., task_config=..., event_stream_handler=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0679
+You are given a Python snippet and an installed library version.
+Library: snowplow-tracker==0.9.1
+```python
+from snowplow_tracker import Tracker
+Tracker.check_form_element
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0685
+You are given a Python snippet and an installed library version.
+Library: python-socketio==5.10.0
+```python
+from socketio.namespace import BaseNamespace
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0691
+You are given a Python snippet and an installed library version.
+Library: platformdirs==4.9.6
+```python
+from platformdirs.version import TYPE_CHECKING
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0697
+You are given a Python snippet and an installed library version.
+Library: jupyter-builder==0.0.3
+```python
+from jupyter_builder.jlpm import execvp
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0703
+You are given a Python snippet and an installed library version.
+Library: pycountry==23.12.7
+```python
+from pycountry import Subdivision
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0709
+You are given a Python snippet and an installed library version.
+Library: levenshtein==0.25.0
+```python
+from Levenshtein.StringMatcher import jaro
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0715
+You are given a Python snippet and an installed library version.
+Library: datadog==0.53.0
+```python
+from datadog import DogStatsd
+DogStatsd(socket_connect_timeout=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0721
+You are given a Python snippet and an installed library version.
+Library: pypdfium2==5.0.0
+```python
+from pypdfium2 import PdfImage
+PdfImage.get_size
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0727
+You are given a Python snippet and an installed library version.
+Library: yfinance==0.2.36
+```python
+from yfinance.const import price_colnames
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0733
+You are given a Python snippet and an installed library version.
+Library: elastic-transport==8.0.0
+```python
+from elastic_transport import Transport
+Transport(connection_pool_class=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0739
+You are given a Python snippet and an installed library version.
+Library: face==26.0.0
+```python
+from face.utils import unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0745
+You are given a Python snippet and an installed library version.
+Library: google-auth-oauthlib==0.8.0
+```python
+from google_auth_oauthlib.flow import InstalledAppFlow
+InstalledAppFlow.run_console
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0751
+You are given a Python snippet and an installed library version.
+Library: holidays==0.98
+```python
+from holidays.calendars.tibetan import WINTER_SOLSTICE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0757
+You are given a Python snippet and an installed library version.
+Library: opencv-python-headless==4.14.0.94
+```python
+from cv2.detail import ArgKind_GOBJREF
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0763
+You are given a Python snippet and an installed library version.
+Library: isort==5.10.1
+```python
+from isort.settings import FILE_SKIP_RE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0769
+You are given a Python snippet and an installed library version.
+Library: fonttools==4.39.4
+```python
+from fontTools.ttLib import main
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0775
+You are given a Python snippet and an installed library version.
+Library: sentry-sdk==2.47.0
+```python
+from sentry_sdk.integrations.pydantic_ai.spans import update_invoke_agent_span
+update_invoke_agent_span(span=..., output=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0781
+You are given a Python snippet and an installed library version.
+Library: youtube-transcript-api==0.6.3
+```python
+from youtube_transcript_api import TooManyRequests
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0787
+You are given a Python snippet and an installed library version.
+Library: pyarrow==20.0.0
+```python
+from pyarrow import RecordBatchFileWriter
+RecordBatchFileWriter(sink=..., schema=..., use_legacy_format=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0793
+You are given a Python snippet and an installed library version.
+Library: hypothesis==6.157.1
+```python
+from hypothesis.internal.floats import STRUCT_FORMATS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0799
+You are given a Python snippet and an installed library version.
+Library: pybind11==3.0.4
+```python
+from pybind11.setup_helpers import no_recompile
+no_recompile(src=..., obg=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0805
+You are given a Python snippet and an installed library version.
+Library: mergedeep==1.3.1
+```python
+from mergedeep.mergedeep import VT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0811
+You are given a Python snippet and an installed library version.
+Library: mlflow==3.1.0
+```python
+from mlflow.store.artifact.databricks_sdk_models_artifact_repo import DOWNLOAD_CHUNK_SIZE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0817
+You are given a Python snippet and an installed library version.
+Library: fastapi==0.140.0
+```python
+from fastapi.dependencies.models import Dependant
+Dependant.cache_key
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0823
+You are given a Python snippet and an installed library version.
+Library: openai==2.45.0
+```python
+from openai.types.beta.beta_response_input_item import MultiAgentCallOutputOutputAnnotationsUnionMember0
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0829
+You are given a Python snippet and an installed library version.
+Library: datadog-api-client==2.13.0
+```python
+from datadog_api_client.v2.models import MetricBulkTagConfigEmailList
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0835
+You are given a Python snippet and an installed library version.
+Library: pytest-timeout==2.1.0
+```python
+from pytest_timeout import timeout_setup
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0841
+You are given a Python snippet and an installed library version.
+Library: envier==0.3.0
+```python
+from envier.sphinx import RST_PARSER_SETTINGS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0847
+You are given a Python snippet and an installed library version.
+Library: pydantic-core==2.29.0
+```python
+from pydantic_core.core_schema import arguments_schema
+arguments_schema(arguments=..., populate_by_name=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0853
+You are given a Python snippet and an installed library version.
+Library: textual==6.0.0
+```python
+from textual.widgets import Label
+Label(renderable=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0859
+You are given a Python snippet and an installed library version.
+Library: diskcache==5.2.1
+```python
+from diskcache.core import WindowsError
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0865
+You are given a Python snippet and an installed library version.
+Library: redis==4.1.1
+```python
+from redis.cluster import NodesManager
+NodesManager.cluster_require_full_coverage
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0871
+You are given a Python snippet and an installed library version.
+Library: babel==2.17.0
+```python
+from babel.numbers import NUMBER_PATTERN
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0877
+You are given a Python snippet and an installed library version.
+Library: puremagic==2.0.1
+```python
+from puremagic.scanners.python_scanner import is_substantial_python_code
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0883
+You are given a Python snippet and an installed library version.
+Library: vcs-versioning==2.0.1
+```python
+from vcs_versioning.overrides import source_epoch_or_utc_now
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0889
+You are given a Python snippet and an installed library version.
+Library: pyathena==3.15.0
+```python
+from pyathena.sqlalchemy.base import RESERVED_WORDS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0895
+You are given a Python snippet and an installed library version.
+Library: whitenoise==6.4.0
+```python
+from whitenoise.string_utils import decode_if_byte_string
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0901
+You are given a Python snippet and an installed library version.
+Library: awscrt==0.34.1
+```python
+from awscrt.mqtt import Connection
+Connection(client=..., host_name=..., port=..., client_id=..., enable_metrics=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0907
+You are given a Python snippet and an installed library version.
+Library: trio-websocket==0.9.2
+```python
+from trio_websocket import WebSocketConnection
+WebSocketConnection(stream=..., wsproto=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0913
+You are given a Python snippet and an installed library version.
+Library: readme-renderer==33.0
+```python
+from readme_renderer.clean import ALLOWED_STYLES
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0919
+You are given a Python snippet and an installed library version.
+Library: simple-websocket==0.10.1
+```python
+from simple_websocket import Client
+Client(url=..., selector_class=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0925
+You are given a Python snippet and an installed library version.
+Library: pip-audit==0.0.3
+```python
+from pip_audit.dependency_source.resolvelib.pypi_provider import get_metadata_for_wheel
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0931
+You are given a Python snippet and an installed library version.
+Library: sympy==1.13.3
+```python
+from sympy.physics.wigner import real_gaunt
+real_gaunt(l_1=..., l_2=..., l_3=..., m_1=..., m_2=..., m_3=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0937
+You are given a Python snippet and an installed library version.
+Library: mypy==1.13.0
+```python
+from mypy.util import is_sub_path
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0943
+You are given a Python snippet and an installed library version.
+Library: grpcio-health-checking==1.66.0
+```python
+from grpc_health.v1.health_pb2_grpc import EXPECTED_ERROR_RELEASE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0949
+You are given a Python snippet and an installed library version.
+Library: srsly==2.4.0
+```python
+from srsly import write_msgpack
+write_msgpack(data=..., location=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0955
+You are given a Python snippet and an installed library version.
+Library: aiohttp==3.11.0
+```python
+from aiohttp import ClientWebSocketResponse
+ClientWebSocketResponse(reader=..., writer=..., protocol=..., response=..., timeout=..., autoclose=..., autoping=..., loop=..., receive_timeout=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0961
+You are given a Python snippet and an installed library version.
+Library: kubernetes==21.7.0
+```python
+from kubernetes.client import V1beta1CustomResourceValidation
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0967
+You are given a Python snippet and an installed library version.
+Library: python-docx==1.1.0
+```python
+from docx.types import StoryChild
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0973
+You are given a Python snippet and an installed library version.
+Library: langchain-core==1.0.0
+```python
+from langchain_core.tracers.schemas import TracerSessionV1
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0979
+You are given a Python snippet and an installed library version.
+Library: pathvalidate==3.1.0
+```python
+from pathvalidate import FileNameSanitizer
+FileNameSanitizer(check_reserved=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+

validation/model_baseline/cond_a_batch3.txt

@@ -0,0 +1,1380 @@
+### q0002
+You are given a Python snippet and an installed library version.
+Library: imageio==2.11.0
+```python
+from imageio.plugins.pillow_legacy import SPECIAL_FORMATS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0008
+You are given a Python snippet and an installed library version.
+Library: jsonpickle==2.2.0
+```python
+from jsonpickle.compat import PY3_ORDERED_DICT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0014
+You are given a Python snippet and an installed library version.
+Library: ruamel-yaml==0.17.32
+```python
+from ruamel.yaml.compat import PY2
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0020
+You are given a Python snippet and an installed library version.
+Library: amazon-ion==0.9.3
+```python
+from amazon.ion.util import Enum
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0026
+You are given a Python snippet and an installed library version.
+Library: docutils==0.18
+```python
+from docutils.parsers.rst.roles import unimplemented_role
+unimplemented_role(role=..., rawtext=..., text=..., lineno=..., inliner=..., attributes=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0032
+You are given a Python snippet and an installed library version.
+Library: lightgbm==4.0.0
+```python
+from lightgbm.basic import C_API_MATRIX_TYPE_CSR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0038
+You are given a Python snippet and an installed library version.
+Library: huggingface-hub==1.12.0
+```python
+from huggingface_hub.cli.buckets import info
+info(bucket_id=..., quiet=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0044
+You are given a Python snippet and an installed library version.
+Library: pylint==2.16.0
+```python
+from pylint.checkers.typecheck import TypeChecker
+TypeChecker.visit_extslice
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0050
+You are given a Python snippet and an installed library version.
+Library: twisted==22.10.0
+```python
+from twisted.protocols import deprecatedModuleAttribute
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0056
+You are given a Python snippet and an installed library version.
+Library: click==8.1.0
+```python
+from click import Parameter
+Parameter(autocompletion=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0062
+You are given a Python snippet and an installed library version.
+Library: ipywidgets==8.0.0
+```python
+from ipywidgets import register
+register(name=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0068
+You are given a Python snippet and an installed library version.
+Library: gremlinpython==3.6.0
+```python
+from gremlin_python.process.graph_traversal import min
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0074
+You are given a Python snippet and an installed library version.
+Library: pytest-django==4.4.0
+```python
+from pytest_django.fixtures import transactional_db
+transactional_db(django_db_setup=..., django_db_blocker=..., request=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0080
+You are given a Python snippet and an installed library version.
+Library: cachetools==6.0.0
+```python
+from cachetools import MRUCache
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0086
+You are given a Python snippet and an installed library version.
+Library: mammoth==1.4.17
+```python
+from mammoth.docx.complex_fields import hyperlink
+hyperlink(href=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0092
+You are given a Python snippet and an installed library version.
+Library: watchfiles==0.10
+```python
+from watchfiles.cli import callback
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0098
+You are given a Python snippet and an installed library version.
+Library: resolvelib==0.8.1
+```python
+from resolvelib import BaseReporter
+BaseReporter.backtracking
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0104
+You are given a Python snippet and an installed library version.
+Library: pytest-httpx==0.30.0
+```python
+from pytest_httpx import non_mocked_hosts
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0110
+You are given a Python snippet and an installed library version.
+Library: aiohttp==3.13.2
+```python
+from aiohttp.compression_utils import ZlibBaseHandler
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0116
+You are given a Python snippet and an installed library version.
+Library: trino==0.307.0
+```python
+from trino.auth import Authentication
+Authentication.handle_err
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0122
+You are given a Python snippet and an installed library version.
+Library: json5==0.9.28
+```python
+from json5.host import Host
+Host.print_
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0128
+You are given a Python snippet and an installed library version.
+Library: opensearch-py==1.1.0
+```python
+from opensearchpy.client import CatClient
+CatClient.ml_jobs
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0134
+You are given a Python snippet and an installed library version.
+Library: datasets==2.8.0
+```python
+from datasets.iterable_dataset import ShardShuffledExamplesIterable
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0140
+You are given a Python snippet and an installed library version.
+Library: geopandas==1.0.0
+```python
+from geopandas.io.file import to_file
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0146
+You are given a Python snippet and an installed library version.
+Library: paramiko==4.0.0
+```python
+from paramiko import Transport
+Transport(sock=..., gss_deleg_creds=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0152
+You are given a Python snippet and an installed library version.
+Library: eval-type-backport==0.0.1
+```python
+from eval_type_backport.eval_type_backport import UnionTransformer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0158
+You are given a Python snippet and an installed library version.
+Library: gremlinpython==3.5.8
+```python
+from gremlin_python.process.graph_traversal import min
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0164
+You are given a Python snippet and an installed library version.
+Library: confection==1.1.0
+```python
+from confection import Promise
+Promise.validate
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0170
+You are given a Python snippet and an installed library version.
+Library: graphviz==0.18
+```python
+from graphviz.backend import FORMATTERS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0176
+You are given a Python snippet and an installed library version.
+Library: dacite==1.7.0
+```python
+from dacite.dataclasses import create_instance
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0182
+You are given a Python snippet and an installed library version.
+Library: ijson==3.3.0
+```python
+from ijson.compat import IS_PY35
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0188
+You are given a Python snippet and an installed library version.
+Library: lightgbm==3.3.5
+```python
+from lightgbm.basic import C_API_MATRIX_TYPE_CSR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0194
+You are given a Python snippet and an installed library version.
+Library: patsy==1.0.1
+```python
+from patsy.test_highlevel import test_future
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0200
+You are given a Python snippet and an installed library version.
+Library: vcrpy==6.0.0
+```python
+from vcr.patch import ConnectionRemover
+ConnectionRemover.remove_connection_to_pool_entry
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0206
+You are given a Python snippet and an installed library version.
+Library: jsonpath-ng==1.9.1
+```python
+from jsonpath_ng.parser import LIST_KEY
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0212
+You are given a Python snippet and an installed library version.
+Library: typeguard==3.0.0
+```python
+from typeguard import TypeWarning
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0218
+You are given a Python snippet and an installed library version.
+Library: packaging==22.0
+```python
+from packaging.requirements import MARKER_SEPARATOR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0224
+You are given a Python snippet and an installed library version.
+Library: packaging==21.3
+```python
+from packaging.requirements import MARKER_SEPARATOR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0230
+You are given a Python snippet and an installed library version.
+Library: resolvelib==0.9.0
+```python
+from resolvelib import BaseReporter
+BaseReporter.backtracking
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0236
+You are given a Python snippet and an installed library version.
+Library: cattrs==25.1.0
+```python
+from cattrs.gen import DictStructureFn
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0242
+You are given a Python snippet and an installed library version.
+Library: slack-sdk==3.26.1
+```python
+from slack_sdk.oauth.installation_store.internals import minor
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0248
+You are given a Python snippet and an installed library version.
+Library: markdown==3.3.4
+```python
+from markdown.extensions.toc import slugify
+slugify(value=..., separator=..., encoding=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0254
+You are given a Python snippet and an installed library version.
+Library: paramiko==3.0.0
+```python
+from paramiko.util import deflate_zero
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0260
+You are given a Python snippet and an installed library version.
+Library: emoji==2.8.0
+```python
+from emoji import UNICODE_EMOJI_SPANISH
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0266
+You are given a Python snippet and an installed library version.
+Library: tree-sitter==0.20.4
+```python
+from tree_sitter import Language
+Language(name=..., library_path=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0272
+You are given a Python snippet and an installed library version.
+Library: pyright==1.1.382
+```python
+from pyright.types import Strategy
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0278
+You are given a Python snippet and an installed library version.
+Library: whitenoise==6.0.0
+```python
+from whitenoise.compress import main
+main(root=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0284
+You are given a Python snippet and an installed library version.
+Library: overrides==5.0.0
+```python
+from overrides.enforce import ensure_no_extra_args_in_sub
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0290
+You are given a Python snippet and an installed library version.
+Library: responses==0.18.0
+```python
+from responses.test_responses import test_callback_deprecated_argument
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0296
+You are given a Python snippet and an installed library version.
+Library: twilio==9.4.3
+```python
+from twilio.rest.numbers.v1 import V1
+V1.porting_webhook_configuration_fetch
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0302
+You are given a Python snippet and an installed library version.
+Library: unidecode==1.2.0
+```python
+from unidecode.util import PY3
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0308
+You are given a Python snippet and an installed library version.
+Library: setuptools==75.4.0
+```python
+from setuptools.command.bdist_wheel import remove_readonly
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0314
+You are given a Python snippet and an installed library version.
+Library: pytest-rerunfailures==16.0.1
+```python
+from pytest_rerunfailures import get_reruns_condition
+get_reruns_condition(item=..., report=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0320
+You are given a Python snippet and an installed library version.
+Library: terminado==0.9.5
+```python
+from terminado.management import byte_code
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0326
+You are given a Python snippet and an installed library version.
+Library: google-cloud-logging==2.1.0
+```python
+from google.cloud.logging_v2 import MetricsServiceV2Client
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0332
+You are given a Python snippet and an installed library version.
+Library: installer==0.5.1
+```python
+from installer.records import RecordEntry
+RecordEntry.to_line
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0338
+You are given a Python snippet and an installed library version.
+Library: langchain-anthropic==0.3.22
+```python
+from langchain_anthropic.experimental import ChatAnthropicTools
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0344
+You are given a Python snippet and an installed library version.
+Library: snowplow-tracker==0.13.0
+```python
+from snowplow_tracker import AsyncEmitter
+AsyncEmitter(endpoint=..., buffer_size=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0350
+You are given a Python snippet and an installed library version.
+Library: msal==1.35.0
+```python
+from msal.authority import AZURE_CHINA
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0356
+You are given a Python snippet and an installed library version.
+Library: clickhouse-connect==0.7.19
+```python
+from clickhouse_connect.driver.query import format_query_value
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0362
+You are given a Python snippet and an installed library version.
+Library: pandas-gbq==0.29.0
+```python
+from pandas_gbq.auth import CLIENT_SECRET
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0368
+You are given a Python snippet and an installed library version.
+Library: python-utils==3.7.0
+```python
+from python_utils.decorators import P
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0374
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigquery==3.0.1
+```python
+from google.cloud.bigquery.enums import SqlParameterScalarTypes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0380
+You are given a Python snippet and an installed library version.
+Library: pip==21.1
+```python
+from pip import MYPY_CHECK_RUNNING
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0386
+You are given a Python snippet and an installed library version.
+Library: tzlocal==5.0
+```python
+from tzlocal.utils import ZoneInfoNotFoundError
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0392
+You are given a Python snippet and an installed library version.
+Library: jsonpatch==1.35
+```python
+from jsonpatch import DiffBuilder
+DiffBuilder.iter_from
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0398
+You are given a Python snippet and an installed library version.
+Library: magika==0.6.2
+```python
+from magika.cli.magika_client import get_magika_result_from_stdin
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0404
+You are given a Python snippet and an installed library version.
+Library: overrides==4.1.2
+```python
+from overrides.enforce import ensure_no_extra_args_in_sub
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0410
+You are given a Python snippet and an installed library version.
+Library: pip-api==0.0.35
+```python
+from pip_api import Version
+Version.major
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0416
+You are given a Python snippet and an installed library version.
+Library: pytest-env==1.6.0
+```python
+from pytest_env.version import TYPE_CHECKING
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0422
+You are given a Python snippet and an installed library version.
+Library: yamllint==1.33.0
+```python
+from yamllint.rules.truthy import TRUTHY
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0428
+You are given a Python snippet and an installed library version.
+Library: pygithub==2.6.0
+```python
+from github.Auth import AppAuth
+AppAuth(app_id=..., private_key=..., jwt_algorithm=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0434
+You are given a Python snippet and an installed library version.
+Library: shortuuid==1.0.10
+```python
+from shortuuid.cli import main
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0440
+You are given a Python snippet and an installed library version.
+Library: nltk==3.9
+```python
+from nltk.corpus.reader.api import PickleCorpusView
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0446
+You are given a Python snippet and an installed library version.
+Library: jupyterlab-server==2.16.6
+```python
+from jupyterlab_server.test_utils import wrap_request
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0452
+You are given a Python snippet and an installed library version.
+Library: jupyterlab-widgets==3.0.5
+```python
+from jupyterlab_widgets import data
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0458
+You are given a Python snippet and an installed library version.
+Library: hypothesis==6.157.2
+```python
+from hypothesis.internal.floats import STRUCT_FORMATS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0464
+You are given a Python snippet and an installed library version.
+Library: trino==0.306.0
+```python
+from trino.auth import Authentication
+Authentication.handle_err
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0470
+You are given a Python snippet and an installed library version.
+Library: async-lru==1.0.3
+```python
+from async_lru import alru_cache
+alru_cache(cache_exceptions=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0476
+You are given a Python snippet and an installed library version.
+Library: tensorboard==2.12.3
+```python
+from tensorboard.default import ExperimentalNpmiPlugin
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0482
+You are given a Python snippet and an installed library version.
+Library: pyspnego==0.9.2
+```python
+from spnego.sspi import SSPI_IMP_ERR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0488
+You are given a Python snippet and an installed library version.
+Library: optuna==4.9.0
+```python
+from optuna.importance import PedAnovaImportanceEvaluator
+PedAnovaImportanceEvaluator(baseline_quantile=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0494
+You are given a Python snippet and an installed library version.
+Library: billiard==4.0.0
+```python
+from billiard.compat import buf_t
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0500
+You are given a Python snippet and an installed library version.
+Library: mistune==3.0.0
+```python
+from mistune.plugins import PLUGINS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0506
+You are given a Python snippet and an installed library version.
+Library: jupyterlab-server==2.19.0
+```python
+from jupyterlab_server.translation_utils import TranslationBundle
+TranslationBundle(domain=..., locale=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0512
+You are given a Python snippet and an installed library version.
+Library: trio-websocket==0.10.0
+```python
+from trio_websocket import WebSocketConnection
+WebSocketConnection(stream=..., wsproto=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0518
+You are given a Python snippet and an installed library version.
+Library: json5==0.10.0
+```python
+from json5.host import Host
+Host.print_
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0524
+You are given a Python snippet and an installed library version.
+Library: huey==3.0.0
+```python
+from huey.contrib.kyototycoon import KyotoTycoonStorage
+KyotoTycoonStorage.prefix_key
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0530
+You are given a Python snippet and an installed library version.
+Library: google-cloud-firestore==2.26.0
+```python
+from google.cloud.firestore_v1.pipeline_expressions import AggregateFunction
+AggregateFunction(name=..., params=..., use_infix_repr=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0536
+You are given a Python snippet and an installed library version.
+Library: humanize==3.13.0
+```python
+from humanize.i18n import ngettext
+ngettext(message=..., num=..., plural=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0542
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigtable==2.13.2
+```python
+from google.cloud.bigtable_v2 import ReadIteratorStats
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0548
+You are given a Python snippet and an installed library version.
+Library: lightgbm==4.5.0
+```python
+from lightgbm import train
+train(params=..., train_set=..., categorical_feature=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0554
+You are given a Python snippet and an installed library version.
+Library: langchain-anthropic==1.0.0
+```python
+from langchain_anthropic.experimental import ChatAnthropicTools
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0560
+You are given a Python snippet and an installed library version.
+Library: db-dtypes==1.3.1
+```python
+from db_dtypes import JSONArray
+JSONArray(values=..., dtype=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0566
+You are given a Python snippet and an installed library version.
+Library: openpyxl==3.1.4
+```python
+from openpyxl.packaging.extended import get_version
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0572
+You are given a Python snippet and an installed library version.
+Library: google-cloud-secret-manager==2.2.0
+```python
+from google.cloud.secretmanager_v1.types import names
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0578
+You are given a Python snippet and an installed library version.
+Library: natsort==7.1.1
+```python
+from natsort.utils import sep_inserter
+sep_inserter(sep=..., iterable=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0584
+You are given a Python snippet and an installed library version.
+Library: virtualenv==20.34.0
+```python
+from virtualenv.discovery.cached_py_info import clear
+clear(cache=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0590
+You are given a Python snippet and an installed library version.
+Library: jupyter-client==8.4.0
+```python
+from jupyter_client.utils import UTC
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0596
+You are given a Python snippet and an installed library version.
+Library: lightgbm==4.6.0
+```python
+from lightgbm import train
+train(params=..., train_set=..., categorical_feature=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0602
+You are given a Python snippet and an installed library version.
+Library: av==19.0.0
+```python
+from av import open
+open(file=..., metadata_errors=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0608
+You are given a Python snippet and an installed library version.
+Library: cron-descriptor==2.0.3
+```python
+from cron_descriptor import MissingFieldException
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0614
+You are given a Python snippet and an installed library version.
+Library: textual==2.0.4
+```python
+from textual.messages import TerminalSupportInBandWindowResize
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0620
+You are given a Python snippet and an installed library version.
+Library: wasabi==0.10.1
+```python
+from wasabi.util import zip_longest
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0626
+You are given a Python snippet and an installed library version.
+Library: pdfminer-six==20251230
+```python
+from pdfminer.cmapdb import CMapParser
+CMapParser.poll
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0632
+You are given a Python snippet and an installed library version.
+Library: graphql-core==3.1.4
+```python
+from graphql.language.block_string import get_block_string_indentation
+get_block_string_indentation(lines=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0638
+You are given a Python snippet and an installed library version.
+Library: httplib2==0.22.0
+```python
+from httplib2.auth import RelativeURIError
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0644
+You are given a Python snippet and an installed library version.
+Library: findpython==0.7.1
+```python
+from findpython.providers.winreg import SYS_ARCHITECTURE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0650
+You are given a Python snippet and an installed library version.
+Library: kafka-python==3.0.4
+```python
+from kafka.net import NetworkSelector
+NetworkSelector.unschedule
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0656
+You are given a Python snippet and an installed library version.
+Library: pytest-timeout==2.2.0
+```python
+from pytest_timeout import write_title
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0662
+You are given a Python snippet and an installed library version.
+Library: magika==0.5.1
+```python
+from magika.types import FeedbackReport
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0668
+You are given a Python snippet and an installed library version.
+Library: pytest-env==1.7.0
+```python
+from pytest_env.version import TYPE_CHECKING
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0674
+You are given a Python snippet and an installed library version.
+Library: sqlmodel==0.0.19
+```python
+from sqlmodel.sql.expression import SelectBase
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0680
+You are given a Python snippet and an installed library version.
+Library: pypdf2==2.2.1
+```python
+from PyPDF2.generic import readHexStringFromStream
+readHexStringFromStream(stream=..., forced_encoding=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0686
+You are given a Python snippet and an installed library version.
+Library: snowplow-tracker==0.10.0
+```python
+from snowplow_tracker import Tracker
+Tracker.check_form_element
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0692
+You are given a Python snippet and an installed library version.
+Library: pyproj==3.1.0
+```python
+from pyproj import Transformer
+Transformer(base_transformer=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0698
+You are given a Python snippet and an installed library version.
+Library: sentencepiece==0.1.96
+```python
+from sentencepiece import EncoderVersion_kOptimized
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0704
+You are given a Python snippet and an installed library version.
+Library: platformdirs==4.9.4
+```python
+from platformdirs.version import TYPE_CHECKING
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0710
+You are given a Python snippet and an installed library version.
+Library: tox==4.64.10
+```python
+from tox.execute.local_sub_process import LocalSubprocessExecuteFailedStatus
+LocalSubprocessExecuteFailedStatus(options=..., out=..., err=..., exit_code=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0716
+You are given a Python snippet and an installed library version.
+Library: zipp==3.18.0
+```python
+from zipp.glob import translate
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0722
+You are given a Python snippet and an installed library version.
+Library: supabase-auth==2.22.3
+```python
+from supabase_auth.helpers import parse_user_response
+parse_user_response(data=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0728
+You are given a Python snippet and an installed library version.
+Library: sqlglot==30.0.3
+```python
+from sqlglot.dialects.presto import DATE_ADD_OR_SUB
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0734
+You are given a Python snippet and an installed library version.
+Library: aioitertools==0.10.0
+```python
+from aioitertools.asyncio import as_completed
+as_completed(aws=..., loop=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0740
+You are given a Python snippet and an installed library version.
+Library: magika==0.6.3
+```python
+from magika.cli.magika_client import get_magika_result_from_stdin
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0746
+You are given a Python snippet and an installed library version.
+Library: freezegun==1.2.0
+```python
+from freezegun.api import iscoroutinefunction
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0752
+You are given a Python snippet and an installed library version.
+Library: limits==4.2
+```python
+from limits.typing import ScriptP
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0758
+You are given a Python snippet and an installed library version.
+Library: nbformat==5.11.0
+```python
+from nbformat import validate
+validate(repair_duplicate_cell_ids=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0764
+You are given a Python snippet and an installed library version.
+Library: google-cloud-monitoring==1.1.2
+```python
+from google.cloud.monitoring import MetricServiceClient
+MetricServiceClient(channel=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0770
+You are given a Python snippet and an installed library version.
+Library: grimp==3.9
+```python
+from grimp.domain.valueobjects import ValueObject
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0776
+You are given a Python snippet and an installed library version.
+Library: simple-salesforce==1.12.8
+```python
+from simple_salesforce import SalesforceAuthenticationFailed
+SalesforceAuthenticationFailed(code=..., message=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0782
+You are given a Python snippet and an installed library version.
+Library: tiktoken==0.5.0
+```python
+from tiktoken.model import MODEL_TO_ENCODING
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0788
+You are given a Python snippet and an installed library version.
+Library: grimp==3.13
+```python
+from grimp import ImportGraph
+ImportGraph.find_all_simple_chains
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0794
+You are given a Python snippet and an installed library version.
+Library: google-auth-oauthlib==1.0.0
+```python
+from google_auth_oauthlib.flow import InstalledAppFlow
+InstalledAppFlow.run_console
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0800
+You are given a Python snippet and an installed library version.
+Library: wcmatch==8.5.2
+```python
+from wcmatch.util import norm_pattern
+norm_pattern(pattern=..., normalize=..., is_raw_chars=..., ignore_escape=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0806
+You are given a Python snippet and an installed library version.
+Library: ghapi==1.1.1
+```python
+from ghapi.all import print_summary
+print_summary(req=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0812
+You are given a Python snippet and an installed library version.
+Library: tiktoken==0.4.0
+```python
+from tiktoken.model import MODEL_TO_ENCODING
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0818
+You are given a Python snippet and an installed library version.
+Library: progressbar2==4.2.0
+```python
+from progressbar.widgets import wrapper
+wrapper(function=..., wrapper=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0824
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigquery==3.0.1
+```python
+from google.cloud.bigquery import LegacyBigQueryStorageError
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0830
+You are given a Python snippet and an installed library version.
+Library: makefun==1.10.2
+```python
+from makefun.main import gen_partial_sig
+gen_partial_sig(preset_pos_args=..., preset_kwargs=..., f=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0836
+You are given a Python snippet and an installed library version.
+Library: fastmcp-slim==3.3.1
+```python
+from fastmcp.server.auth.authorization import logger
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0842
+You are given a Python snippet and an installed library version.
+Library: faker==40.33.0
+```python
+from faker.providers.company.pt_BR import company_id_checksum
+company_id_checksum(digits=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0848
+You are given a Python snippet and an installed library version.
+Library: weasyprint==60.0
+```python
+from weasyprint.layout.page import OrientedBox
+OrientedBox.shrink_to_fit
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0854
+You are given a Python snippet and an installed library version.
+Library: pydantic-extra-types==2.10.0
+```python
+from pydantic_extra_types.phone_numbers import GeneratorCallableStr
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0860
+You are given a Python snippet and an installed library version.
+Library: billiard==3.6.4.0
+```python
+from billiard.compat import buf_t
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0866
+You are given a Python snippet and an installed library version.
+Library: mlflow==3.1.1
+```python
+from mlflow.store.artifact.databricks_sdk_models_artifact_repo import DOWNLOAD_CHUNK_SIZE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0872
+You are given a Python snippet and an installed library version.
+Library: srsly==2.4.4
+```python
+from srsly.cloudpickle.cloudpickle import CloudPickler
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0878
+You are given a Python snippet and an installed library version.
+Library: strands-agents==0.1.8
+```python
+from strands.event_loop.event_loop import initialize_state
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0884
+You are given a Python snippet and an installed library version.
+Library: omegaconf==2.2.1
+```python
+from omegaconf import OmegaConf
+OmegaConf.get_resolver
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0890
+You are given a Python snippet and an installed library version.
+Library: asttokens==2.4.1
+```python
+from asttokens.util import AstConstant
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0896
+You are given a Python snippet and an installed library version.
+Library: supabase==2.0.3
+```python
+from supabase.lib.auth_client import SupabaseAuthClient
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0902
+You are given a Python snippet and an installed library version.
+Library: websocket-client==1.7.0
+```python
+from websocket import ABNF
+ABNF(mask=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0908
+You are given a Python snippet and an installed library version.
+Library: zipp==3.17.0
+```python
+from zipp.glob import translate
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0914
+You are given a Python snippet and an installed library version.
+Library: cssselect2==0.8.0
+```python
+from cssselect2 import SORT_KEY
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0920
+You are given a Python snippet and an installed library version.
+Library: python-utils==2.6.3
+```python
+from python_utils.time import timeout_generator
+timeout_generator(timeout=..., interval_exponent=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0926
+You are given a Python snippet and an installed library version.
+Library: json5==0.9.22
+```python
+from json5.lib import long
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0932
+You are given a Python snippet and an installed library version.
+Library: colorlog==6.4.0
+```python
+from colorlog.escape_codes import parse_colors
+parse_colors(sequence=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0938
+You are given a Python snippet and an installed library version.
+Library: rich-click==1.9.0
+```python
+from rich_click.rich_help_rendering import get_rich_options
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0944
+You are given a Python snippet and an installed library version.
+Library: fastavro==1.9.5
+```python
+from fastavro.utils import gen_data
+gen_data(schema=..., named_schemas=..., index=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0950
+You are given a Python snippet and an installed library version.
+Library: inquirerpy==0.2.4
+```python
+from InquirerPy.base import BaseListPrompt
+BaseListPrompt(message=..., height=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0956
+You are given a Python snippet and an installed library version.
+Library: google-cloud-logging==2.1.0
+```python
+from google.cloud.logging_v2 import LoggingServiceV2Client
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0962
+You are given a Python snippet and an installed library version.
+Library: twilio==9.4.2
+```python
+from twilio.rest.numbers.v1 import V1
+V1.porting_webhook_configuration_fetch
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0968
+You are given a Python snippet and an installed library version.
+Library: overrides==4.1.1
+```python
+from overrides.enforce import ensure_return_type_compatibility
+ensure_return_type_compatibility(super_sig=..., sub_sig=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0974
+You are given a Python snippet and an installed library version.
+Library: fastapi-cli==0.0.16
+```python
+from fastapi_cli.config import PYDANTIC_VERSION_MINOR_TUPLE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0980
+You are given a Python snippet and an installed library version.
+Library: natsort==8.2.0
+```python
+from natsort.utils import TwoBlankTuple
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+

validation/model_baseline/cond_a_batch4.txt

@@ -0,0 +1,1384 @@
+### q0003
+You are given a Python snippet and an installed library version.
+Library: django-filter==25.1
+```python
+from django_filters.rest_framework import DjangoFilterBackend
+DjangoFilterBackend.get_schema_operation_parameters
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0009
+You are given a Python snippet and an installed library version.
+Library: datasets==2.9.0
+```python
+from datasets.iterable_dataset import ShardShuffledExamplesIterable
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0015
+You are given a Python snippet and an installed library version.
+Library: holidays==0.34
+```python
+from holidays.groups import HinduCalendarHolidays
+HinduCalendarHolidays(calendar=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0021
+You are given a Python snippet and an installed library version.
+Library: google-cloud-secret-manager==1.0.2
+```python
+from google.cloud.secretmanager_v1.types import names
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0027
+You are given a Python snippet and an installed library version.
+Library: yfinance==0.2.37
+```python
+from yfinance.const import price_colnames
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0033
+You are given a Python snippet and an installed library version.
+Library: zstandard==0.16.0
+```python
+from zstandard.backend_cffi import HASHLOG3_MAX
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0039
+You are given a Python snippet and an installed library version.
+Library: cattrs==23.2.2
+```python
+from cattrs.gen import generate_unique_filename
+generate_unique_filename(cls=..., func_name=..., reserve=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0045
+You are given a Python snippet and an installed library version.
+Library: lazy-object-proxy==1.7.1
+```python
+from lazy_object_proxy.compat import PY2
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0051
+You are given a Python snippet and an installed library version.
+Library: installer==0.6.0
+```python
+from installer.records import RecordEntry
+RecordEntry.to_line
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0057
+You are given a Python snippet and an installed library version.
+Library: pymysql==1.2.0
+```python
+from pymysql.converters import escape_bytes_prefixed
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0063
+You are given a Python snippet and an installed library version.
+Library: truststore==0.3.0
+```python
+from truststore import TruststoreSSLContext
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0069
+You are given a Python snippet and an installed library version.
+Library: pydyf==0.11.0
+```python
+from pydyf import Stream
+Stream.transform
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0075
+You are given a Python snippet and an installed library version.
+Library: scikit-image==0.24.0
+```python
+from skimage.filters import gaussian
+gaussian(image=..., output=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0081
+You are given a Python snippet and an installed library version.
+Library: pydantic-extra-types==2.9.0
+```python
+from pydantic_extra_types.phone_numbers import GeneratorCallableStr
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0087
+You are given a Python snippet and an installed library version.
+Library: mistune==2.1.0
+```python
+from mistune.plugins import PLUGINS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0093
+You are given a Python snippet and an installed library version.
+Library: click-repl==0.2.0
+```python
+from click_repl import text_type
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0099
+You are given a Python snippet and an installed library version.
+Library: pytest-split==0.10.0
+```python
+from pytest_split.algorithms import least_duration
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0105
+You are given a Python snippet and an installed library version.
+Library: openapi-spec-validator==0.7.0
+```python
+from openapi_spec_validator.validation.validators import SpecValidator
+SpecValidator(schema_validator=..., value_validator_class=..., value_validator_format_checker=..., resolver_handlers=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0111
+You are given a Python snippet and an installed library version.
+Library: openapi-schema-validator==0.3.0
+```python
+from openapi_schema_validator.validators import BaseOAS30Validator
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0117
+You are given a Python snippet and an installed library version.
+Library: python-docx==1.1.1
+```python
+from docx.opc.shared import lazyproperty
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0123
+You are given a Python snippet and an installed library version.
+Library: click==8.0.4
+```python
+from click import Parameter
+Parameter(autocompletion=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0129
+You are given a Python snippet and an installed library version.
+Library: skops==0.11.0
+```python
+from skops.card import Card
+Card(model=..., metadata=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0135
+You are given a Python snippet and an installed library version.
+Library: pydantic-ai-slim==2.5.0
+```python
+from pydantic_ai.durable_exec.prefect import PrefectModel
+PrefectModel(model=..., task_config=..., event_stream_handler=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0141
+You are given a Python snippet and an installed library version.
+Library: pytokens==0.0.0
+```python
+from pytokens import greet
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0147
+You are given a Python snippet and an installed library version.
+Library: pydantic==2.8.2
+```python
+from pydantic.functional_serializers import FuncType
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0153
+You are given a Python snippet and an installed library version.
+Library: python-utils==3.6.1
+```python
+from python_utils.decorators import P
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0159
+You are given a Python snippet and an installed library version.
+Library: einops==0.8.0
+```python
+from einops.experimental.indexing import CompositionDecomposition
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0165
+You are given a Python snippet and an installed library version.
+Library: textual==5.3.0
+```python
+from textual.widgets import Label
+Label(renderable=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0171
+You are given a Python snippet and an installed library version.
+Library: vcs-versioning==1.1.1
+```python
+from vcs_versioning.overrides import get_debug_level
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0177
+You are given a Python snippet and an installed library version.
+Library: pybind11==3.1.0
+```python
+from pybind11.setup_helpers import no_recompile
+no_recompile(src=..., obg=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0183
+You are given a Python snippet and an installed library version.
+Library: websockets==16.0
+```python
+from websockets.sync.connection import Connection
+Connection.acknowledge_pending_pings
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0189
+You are given a Python snippet and an installed library version.
+Library: mpmath==1.4.0
+```python
+from mpmath import runtests
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0195
+You are given a Python snippet and an installed library version.
+Library: progressbar2==4.3.0
+```python
+from progressbar.widgets import wrapper
+wrapper(function=..., wrapper=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0201
+You are given a Python snippet and an installed library version.
+Library: flatbuffers==25.9.23
+```python
+from flatbuffers import Builder
+Builder.growByteBuffer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0207
+You are given a Python snippet and an installed library version.
+Library: tox==4.59.0
+```python
+from tox.tox_env.package import locked
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0213
+You are given a Python snippet and an installed library version.
+Library: litellm==1.101.6
+```python
+from litellm.llms.watsonx.completion.transformation import IBMWatsonXAIConfig
+IBMWatsonXAIConfig.atransform_request
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0219
+You are given a Python snippet and an installed library version.
+Library: paramiko==2.12.0
+```python
+from paramiko.util import deflate_zero
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0225
+You are given a Python snippet and an installed library version.
+Library: executing==1.0.0
+```python
+from executing.executing import ReloadCacheFinder
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0231
+You are given a Python snippet and an installed library version.
+Library: secretstorage==3.5.0
+```python
+from secretstorage.dhcrypto import int_to_bytes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0237
+You are given a Python snippet and an installed library version.
+Library: twine==6.1.0
+```python
+from twine.repository import KEYWORDS_TO_NOT_FLATTEN
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0243
+You are given a Python snippet and an installed library version.
+Library: mergedeep==1.3.2
+```python
+from mergedeep.mergedeep import KT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0249
+You are given a Python snippet and an installed library version.
+Library: prometheus-client==0.10.1
+```python
+from prometheus_client.core import Info
+Info(name=..., documentation=..., labelvalues=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0255
+You are given a Python snippet and an installed library version.
+Library: scipy==1.11.4
+```python
+from scipy.stats.qmc import LatinHypercube
+LatinHypercube(d=..., centered=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0261
+You are given a Python snippet and an installed library version.
+Library: plotly==6.9.0
+```python
+from plotly.offline import plot
+plot(figure_or_data=..., show_link=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0267
+You are given a Python snippet and an installed library version.
+Library: clickhouse-connect==1.0.0
+```python
+from clickhouse_connect.driver.query import QueryContext
+QueryContext(utc_tz_aware=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0273
+You are given a Python snippet and an installed library version.
+Library: narwhals==1.27.1
+```python
+from narwhals import Expr
+Expr(to_compliant_expr=..., is_order_dependent=..., changes_length=..., aggregates=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0279
+You are given a Python snippet and an installed library version.
+Library: watchdog==5.0.0
+```python
+from watchdog.observers.winapi import FILE_NOTIFY_INFORMATION
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0285
+You are given a Python snippet and an installed library version.
+Library: validators==0.21.1
+```python
+from validators import ValidationFailure
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0291
+You are given a Python snippet and an installed library version.
+Library: tldextract==5.1.2
+```python
+from tldextract.remote import looks_like_ipv6
+looks_like_ipv6(maybe_ip=..., pton=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0297
+You are given a Python snippet and an installed library version.
+Library: jupyter-events==0.2.0
+```python
+from jupyter_events.logger import yaml
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0303
+You are given a Python snippet and an installed library version.
+Library: ipywidgets==8.0.0
+```python
+from ipywidgets.widgets.widget_upload import content_from_json
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0309
+You are given a Python snippet and an installed library version.
+Library: limits==2.5.2
+```python
+from limits.util import get_dependency
+get_dependency(dep=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0315
+You are given a Python snippet and an installed library version.
+Library: genai-prices==0.0.1
+```python
+from genai_prices.types import Provider
+Provider.is_match
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0321
+You are given a Python snippet and an installed library version.
+Library: fastmcp-slim==3.3.0
+```python
+from fastmcp.server.auth.authorization import logger
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0327
+You are given a Python snippet and an installed library version.
+Library: pymupdf==1.24.1
+```python
+from fitz.extra import JM_get_annot_xref_list2
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0333
+You are given a Python snippet and an installed library version.
+Library: db-dtypes==1.3.0
+```python
+from db_dtypes import JSONArray
+JSONArray(values=..., dtype=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0339
+You are given a Python snippet and an installed library version.
+Library: plotly==7.0.0
+```python
+from plotly.offline import plot
+plot(figure_or_data=..., show_link=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0345
+You are given a Python snippet and an installed library version.
+Library: graphql-relay==3.1.2
+```python
+from graphql_relay import node_definitions
+node_definitions(id_fetcher=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0351
+You are given a Python snippet and an installed library version.
+Library: pyathena==3.16.0
+```python
+from pyathena.sqlalchemy.base import RESERVED_WORDS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0357
+You are given a Python snippet and an installed library version.
+Library: mammoth==1.4.16
+```python
+from mammoth.docx.complex_fields import hyperlink
+hyperlink(href=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0363
+You are given a Python snippet and an installed library version.
+Library: narwhals==1.26.0
+```python
+from narwhals import Expr
+Expr(to_compliant_expr=..., is_order_dependent=..., changes_length=..., aggregates=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0369
+You are given a Python snippet and an installed library version.
+Library: face==24.0.0
+```python
+from face.utils import unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0375
+You are given a Python snippet and an installed library version.
+Library: docker==6.1.3
+```python
+from docker.utils import kwargs_from_env
+kwargs_from_env(assert_hostname=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0381
+You are given a Python snippet and an installed library version.
+Library: kombu==5.5.0
+```python
+from kombu.utils.text import version_string_as_tuple
+version_string_as_tuple(version=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0387
+You are given a Python snippet and an installed library version.
+Library: langchain-core==0.3.86
+```python
+from langchain_core.load.load import Reviver
+Reviver(init_validator=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0393
+You are given a Python snippet and an installed library version.
+Library: fastmcp-slim==3.4.9
+```python
+from fastmcp.server.context import ResultT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0399
+You are given a Python snippet and an installed library version.
+Library: dacite==1.8.0
+```python
+from dacite.dataclasses import create_instance
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0405
+You are given a Python snippet and an installed library version.
+Library: dbt-adapters==1.4.0
+```python
+from dbt.adapters.record import QueryRecordParams
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0411
+You are given a Python snippet and an installed library version.
+Library: agate==1.6.3
+```python
+from agate.columns import xrange
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0417
+You are given a Python snippet and an installed library version.
+Library: genai-prices==0.0.72
+```python
+from genai_prices.types import providers_schema
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0423
+You are given a Python snippet and an installed library version.
+Library: tzlocal==4.3.1
+```python
+from tzlocal.utils import ZoneInfoNotFoundError
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0429
+You are given a Python snippet and an installed library version.
+Library: google-cloud-kms==2.3.0
+```python
+from google.cloud.kms import KeyManagementServiceClient
+KeyManagementServiceClient(client_config=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0435
+You are given a Python snippet and an installed library version.
+Library: sshtunnel==0.4.0
+```python
+from sshtunnel import get_connection_id
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0441
+You are given a Python snippet and an installed library version.
+Library: db-dtypes==1.4.3
+```python
+from db_dtypes.pandas_backports import NDArrayBackedExtensionArray
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0447
+You are given a Python snippet and an installed library version.
+Library: huey==2.6.0
+```python
+from huey.storage import to_bytes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0453
+You are given a Python snippet and an installed library version.
+Library: pytest-asyncio==0.26.0
+```python
+from pytest_asyncio.plugin import FactoryFixtureFunction
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0459
+You are given a Python snippet and an installed library version.
+Library: ml-dtypes==0.2.0
+```python
+from ml_dtypes import float8_e4m3b11
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0465
+You are given a Python snippet and an installed library version.
+Library: flatbuffers==25.9.23
+```python
+from flatbuffers.builder import vtableEqual
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0471
+You are given a Python snippet and an installed library version.
+Library: itsdangerous==2.1.0
+```python
+from itsdangerous import TimedJSONWebSignatureSerializer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0477
+You are given a Python snippet and an installed library version.
+Library: pytest-httpx==0.31.0
+```python
+from pytest_httpx import assert_all_responses_were_requested
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0483
+You are given a Python snippet and an installed library version.
+Library: partd==1.3.0
+```python
+from partd import ignoring
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0489
+You are given a Python snippet and an installed library version.
+Library: langgraph==0.3.34
+```python
+from langgraph.pregel.io import map_command
+map_command(cmd=..., pending_writes=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0495
+You are given a Python snippet and an installed library version.
+Library: levenshtein==0.24.0
+```python
+from Levenshtein.StringMatcher import jaro
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0501
+You are given a Python snippet and an installed library version.
+Library: imageio==2.10.5
+```python
+from imageio.plugins.pillow_legacy import SPECIAL_FORMATS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0507
+You are given a Python snippet and an installed library version.
+Library: graphql-relay==3.1.5
+```python
+from graphql_relay import resolve_maybe_thunk
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0513
+You are given a Python snippet and an installed library version.
+Library: jupyterlab==4.6.0
+```python
+from jupyterlab.labextensions import WatchLabExtensionApp
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0519
+You are given a Python snippet and an installed library version.
+Library: aiohttp==3.10.11
+```python
+from aiohttp import ClientWebSocketResponse
+ClientWebSocketResponse(reader=..., writer=..., protocol=..., response=..., timeout=..., autoclose=..., autoping=..., loop=..., receive_timeout=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0525
+You are given a Python snippet and an installed library version.
+Library: aws-xray-sdk==2.12.0
+```python
+from aws_xray_sdk.core.utils.compat import PY35
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0531
+You are given a Python snippet and an installed library version.
+Library: cbor2==6.0.0
+```python
+from cbor2.tool import tag_hook
+tag_hook(tag=..., decoder=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0537
+You are given a Python snippet and an installed library version.
+Library: jsonpath-python==1.0.6
+```python
+from jsonpath import create_logger
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0543
+You are given a Python snippet and an installed library version.
+Library: simple-websocket==1.0.0
+```python
+from simple_websocket import Client
+Client(url=..., selector_class=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0549
+You are given a Python snippet and an installed library version.
+Library: pyyaml==6.0
+```python
+from yaml import load_warning
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0555
+You are given a Python snippet and an installed library version.
+Library: langchain-google-vertexai==2.1.2
+```python
+from langchain_google_vertexai import GemmaChatLocalHF
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0561
+You are given a Python snippet and an installed library version.
+Library: docstring-parser==0.17.0
+```python
+from docstring_parser.attrdoc import ast_constant_attr
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0567
+You are given a Python snippet and an installed library version.
+Library: mlflow-tracing==3.5.1
+```python
+from mlflow.utils import IS_PYDANTIC_V2_OR_NEWER
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0573
+You are given a Python snippet and an installed library version.
+Library: wcwidth==0.2.8
+```python
+from wcwidth.wcwidth import ZERO_WIDTH_CF
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0579
+You are given a Python snippet and an installed library version.
+Library: opencv-python-headless==5.0.0.93
+```python
+from cv2.detail import ArgKind_GOBJREF
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0585
+You are given a Python snippet and an installed library version.
+Library: grpcio-health-checking==1.65.5
+```python
+from grpc_health.v1.health_pb2_grpc import SCHEDULED_RELEASE_DATE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0591
+You are given a Python snippet and an installed library version.
+Library: emoji==2.11.1
+```python
+from emoji.unicode_codes import get_aliases_unicode_dict
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0597
+You are given a Python snippet and an installed library version.
+Library: grpcio-health-checking==1.66.0
+```python
+from grpc_health.v1.health_pb2_grpc import SCHEDULED_RELEASE_DATE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0603
+You are given a Python snippet and an installed library version.
+Library: google-cloud-monitoring==2.0.1
+```python
+from google.cloud.monitoring import MetricServiceClient
+MetricServiceClient(channel=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0609
+You are given a Python snippet and an installed library version.
+Library: partd==1.3.0
+```python
+from partd.utils import do_nothing
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0615
+You are given a Python snippet and an installed library version.
+Library: mysqlclient==2.3.0
+```python
+from MySQLdb.cursors import SSCursor
+SSCursor.next
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0621
+You are given a Python snippet and an installed library version.
+Library: glom==23.3.0
+```python
+from glom.core import PY2
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0627
+You are given a Python snippet and an installed library version.
+Library: stevedore==5.0.0
+```python
+from stevedore.extension import Extension
+Extension.extras
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0633
+You are given a Python snippet and an installed library version.
+Library: deprecated==3.0.0
+```python
+from deprecated.classic import string_types
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0639
+You are given a Python snippet and an installed library version.
+Library: google-cloud-storage==3.4.0
+```python
+from google.cloud.storage import Blob
+Blob(name=..., bucket=..., crc32c_checksum=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0645
+You are given a Python snippet and an installed library version.
+Library: onnxruntime==1.8.1
+```python
+from onnxruntime.transformers.machine_info import MachineInfo
+MachineInfo.get_onnxruntime_tools_info
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0651
+You are given a Python snippet and an installed library version.
+Library: strands-agents==1.58.0
+```python
+from strands.bidi import BidiAgent
+BidiAgent(load_tools_from_directory=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0657
+You are given a Python snippet and an installed library version.
+Library: datadog==0.54.0
+```python
+from datadog import DogStatsd
+DogStatsd(socket_connect_timeout=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0663
+You are given a Python snippet and an installed library version.
+Library: cssselect==1.5.0
+```python
+from cssselect.parser import Relation
+Relation(selector=..., subselector=..., combinator=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0669
+You are given a Python snippet and an installed library version.
+Library: google-cloud-kms==2.3.0
+```python
+from google.cloud.kms import KeyManagementServiceClient
+KeyManagementServiceClient.location_path
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0675
+You are given a Python snippet and an installed library version.
+Library: simple-salesforce==1.12.7
+```python
+from simple_salesforce import SalesforceAuthenticationFailed
+SalesforceAuthenticationFailed(code=..., message=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0681
+You are given a Python snippet and an installed library version.
+Library: graphql-core==3.1.5
+```python
+from graphql.language.block_string import get_block_string_indentation
+get_block_string_indentation(lines=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0687
+You are given a Python snippet and an installed library version.
+Library: opentelemetry-exporter-otlp-proto-grpc==1.11.1
+```python
+from opentelemetry.exporter.otlp.proto.grpc.exporter import get_resource_data
+get_resource_data(resource_class=..., name=..., sdk_resource_instrumentation_library_data=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0693
+You are given a Python snippet and an installed library version.
+Library: nvidia-ml-py==12.570.86
+```python
+from pynvml import nvmlDeviceGetMinMaxClockOfPState
+nvmlDeviceGetMinMaxClockOfPState(device=..., pstate=..., minClockMHz=..., maxClockMHz=..., type=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0699
+You are given a Python snippet and an installed library version.
+Library: snowflake-sqlalchemy==1.7.2
+```python
+from snowflake.sqlalchemy.snowdialect import extract_parameters
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0705
+You are given a Python snippet and an installed library version.
+Library: ruamel-yaml==0.17.21
+```python
+from ruamel.yaml.main import safe_dump_all
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0711
+You are given a Python snippet and an installed library version.
+Library: packageurl-python==0.17.4
+```python
+from packageurl.contrib.purl2url import build_qpkg_download_url
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0717
+You are given a Python snippet and an installed library version.
+Library: readme-renderer==33.0
+```python
+from readme_renderer.clean import clean
+clean(html=..., styles=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0723
+You are given a Python snippet and an installed library version.
+Library: unidecode==1.3.2
+```python
+from unidecode.util import PY3
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0729
+You are given a Python snippet and an installed library version.
+Library: pip-audit==0.0.2
+```python
+from pip_audit.dependency_source.resolvelib.pypi_provider import get_metadata_for_wheel
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0735
+You are given a Python snippet and an installed library version.
+Library: dnspython==2.2.0
+```python
+from dns.zone import Transaction
+Transaction(zone=..., replacement=..., read_only=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0741
+You are given a Python snippet and an installed library version.
+Library: nvidia-ml-py==12.560.30
+```python
+from pynvml import nvmlDeviceGetMinMaxClockOfPState
+nvmlDeviceGetMinMaxClockOfPState(device=..., pstate=..., minClockMHz=..., maxClockMHz=..., type=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0747
+You are given a Python snippet and an installed library version.
+Library: pycryptodomex==3.20.0
+```python
+from Cryptodome.SelfTest.IO.test_PBES import is_bytes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0753
+You are given a Python snippet and an installed library version.
+Library: poetry-core==2.1.0
+```python
+from poetry.core.constraints.generic.parser import parse_single_constraint
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0759
+You are given a Python snippet and an installed library version.
+Library: llvmlite==0.48.0
+```python
+from llvmlite.binding import PipelineTuningOptions
+PipelineTuningOptions(size_level=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0765
+You are given a Python snippet and an installed library version.
+Library: scramp==1.4.6
+```python
+from scramp.utils import hi
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0771
+You are given a Python snippet and an installed library version.
+Library: accelerate==0.20.3
+```python
+from accelerate import FullyShardedDataParallelPlugin
+FullyShardedDataParallelPlugin.load_model
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0777
+You are given a Python snippet and an installed library version.
+Library: curl-cffi==0.14.0
+```python
+from curl_cffi import AsyncWebSocket
+AsyncWebSocket(session=..., curl=..., retry_on_recv_error=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0783
+You are given a Python snippet and an installed library version.
+Library: pyarrow==21.0.0
+```python
+from pyarrow import RecordBatchFileWriter
+RecordBatchFileWriter(sink=..., schema=..., use_legacy_format=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0789
+You are given a Python snippet and an installed library version.
+Library: pdf2image==1.16.0
+```python
+from pdf2image import pdfinfo_from_bytes
+pdfinfo_from_bytes(pdf_file=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0795
+You are given a Python snippet and an installed library version.
+Library: pyspnego==0.10.2
+```python
+from spnego.sspi import SSPI_IMP_ERR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0801
+You are given a Python snippet and an installed library version.
+Library: google-cloud-kms==1.4.2
+```python
+from google.cloud.kms import KeyManagementServiceClient
+KeyManagementServiceClient.location_path
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0807
+You are given a Python snippet and an installed library version.
+Library: ruamel-yaml==0.17.22
+```python
+from ruamel.yaml.main import safe_dump_all
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0813
+You are given a Python snippet and an installed library version.
+Library: sympy==1.12.1
+```python
+from sympy.core.numbers import igcd_lehmer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0819
+You are given a Python snippet and an installed library version.
+Library: ipython==9.11.0
+```python
+from IPython.core.magic import on_off
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0825
+You are given a Python snippet and an installed library version.
+Library: msal==1.22.0
+```python
+from msal.authority import canonicalize
+canonicalize(authority_url=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0831
+You are given a Python snippet and an installed library version.
+Library: msal==1.35.1
+```python
+from msal.authority import AZURE_CHINA
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0837
+You are given a Python snippet and an installed library version.
+Library: vcs-versioning==2.0.1
+```python
+from vcs_versioning.overrides import get_debug_level
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0843
+You are given a Python snippet and an installed library version.
+Library: databricks-labs-blueprint==0.0.6
+```python
+from databricks.labs.blueprint.entrypoint import find_project_root
+find_project_root(current=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0849
+You are given a Python snippet and an installed library version.
+Library: uncalled-for==0.1.2
+```python
+from uncalled_for import without_dependencies
+without_dependencies(fn=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0855
+You are given a Python snippet and an installed library version.
+Library: setuptools==75.3.4
+```python
+from setuptools.command.bdist_wheel import remove_readonly
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0861
+You are given a Python snippet and an installed library version.
+Library: litellm==1.102.0
+```python
+from litellm.llms.watsonx.completion.transformation import IBMWatsonXAIConfig
+IBMWatsonXAIConfig.atransform_request
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0867
+You are given a Python snippet and an installed library version.
+Library: matplotlib-inline==0.1.5
+```python
+from matplotlib_inline.backend_inline import draw_if_interactive
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0873
+You are given a Python snippet and an installed library version.
+Library: huggingface-hub==1.11.0
+```python
+from huggingface_hub.cli.buckets import info
+info(bucket_id=..., quiet=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0879
+You are given a Python snippet and an installed library version.
+Library: supabase-auth==2.22.4
+```python
+from supabase_auth.helpers import parse_user_response
+parse_user_response(data=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0885
+You are given a Python snippet and an installed library version.
+Library: scramp==1.4.7
+```python
+from scramp.utils import hi
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0891
+You are given a Python snippet and an installed library version.
+Library: langchain-google-vertexai==3.0.0
+```python
+from langchain_google_vertexai import VectorSearchVectorStore
+VectorSearchVectorStore(searcher=..., document_storage=..., embbedings=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0897
+You are given a Python snippet and an installed library version.
+Library: python-socketio==5.9.0
+```python
+from socketio import BaseManager
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0903
+You are given a Python snippet and an installed library version.
+Library: nodeenv==1.7.0
+```python
+from nodeenv import get_env_dir
+get_env_dir(args=..., opt=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0909
+You are given a Python snippet and an installed library version.
+Library: more-itertools==11.0.1
+```python
+from more_itertools.more import running_max
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0915
+You are given a Python snippet and an installed library version.
+Library: docstring-parser==0.16
+```python
+from docstring_parser.attrdoc import ast_constant_attr
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0921
+You are given a Python snippet and an installed library version.
+Library: oauthlib==4.0.0
+```python
+from oauthlib.oauth2 import RevocationEndpoint
+RevocationEndpoint(request_validator=..., enable_jsonp=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0927
+You are given a Python snippet and an installed library version.
+Library: jupyter-lsp==1.4.0
+```python
+from jupyter_lsp.session import SKIP_JSON_SPEC
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0933
+You are given a Python snippet and an installed library version.
+Library: feedparser==6.0.12
+```python
+from feedparser.api import endbracket
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0939
+You are given a Python snippet and an installed library version.
+Library: opentelemetry-sdk==1.41.0
+```python
+from opentelemetry.sdk.trace import Tracer
+Tracer(sampler=..., resource=..., span_processor=..., id_generator=..., instrumentation_info=..., span_limits=..., instrumentation_scope=..., _tracer_provider=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0945
+You are given a Python snippet and an installed library version.
+Library: redis==4.1.0
+```python
+from redis.cluster import NodesManager
+NodesManager.cluster_require_full_coverage
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0951
+You are given a Python snippet and an installed library version.
+Library: pytest-cov==6.1.0
+```python
+from pytest_cov.plugin import TestContextPlugin
+TestContextPlugin(cov=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0957
+You are given a Python snippet and an installed library version.
+Library: sqlmodel==0.0.18
+```python
+from sqlmodel.sql.expression import SelectBase
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0963
+You are given a Python snippet and an installed library version.
+Library: linkify-it-py==2.1.1
+```python
+from linkify_it.main import Match
+Match(linkifyit=..., shift=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0969
+You are given a Python snippet and an installed library version.
+Library: jsonref==1.0.0
+```python
+from jsonref import JsonLoader
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0975
+You are given a Python snippet and an installed library version.
+Library: json5==0.9.23
+```python
+from json5.lib import long
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0981
+You are given a Python snippet and an installed library version.
+Library: opencv-python==4.14.0.94
+```python
+from cv2.typing import GProtoInputArgs
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+

validation/model_baseline/cond_a_batch5.txt

@@ -0,0 +1,1375 @@
+### q0004
+You are given a Python snippet and an installed library version.
+Library: py-partiql-parser==0.4.0
+```python
+from py_partiql_parser import QueryMetadata
+QueryMetadata(tables=..., where_clauses=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0010
+You are given a Python snippet and an installed library version.
+Library: wheel==0.45.0
+```python
+from wheel.cli.convert import wininst2wheel
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0016
+You are given a Python snippet and an installed library version.
+Library: pyjwt==2.11.0
+```python
+from jwt.algorithms import ALLOWED_EC_KEY_TYPES
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0022
+You are given a Python snippet and an installed library version.
+Library: jsonlines==2.0.0
+```python
+from jsonlines import open
+open(name=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0028
+You are given a Python snippet and an installed library version.
+Library: emoji==2.12.0
+```python
+from emoji.unicode_codes import get_aliases_unicode_dict
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0034
+You are given a Python snippet and an installed library version.
+Library: jsonpointer==2.4
+```python
+from jsonpointer import encode_str
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0040
+You are given a Python snippet and an installed library version.
+Library: envier==0.4.0
+```python
+from envier.sphinx import RST_PARSER_SETTINGS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0046
+You are given a Python snippet and an installed library version.
+Library: networkx==3.4.2
+```python
+from networkx.algorithms.d_separation import d_separated
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0052
+You are given a Python snippet and an installed library version.
+Library: uritemplate==4.1.1
+```python
+from uritemplate.variable import URIVariable
+URIVariable.post_parse
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0058
+You are given a Python snippet and an installed library version.
+Library: grimp==3.12
+```python
+from grimp import ImportGraph
+ImportGraph.find_all_simple_chains
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0064
+You are given a Python snippet and an installed library version.
+Library: docker==5.0.1
+```python
+from docker.transport.unixconn import UnixHTTPResponse
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0070
+You are given a Python snippet and an installed library version.
+Library: dask==2025.3.0
+```python
+from dask.array.reductions import partial_reduce
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0076
+You are given a Python snippet and an installed library version.
+Library: pymdown-extensions==12.1
+```python
+from pymdownx.delimiterprocessor import DelimiterProcessor
+DelimiterProcessor(tags=..., md=..., token=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0082
+You are given a Python snippet and an installed library version.
+Library: websocket-client==1.6.4
+```python
+from websocket import ABNF
+ABNF(mask=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0088
+You are given a Python snippet and an installed library version.
+Library: zstandard==0.17.0
+```python
+from zstandard.backend_cffi import HASHLOG3_MAX
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0094
+You are given a Python snippet and an installed library version.
+Library: send2trash==1.8.3
+```python
+from send2trash.plat_other import check_create
+check_create(dir=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0100
+You are given a Python snippet and an installed library version.
+Library: platformdirs==4.9.4
+```python
+from platformdirs.version import VERSION_TUPLE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0106
+You are given a Python snippet and an installed library version.
+Library: oauthlib==3.3.1
+```python
+from oauthlib.oauth2 import RevocationEndpoint
+RevocationEndpoint(request_validator=..., enable_jsonp=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0112
+You are given a Python snippet and an installed library version.
+Library: pydata-google-auth==1.5.0
+```python
+from pydata_google_auth.auth import CLIENT_ID
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0118
+You are given a Python snippet and an installed library version.
+Library: responses==0.17.0
+```python
+from responses.test_responses import test_callback_deprecated_argument
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0124
+You are given a Python snippet and an installed library version.
+Library: zipp==3.17.0
+```python
+from zipp.glob import replace
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0130
+You are given a Python snippet and an installed library version.
+Library: pbs-installer==2024.2.26
+```python
+from pbs_installer import install
+install(request=..., destination=..., session=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0136
+You are given a Python snippet and an installed library version.
+Library: eval-type-backport==0.1.0
+```python
+from eval_type_backport.eval_type_backport import UnionTransformer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0142
+You are given a Python snippet and an installed library version.
+Library: langchain-core==1.0.0
+```python
+from langchain_core.load.load import Reviver
+Reviver(init_validator=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0148
+You are given a Python snippet and an installed library version.
+Library: holidays==0.35
+```python
+from holidays.groups import HinduCalendarHolidays
+HinduCalendarHolidays(calendar=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0154
+You are given a Python snippet and an installed library version.
+Library: isort==5.10.0
+```python
+from isort.settings import FILE_SKIP_RE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0160
+You are given a Python snippet and an installed library version.
+Library: gql==4.0.0
+```python
+from gql.utils import extract_files
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0166
+You are given a Python snippet and an installed library version.
+Library: google-cloud-logging==1.15.3
+```python
+from google.cloud.logging_v2 import MetricsServiceV2Client
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0172
+You are given a Python snippet and an installed library version.
+Library: thinc==8.0.0
+```python
+from thinc import registry
+registry.make_schedule
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0178
+You are given a Python snippet and an installed library version.
+Library: watchfiles==0.10
+```python
+from watchfiles.main import arun_process
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0184
+You are given a Python snippet and an installed library version.
+Library: pg8000==1.31.3
+```python
+from pg8000.converters import composite_out
+composite_out(ar=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0190
+You are given a Python snippet and an installed library version.
+Library: genai-prices==0.0.73
+```python
+from genai_prices.types import providers_schema
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0196
+You are given a Python snippet and an installed library version.
+Library: pymysql==1.2.1
+```python
+from pymysql.connections import Connection
+Connection.escape_string
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0202
+You are given a Python snippet and an installed library version.
+Library: dbt-common==1.9.0
+```python
+from dbt_common.events.types import BehaviorDeprecationEvent
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0208
+You are given a Python snippet and an installed library version.
+Library: ml-dtypes==0.3.0
+```python
+from ml_dtypes import float8_e4m3b11
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0214
+You are given a Python snippet and an installed library version.
+Library: anthropic==0.115.0
+```python
+from anthropic.types.beta import BetaWebhookMemoryStoreDeletedEventData
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0220
+You are given a Python snippet and an installed library version.
+Library: scikit-image==0.25.0
+```python
+from skimage.filters import gaussian
+gaussian(image=..., output=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0226
+You are given a Python snippet and an installed library version.
+Library: pymongo==4.1.0
+```python
+from pymongo.errors import InvalidStringData
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0232
+You are given a Python snippet and an installed library version.
+Library: uncalled-for==0.3.1
+```python
+from uncalled_for import get_class_dependencies
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0238
+You are given a Python snippet and an installed library version.
+Library: ftfy==6.2.1
+```python
+from ftfy.bad_codecs.sloppy import PY26
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0244
+You are given a Python snippet and an installed library version.
+Library: py-partiql-parser==0.4.1
+```python
+from py_partiql_parser import QueryMetadata
+QueryMetadata(tables=..., where_clauses=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0250
+You are given a Python snippet and an installed library version.
+Library: wrapt==1.15.0
+```python
+from wrapt.wrappers import function_wrapper
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0256
+You are given a Python snippet and an installed library version.
+Library: fonttools==4.39.3
+```python
+from fontTools.ttLib import main
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0262
+You are given a Python snippet and an installed library version.
+Library: python-engineio==4.5.0
+```python
+from engineio.async_drivers.gevent_uwsgi import uWSGIWebSocket
+uWSGIWebSocket(app=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0268
+You are given a Python snippet and an installed library version.
+Library: pydyf==0.11.0
+```python
+from pydyf import PDF
+PDF(version=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0274
+You are given a Python snippet and an installed library version.
+Library: clickhouse-connect==0.8.0
+```python
+from clickhouse_connect.driver.query import format_query_value
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0280
+You are given a Python snippet and an installed library version.
+Library: asttokens==3.0.0
+```python
+from asttokens.util import AstConstant
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0286
+You are given a Python snippet and an installed library version.
+Library: google-cloud-spanner==3.11.1
+```python
+from google.cloud.spanner_dbapi.parser import EXPR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0292
+You are given a Python snippet and an installed library version.
+Library: smmap==3.0.5
+```python
+from smmap.util import buffer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0298
+You are given a Python snippet and an installed library version.
+Library: weasel==0.2.0
+```python
+from weasel.schemas import SpacyEnvVars
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0304
+You are given a Python snippet and an installed library version.
+Library: pyyaml==5.4.1
+```python
+from yaml import load_warning
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0310
+You are given a Python snippet and an installed library version.
+Library: pyiceberg==0.2.1
+```python
+from pyiceberg.avro.reader import primitive_reader
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0316
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigquery-storage==1.1.2
+```python
+from google.cloud.bigquery_storage import BigQueryReadClient
+BigQueryReadClient.project_path
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0322
+You are given a Python snippet and an installed library version.
+Library: srsly==2.4.5
+```python
+from srsly.cloudpickle.cloudpickle import CloudPickler
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0328
+You are given a Python snippet and an installed library version.
+Library: google-cloud-speech==1.3.4
+```python
+from google.cloud.speech_v1.types import names
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0334
+You are given a Python snippet and an installed library version.
+Library: inflect==7.0.0
+```python
+from inflect import same_method
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0340
+You are given a Python snippet and an installed library version.
+Library: readme-renderer==34.0
+```python
+from readme_renderer.clean import clean
+clean(html=..., styles=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0346
+You are given a Python snippet and an installed library version.
+Library: watchfiles==0.11
+```python
+from watchfiles.cli import callback
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0352
+You are given a Python snippet and an installed library version.
+Library: supabase==2.1.0
+```python
+from supabase.lib.auth_client import SupabaseAuthClient
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0358
+You are given a Python snippet and an installed library version.
+Library: bleach==5.0.0
+```python
+from bleach.html5lib_shim import PARSEERROR_TYPE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0364
+You are given a Python snippet and an installed library version.
+Library: graphene==2.1.9
+```python
+from graphene import AbstractType
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0370
+You are given a Python snippet and an installed library version.
+Library: httplib2==0.30.0
+```python
+from httplib2.auth import RedirectMissingLocation
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0376
+You are given a Python snippet and an installed library version.
+Library: ftfy==6.2.0
+```python
+from ftfy.bad_codecs.sloppy import PY26
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0382
+You are given a Python snippet and an installed library version.
+Library: httplib2==0.30.0
+```python
+from httplib2.auth import RelativeURIError
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0388
+You are given a Python snippet and an installed library version.
+Library: kafka-python==3.0.2
+```python
+from kafka.net import NetworkSelector
+NetworkSelector.unschedule
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0394
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigquery==2.34.4
+```python
+from google.cloud.bigquery import LegacyBigQueryStorageError
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0400
+You are given a Python snippet and an installed library version.
+Library: django-filter==24.3
+```python
+from django_filters.rest_framework import DjangoFilterBackend
+DjangoFilterBackend.get_schema_operation_parameters
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0406
+You are given a Python snippet and an installed library version.
+Library: pbs-installer==2024.3.22
+```python
+from pbs_installer import install
+install(request=..., destination=..., session=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0412
+You are given a Python snippet and an installed library version.
+Library: celery==5.6.0
+```python
+from celery.worker.consumer import Consumer
+Consumer.cancel_all_unacked_requests
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0418
+You are given a Python snippet and an installed library version.
+Library: python-socketio==5.10.0
+```python
+from socketio import BaseManager
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0424
+You are given a Python snippet and an installed library version.
+Library: huey==3.0.0
+```python
+from huey.storage import to_bytes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0430
+You are given a Python snippet and an installed library version.
+Library: google-cloud-kms==1.4.2
+```python
+from google.cloud.kms import KeyManagementServiceClient
+KeyManagementServiceClient(client_config=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0436
+You are given a Python snippet and an installed library version.
+Library: aws-xray-sdk==2.12.1
+```python
+from aws_xray_sdk.core.utils.compat import PY35
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0442
+You are given a Python snippet and an installed library version.
+Library: natsort==8.1.0
+```python
+from natsort.utils import TwoBlankTuple
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0448
+You are given a Python snippet and an installed library version.
+Library: pywin32==312
+```python
+from win32.lib.win32con import FILE_ATTRIBUTE_ATOMIC_WRITE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0454
+You are given a Python snippet and an installed library version.
+Library: tensorboard==2.14.0
+```python
+from tensorboard.plugins.hparams.backend_context import Context
+Context(tb_context=..., max_domain_discrete_len=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0460
+You are given a Python snippet and an installed library version.
+Library: graphql-relay==3.2.0
+```python
+from graphql_relay import resolve_maybe_thunk
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0466
+You are given a Python snippet and an installed library version.
+Library: jupyterlab==4.5.11
+```python
+from jupyterlab.labextensions import WatchLabExtensionApp
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0472
+You are given a Python snippet and an installed library version.
+Library: pymysql==1.2.0
+```python
+from pymysql.connections import Connection
+Connection.escape_string
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0478
+You are given a Python snippet and an installed library version.
+Library: youtube-transcript-api==1.0.0
+```python
+from youtube_transcript_api import TooManyRequests
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0484
+You are given a Python snippet and an installed library version.
+Library: postgrest==1.1.1
+```python
+from postgrest.utils import is_valid_jwt
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0490
+You are given a Python snippet and an installed library version.
+Library: markdown-it-py==4.0.0
+```python
+from markdown_it.helpers import parseLinkTitle
+parseLinkTitle(string=..., maximum=..., pos=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0496
+You are given a Python snippet and an installed library version.
+Library: email-validator==1.3.1
+```python
+from email_validator import ATEXT
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0502
+You are given a Python snippet and an installed library version.
+Library: awscrt==0.35.0
+```python
+from awscrt.mqtt import Connection
+Connection(client=..., host_name=..., port=..., client_id=..., enable_metrics=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0508
+You are given a Python snippet and an installed library version.
+Library: pdfminer-six==20231228
+```python
+from pdfminer.layout import LTChar
+LTChar.is_compatible
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0514
+You are given a Python snippet and an installed library version.
+Library: cssselect==1.5.0
+```python
+from cssselect.parser import Relation
+Relation(selector=..., combinator=..., subselector=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0520
+You are given a Python snippet and an installed library version.
+Library: pip-api==0.0.35
+```python
+from pip_api import Version
+Version.minor
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0526
+You are given a Python snippet and an installed library version.
+Library: pgvector==0.2.5
+```python
+from pgvector.utils import from_db_binary
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0532
+You are given a Python snippet and an installed library version.
+Library: python-dotenv==1.1.1
+```python
+from dotenv.cli import list
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0538
+You are given a Python snippet and an installed library version.
+Library: cssselect2==0.7.0
+```python
+from cssselect2 import SORT_KEY
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0544
+You are given a Python snippet and an installed library version.
+Library: cryptography==48.0.1
+```python
+from cryptography.hazmat.primitives.asymmetric.types import CERTIFICATE_PRIVATE_KEY_TYPES
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0550
+You are given a Python snippet and an installed library version.
+Library: dbt-adapters==1.4.0
+```python
+from dbt.adapters.record import QueryRecord
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0556
+You are given a Python snippet and an installed library version.
+Library: langchain-text-splitters==0.3.6
+```python
+from langchain_text_splitters import HTMLHeaderTextSplitter
+HTMLHeaderTextSplitter.aggregate_elements_to_chunks
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0562
+You are given a Python snippet and an installed library version.
+Library: pytest-cov==6.1.1
+```python
+from pytest_cov.plugin import TestContextPlugin
+TestContextPlugin(cov=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0568
+You are given a Python snippet and an installed library version.
+Library: openapi-schema-validator==0.3.1
+```python
+from openapi_schema_validator.validators import BaseOAS31Validator
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0574
+You are given a Python snippet and an installed library version.
+Library: django-cors-headers==3.14.0
+```python
+from corsheaders.conf import Settings
+Settings.CORS_REPLACE_HTTPS_REFERER
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0580
+You are given a Python snippet and an installed library version.
+Library: strands-agents==0.1.9
+```python
+from strands.event_loop.event_loop import initialize_state
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0586
+You are given a Python snippet and an installed library version.
+Library: jsonpointer==3.0.0
+```python
+from jsonpointer import encode_str
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0592
+You are given a Python snippet and an installed library version.
+Library: terminado==0.9.5
+```python
+from terminado.management import unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0598
+You are given a Python snippet and an installed library version.
+Library: bleach==4.1.0
+```python
+from bleach.html5lib_shim import PARSEERROR_TYPE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0604
+You are given a Python snippet and an installed library version.
+Library: python-docx==1.1.0
+```python
+from docx.opc.shared import lazyproperty
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0610
+You are given a Python snippet and an installed library version.
+Library: django-cors-headers==4.0.0
+```python
+from corsheaders.middleware import CorsPostCsrfMiddleware
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0616
+You are given a Python snippet and an installed library version.
+Library: dill==0.3.5.1
+```python
+from dill.detect import trace
+trace(boolean=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0622
+You are given a Python snippet and an installed library version.
+Library: google-cloud-tasks==2.2.0
+```python
+from google.cloud.tasks import CloudTasksClient
+CloudTasksClient(channel=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0628
+You are given a Python snippet and an installed library version.
+Library: pycryptodomex==3.19.1
+```python
+from Cryptodome.SelfTest.IO.test_PBES import is_bytes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0634
+You are given a Python snippet and an installed library version.
+Library: langchain-text-splitters==0.3.5
+```python
+from langchain_text_splitters import HTMLHeaderTextSplitter
+HTMLHeaderTextSplitter.aggregate_elements_to_chunks
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0640
+You are given a Python snippet and an installed library version.
+Library: openapi-schema-validator==0.3.0
+```python
+from openapi_schema_validator.validators import BaseOAS31Validator
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0646
+You are given a Python snippet and an installed library version.
+Library: slack-sdk==3.26.0
+```python
+from slack_sdk.oauth.installation_store.internals import minor
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0652
+You are given a Python snippet and an installed library version.
+Library: flatbuffers==25.12.19
+```python
+from flatbuffers.builder import vtableEqual
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0658
+You are given a Python snippet and an installed library version.
+Library: pylint==2.15.10
+```python
+from pylint.checkers.typecheck import TypeChecker
+TypeChecker.visit_extslice
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0664
+You are given a Python snippet and an installed library version.
+Library: cssselect==1.6.0
+```python
+from cssselect.parser import Relation
+Relation(selector=..., combinator=..., subselector=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0670
+You are given a Python snippet and an installed library version.
+Library: sentry-sdk==2.46.0
+```python
+from sentry_sdk.integrations.pydantic_ai.spans import update_invoke_agent_span
+update_invoke_agent_span(span=..., output=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0676
+You are given a Python snippet and an installed library version.
+Library: anyio==4.0.0
+```python
+from anyio import maybe_async_cm
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0682
+You are given a Python snippet and an installed library version.
+Library: linkify-it-py==2.1.0
+```python
+from linkify_it.main import Match
+Match(linkifyit=..., shift=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0688
+You are given a Python snippet and an installed library version.
+Library: faker==40.32.0
+```python
+from faker.providers.company.pt_BR import company_id_checksum
+company_id_checksum(digits=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0694
+You are given a Python snippet and an installed library version.
+Library: jupyterlab-server==2.17.0
+```python
+from jupyterlab_server.test_utils import wrap_request
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0700
+You are given a Python snippet and an installed library version.
+Library: python-engineio==4.4.1
+```python
+from engineio.async_drivers.gevent_uwsgi import uWSGIWebSocket
+uWSGIWebSocket(app=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0706
+You are given a Python snippet and an installed library version.
+Library: wrapt==1.16.0
+```python
+from wrapt.wrappers import function_wrapper
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0712
+You are given a Python snippet and an installed library version.
+Library: clickhouse-connect==0.15.1
+```python
+from clickhouse_connect.driver.query import QueryContext
+QueryContext(utc_tz_aware=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0718
+You are given a Python snippet and an installed library version.
+Library: pycparser==3.0
+```python
+from pycparser.c_parser import CParser
+CParser.p_block_item_list
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0724
+You are given a Python snippet and an installed library version.
+Library: terminado==0.10.0
+```python
+from terminado.management import byte_code
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0730
+You are given a Python snippet and an installed library version.
+Library: jsonpickle==3.3.0
+```python
+from jsonpickle.unpickler import loadmodule
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0736
+You are given a Python snippet and an installed library version.
+Library: nodeenv==1.6.0
+```python
+from nodeenv import get_env_dir
+get_env_dir(args=..., opt=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0742
+You are given a Python snippet and an installed library version.
+Library: sympy==1.13.0
+```python
+from sympy.core.numbers import igcd_lehmer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0748
+You are given a Python snippet and an installed library version.
+Library: djangorestframework==3.13.1
+```python
+from rest_framework.fields import NullBooleanField
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0754
+You are given a Python snippet and an installed library version.
+Library: typeguard==2.13.3
+```python
+from typeguard import typechecked
+typechecked(always=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0760
+You are given a Python snippet and an installed library version.
+Library: google-cloud-storage==3.4.1
+```python
+from google.cloud.storage import Blob
+Blob(name=..., bucket=..., crc32c_checksum=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0766
+You are given a Python snippet and an installed library version.
+Library: tldextract==5.1.3
+```python
+from tldextract.cache import md5
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0772
+You are given a Python snippet and an installed library version.
+Library: itsdangerous==2.0.1
+```python
+from itsdangerous import TimedJSONWebSignatureSerializer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0778
+You are given a Python snippet and an installed library version.
+Library: watchtower==1.0.4
+```python
+from watchtower import boto_debug_filter
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0784
+You are given a Python snippet and an installed library version.
+Library: cachecontrol==0.12.11
+```python
+from cachecontrol.caches import FileCache
+FileCache(directory=..., use_dir_lock=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0790
+You are given a Python snippet and an installed library version.
+Library: tldextract==5.1.1
+```python
+from tldextract.remote import looks_like_ipv6
+looks_like_ipv6(maybe_ip=..., pton=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0796
+You are given a Python snippet and an installed library version.
+Library: skops==0.12.0
+```python
+from skops.card import Card
+Card(model=..., metadata=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0802
+You are given a Python snippet and an installed library version.
+Library: mlflow-tracing==3.6.0
+```python
+from mlflow.utils import IS_PYDANTIC_V2_OR_NEWER
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0808
+You are given a Python snippet and an installed library version.
+Library: ipykernel==5.5.6
+```python
+from ipykernel import get_connection_info
+get_connection_info(profile=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0814
+You are given a Python snippet and an installed library version.
+Library: pip==21.0.1
+```python
+from pip import MYPY_CHECK_RUNNING
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0820
+You are given a Python snippet and an installed library version.
+Library: magika==0.6.1
+```python
+from magika.types import FeedbackReport
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0826
+You are given a Python snippet and an installed library version.
+Library: tqdm==4.66.0
+```python
+from tqdm.utils import envwrap
+envwrap(prefix=..., case_sensitive=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0832
+You are given a Python snippet and an installed library version.
+Library: pydantic-core==2.30.0
+```python
+from pydantic_core.core_schema import arguments_schema
+arguments_schema(arguments=..., populate_by_name=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0838
+You are given a Python snippet and an installed library version.
+Library: storage3==0.3.2
+```python
+from storage3 import create_client
+create_client(url=..., is_async=..., key=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0844
+You are given a Python snippet and an installed library version.
+Library: findpython==0.1.1
+```python
+from findpython.utils import subprocess_output
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0850
+You are given a Python snippet and an installed library version.
+Library: pytest-html==4.0.0
+```python
+from pytest_html.plugin import extra
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0856
+You are given a Python snippet and an installed library version.
+Library: supabase-functions==0.10.0
+```python
+from supabase_functions.utils import is_valid_jwt
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0862
+You are given a Python snippet and an installed library version.
+Library: fsspec==2022.5.0
+```python
+from fsspec.asyn import lock
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0868
+You are given a Python snippet and an installed library version.
+Library: snowflake-sqlalchemy==1.7.1
+```python
+from snowflake.sqlalchemy.snowdialect import extract_parameters
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0874
+You are given a Python snippet and an installed library version.
+Library: graphql-core==3.3.0
+```python
+from graphql.utilities.extend_schema import ExtendSchemaImpl
+ExtendSchemaImpl.build_interfaces
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0880
+You are given a Python snippet and an installed library version.
+Library: langchain-anthropic==0.3.22
+```python
+from langchain_anthropic import Anthropic
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0886
+You are given a Python snippet and an installed library version.
+Library: cachetools==5.5.2
+```python
+from cachetools import MRUCache
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0892
+You are given a Python snippet and an installed library version.
+Library: cron-descriptor==1.4.5
+```python
+from cron_descriptor import FormatException
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0898
+You are given a Python snippet and an installed library version.
+Library: pyright==1.1.381
+```python
+from pyright.types import Strategy
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0904
+You are given a Python snippet and an installed library version.
+Library: anyio==3.7.1
+```python
+from anyio import maybe_async_cm
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0910
+You are given a Python snippet and an installed library version.
+Library: jsonpath-ng==1.8.0
+```python
+from jsonpath_ng import Index
+Index(index=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0916
+You are given a Python snippet and an installed library version.
+Library: whitenoise==5.3.0
+```python
+from whitenoise.compress import main
+main(root=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0922
+You are given a Python snippet and an installed library version.
+Library: graphql-relay==3.1.1
+```python
+from graphql_relay import node_definitions
+node_definitions(id_fetcher=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0928
+You are given a Python snippet and an installed library version.
+Library: langchain-google-vertexai==3.0.0
+```python
+from langchain_google_vertexai import GemmaChatLocalHF
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0934
+You are given a Python snippet and an installed library version.
+Library: mpmath==1.3.0
+```python
+from mpmath.libmp.libintmath import MAX_EULER_CACHE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0940
+You are given a Python snippet and an installed library version.
+Library: mcp-types==2.0.0
+```python
+from mcp_types import ListResourcesRequestParams
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0946
+You are given a Python snippet and an installed library version.
+Library: dateparser==1.4.0
+```python
+from dateparser.timezone_parser import current_hash
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0952
+You are given a Python snippet and an installed library version.
+Library: cachecontrol==0.12.13
+```python
+from cachecontrol.caches import FileCache
+FileCache(directory=..., use_dir_lock=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0958
+You are given a Python snippet and an installed library version.
+Library: confection==1.0.0
+```python
+from confection import Promise
+Promise.validate
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0964
+You are given a Python snippet and an installed library version.
+Library: cloudpathlib==0.10.0
+```python
+from cloudpathlib.anypath import AnyPathMeta
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0970
+You are given a Python snippet and an installed library version.
+Library: json-repair==0.46.1
+```python
+from json_repair.string_file_wrapper import StringFileWrapper
+StringFileWrapper(fd=..., CHUNK_LENGTH=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0976
+You are given a Python snippet and an installed library version.
+Library: postgrest==1.1.0
+```python
+from postgrest.utils import is_valid_jwt
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0982
+You are given a Python snippet and an installed library version.
+Library: findpython==0.1.2
+```python
+from findpython.utils import subprocess_output
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+

validation/model_baseline/cond_a_batch6.txt

@@ -0,0 +1,1384 @@
+### q0005
+You are given a Python snippet and an installed library version.
+Library: dateparser==1.1.2
+```python
+from dateparser_scripts.order_languages import most_common_locales
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0011
+You are given a Python snippet and an installed library version.
+Library: watchdog==6.0.0
+```python
+from watchdog.utils.echo import is_classmethod
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0017
+You are given a Python snippet and an installed library version.
+Library: dask==2025.2.0
+```python
+from dask.array.reductions import partial_reduce
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0023
+You are given a Python snippet and an installed library version.
+Library: async-lru==1.0.3
+```python
+from async_lru import alru_cache
+alru_cache(fn=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0029
+You are given a Python snippet and an installed library version.
+Library: openpyxl==3.1.5
+```python
+from openpyxl.packaging.extended import get_version
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0035
+You are given a Python snippet and an installed library version.
+Library: deepdiff==8.1.1
+```python
+from deepdiff.serialization import csv
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0041
+You are given a Python snippet and an installed library version.
+Library: babel==2.18.0
+```python
+from babel.numbers import NUMBER_PATTERN
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0047
+You are given a Python snippet and an installed library version.
+Library: pytest-rerunfailures==16.0
+```python
+from pytest_rerunfailures import get_reruns_condition
+get_reruns_condition(item=..., report=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0053
+You are given a Python snippet and an installed library version.
+Library: pdfminer-six==20240706
+```python
+from pdfminer.layout import LTChar
+LTChar.is_compatible
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0059
+You are given a Python snippet and an installed library version.
+Library: pytest-httpx==0.30.0
+```python
+from pytest_httpx import assert_all_responses_were_requested
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0065
+You are given a Python snippet and an installed library version.
+Library: zipp==3.18.0
+```python
+from zipp.glob import replace
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0071
+You are given a Python snippet and an installed library version.
+Library: jupyterlab-widgets==3.0.6
+```python
+from jupyterlab_widgets import data
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0077
+You are given a Python snippet and an installed library version.
+Library: huey==2.6.0
+```python
+from huey.contrib.kyototycoon import KyotoTycoonStorage
+KyotoTycoonStorage.prefix_key
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0083
+You are given a Python snippet and an installed library version.
+Library: pytest-timeout==2.3.1
+```python
+from pytest_timeout import write_title
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0089
+You are given a Python snippet and an installed library version.
+Library: pyjwt==2.11.0
+```python
+from jwt.algorithms import ALLOWED_KEY_TYPES
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0095
+You are given a Python snippet and an installed library version.
+Library: opencv-python-headless==5.0.0.93
+```python
+from cv2.fisheye import CALIB_RECOMPUTE_EXTRINSIC
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0101
+You are given a Python snippet and an installed library version.
+Library: nbclient==0.7.1
+```python
+from nbclient.util import check_ipython
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0107
+You are given a Python snippet and an installed library version.
+Library: shortuuid==1.0.9
+```python
+from shortuuid.cli import main
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0113
+You are given a Python snippet and an installed library version.
+Library: cbor2==5.9.0
+```python
+from cbor2.tool import tag_hook
+tag_hook(tag=..., decoder=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0119
+You are given a Python snippet and an installed library version.
+Library: textual==2.1.0
+```python
+from textual.messages import TerminalSupportInBandWindowResize
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0125
+You are given a Python snippet and an installed library version.
+Library: snowplow-tracker==0.12.0
+```python
+from snowplow_tracker import AsyncEmitter
+AsyncEmitter(endpoint=..., buffer_size=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0131
+You are given a Python snippet and an installed library version.
+Library: pytest-randomly==4.0.1
+```python
+from pytest_randomly import random_states
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0137
+You are given a Python snippet and an installed library version.
+Library: requests-oauthlib==1.3.1
+```python
+from requests_oauthlib.oauth1_auth import unicode
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0143
+You are given a Python snippet and an installed library version.
+Library: natsort==8.0.0
+```python
+from natsort.utils import sep_inserter
+sep_inserter(sep=..., iterable=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0149
+You are given a Python snippet and an installed library version.
+Library: jupyterlab==3.6.8
+```python
+from jupyterlab.upgrade_extension import update_extension
+update_extension(target=..., branch=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0155
+You are given a Python snippet and an installed library version.
+Library: makefun==1.11.0
+```python
+from makefun.main import gen_partial_sig
+gen_partial_sig(preset_pos_args=..., preset_kwargs=..., f=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0161
+You are given a Python snippet and an installed library version.
+Library: tox==4.64.9
+```python
+from tox.execute.local_sub_process import LocalSubprocessExecuteFailedStatus
+LocalSubprocessExecuteFailedStatus(options=..., out=..., err=..., exit_code=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0167
+You are given a Python snippet and an installed library version.
+Library: msal==1.21.0
+```python
+from msal.authority import canonicalize
+canonicalize(authority_url=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0173
+You are given a Python snippet and an installed library version.
+Library: py-key-value-aio==0.2.2
+```python
+from key_value.aio.wrappers.passthrough_cache import PassthroughCacheWrapper
+PassthroughCacheWrapper(primary_store=..., cache_store=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0179
+You are given a Python snippet and an installed library version.
+Library: graphql-core==3.2.13
+```python
+from graphql.utilities.extend_schema import ExtendSchemaImpl
+ExtendSchemaImpl.build_interfaces
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0185
+You are given a Python snippet and an installed library version.
+Library: msgpack==1.0.8
+```python
+from msgpack.fallback import StringIO
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0191
+You are given a Python snippet and an installed library version.
+Library: nbclient==0.7.0
+```python
+from nbclient.util import check_ipython
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0197
+You are given a Python snippet and an installed library version.
+Library: pytokens==0.1.5
+```python
+from pytokens import TokenIterator
+TokenIterator.push_fstring_quote
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0203
+You are given a Python snippet and an installed library version.
+Library: nbformat==5.11.0
+```python
+from nbformat import validate
+validate(strip_invalid_metadata=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0209
+You are given a Python snippet and an installed library version.
+Library: levenshtein==0.25.0
+```python
+from Levenshtein.StringMatcher import subtract_edit
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0215
+You are given a Python snippet and an installed library version.
+Library: google-cloud-aiplatform==1.103.0
+```python
+from vertexai.preview.reasoning_engines.templates.adk import get_adk_major_version
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0221
+You are given a Python snippet and an installed library version.
+Library: storage3==0.3.1
+```python
+from storage3 import create_client
+create_client(url=..., is_async=..., key=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0227
+You are given a Python snippet and an installed library version.
+Library: docker==5.0.0
+```python
+from docker.transport.unixconn import UnixHTTPResponse
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0233
+You are given a Python snippet and an installed library version.
+Library: send2trash==2.0.0
+```python
+from send2trash.plat_other import check_create
+check_create(dir=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0239
+You are given a Python snippet and an installed library version.
+Library: langchain-core==0.3.86
+```python
+from langchain_core.tracers.schemas import TracerSessionV1
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0245
+You are given a Python snippet and an installed library version.
+Library: async-lru==2.0.0
+```python
+from async_lru import alru_cache
+alru_cache(cache_exceptions=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0251
+You are given a Python snippet and an installed library version.
+Library: dateparser==1.3.0
+```python
+from dateparser.timezone_parser import current_hash
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0257
+You are given a Python snippet and an installed library version.
+Library: ipykernel==6.0.2
+```python
+from ipykernel import get_connection_info
+get_connection_info(profile=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0263
+You are given a Python snippet and an installed library version.
+Library: coverage==7.0.3
+```python
+from coverage.types import TConfigSection
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0269
+You are given a Python snippet and an installed library version.
+Library: streamlit==1.45.0
+```python
+from streamlit.runtime import Runtime
+Runtime.message_cache
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0275
+You are given a Python snippet and an installed library version.
+Library: weasel==0.1.1
+```python
+from weasel.schemas import SpacyEnvVars
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0281
+You are given a Python snippet and an installed library version.
+Library: uncalled-for==0.2.0
+```python
+from uncalled_for import without_dependencies
+without_dependencies(fn=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0287
+You are given a Python snippet and an installed library version.
+Library: pydantic==2.9.0
+```python
+from pydantic.functional_serializers import FuncType
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0293
+You are given a Python snippet and an installed library version.
+Library: fastavro==1.9.6
+```python
+from fastavro.utils import gen_data
+gen_data(schema=..., named_schemas=..., index=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0299
+You are given a Python snippet and an installed library version.
+Library: twine==3.8.0
+```python
+from twine.commands.check import check
+check(dists=..., output_stream=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0305
+You are given a Python snippet and an installed library version.
+Library: opentelemetry-exporter-otlp-proto-grpc==1.11.0
+```python
+from opentelemetry.exporter.otlp.proto.grpc.exporter import get_resource_data
+get_resource_data(resource_class=..., name=..., sdk_resource_instrumentation_library_data=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0311
+You are given a Python snippet and an installed library version.
+Library: jupyter-lsp==1.3.0
+```python
+from jupyter_lsp.session import SKIP_JSON_SPEC
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0317
+You are given a Python snippet and an installed library version.
+Library: networkx==3.5
+```python
+from networkx.algorithms.d_separation import d_separated
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0323
+You are given a Python snippet and an installed library version.
+Library: more-itertools==11.0.0
+```python
+from more_itertools import iter_except
+iter_except(exception=..., func=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0329
+You are given a Python snippet and an installed library version.
+Library: cloudpathlib==0.4.0
+```python
+from cloudpathlib import OverwriteDirtyFile
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0335
+You are given a Python snippet and an installed library version.
+Library: watchtower==1.0.5
+```python
+from watchtower import boto_debug_filter
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0341
+You are given a Python snippet and an installed library version.
+Library: libcst==0.4.3
+```python
+from libcst.helpers import get_absolute_module_for_import_or_raise
+get_absolute_module_for_import_or_raise(import_node=..., current_package=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0347
+You are given a Python snippet and an installed library version.
+Library: pytest-json-ctrf==0.6.0
+```python
+from ctrf.Report import Report
+Report.process_retries
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0353
+You are given a Python snippet and an installed library version.
+Library: findpython==0.7.0
+```python
+from findpython.providers.winreg import SYS_ARCHITECTURE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0359
+You are given a Python snippet and an installed library version.
+Library: python-docx==1.0.1
+```python
+from docx.types import StoryChild
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0365
+You are given a Python snippet and an installed library version.
+Library: pyopenssl==24.3.0
+```python
+from OpenSSL.crypto import dump_crl
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0371
+You are given a Python snippet and an installed library version.
+Library: bidict==0.22.1
+```python
+from bidict import NamedBidictBase
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0377
+You are given a Python snippet and an installed library version.
+Library: pyflakes==3.4.0
+```python
+from pyflakes.checker import Checker
+Checker(tree=..., file_tokens=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0383
+You are given a Python snippet and an installed library version.
+Library: streamlit==1.44.1
+```python
+from streamlit.runtime import Runtime
+Runtime.message_cache
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0389
+You are given a Python snippet and an installed library version.
+Library: traitlets==5.9.0
+```python
+from traitlets.config.loader import KeyValueConfigLoader
+KeyValueConfigLoader.argcomplete
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0395
+You are given a Python snippet and an installed library version.
+Library: pytest-env==1.6.0
+```python
+from pytest_env.version import VERSION_TUPLE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0401
+You are given a Python snippet and an installed library version.
+Library: pyopenssl==24.2.1
+```python
+from OpenSSL.crypto import dump_crl
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0407
+You are given a Python snippet and an installed library version.
+Library: stevedore==4.1.1
+```python
+from stevedore.extension import Extension
+Extension.extras
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0413
+You are given a Python snippet and an installed library version.
+Library: geopandas==0.14.4
+```python
+from geopandas.io.file import to_file
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0419
+You are given a Python snippet and an installed library version.
+Library: aiohappyeyeballs==0.4.0
+```python
+from aiohappyeyeballs import create_connection
+create_connection(addr_infos=..., all_errors=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0425
+You are given a Python snippet and an installed library version.
+Library: pydata-google-auth==1.6.0
+```python
+from pydata_google_auth.auth import CLIENT_ID
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0431
+You are given a Python snippet and an installed library version.
+Library: jsonpath-python==1.1.0
+```python
+from jsonpath import create_logger
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0437
+You are given a Python snippet and an installed library version.
+Library: nbformat==5.10.4
+```python
+from nbformat import validate
+validate(repair_duplicate_cell_ids=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0443
+You are given a Python snippet and an installed library version.
+Library: pydeck==0.8.0
+```python
+from pydeck import DeckGLWidget
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0449
+You are given a Python snippet and an installed library version.
+Library: pbr==7.0.0
+```python
+from pbr.packaging import NoseTest
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0455
+You are given a Python snippet and an installed library version.
+Library: tree-sitter==0.21.0
+```python
+from tree_sitter import Language
+Language(name=..., library_path=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0461
+You are given a Python snippet and an installed library version.
+Library: wasabi==1.1.1
+```python
+from wasabi.util import basestring_
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0467
+You are given a Python snippet and an installed library version.
+Library: pytokens==0.1.7
+```python
+from pytokens import TokenIterator
+TokenIterator.push_fstring_quote
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0473
+You are given a Python snippet and an installed library version.
+Library: py-key-value-aio==0.2.1
+```python
+from key_value.aio.wrappers.passthrough_cache import PassthroughCacheWrapper
+PassthroughCacheWrapper(primary_store=..., cache_store=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0479
+You are given a Python snippet and an installed library version.
+Library: responses==0.18.0
+```python
+from responses.test_responses import test_set_registry_context_manager
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0485
+You are given a Python snippet and an installed library version.
+Library: google-cloud-speech==2.1.0
+```python
+from google.cloud.speech_v1.types import names
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0491
+You are given a Python snippet and an installed library version.
+Library: mdit-py-plugins==0.4.0
+```python
+from mdit_py_plugins.texmath.index import dollar_pre
+dollar_pre(beg=..., str=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0497
+You are given a Python snippet and an installed library version.
+Library: ipython==9.10.1
+```python
+from IPython.core.magic import on_off
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0503
+You are given a Python snippet and an installed library version.
+Library: pandas-gbq==0.18.0
+```python
+from pandas_gbq.gbq import InvalidSchema
+InvalidSchema(message=..., local_schema=..., remote_schema=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0509
+You are given a Python snippet and an installed library version.
+Library: opencv-python-headless==4.14.0.94
+```python
+from cv2.fisheye import CALIB_RECOMPUTE_EXTRINSIC
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0515
+You are given a Python snippet and an installed library version.
+Library: frozendict==2.3.9
+```python
+from frozendict.core import checkPosition
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0521
+You are given a Python snippet and an installed library version.
+Library: inflect==7.0.0
+```python
+from inflect import print3
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0527
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigquery-storage==2.2.0
+```python
+from google.cloud.bigquery_storage import BigQueryReadClient
+BigQueryReadClient(client_config=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0533
+You are given a Python snippet and an installed library version.
+Library: dnspython==2.1.0
+```python
+from dns.zone import Transaction
+Transaction(zone=..., replacement=..., read_only=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0539
+You are given a Python snippet and an installed library version.
+Library: pymongo==4.0.2
+```python
+from pymongo.errors import InvalidStringData
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0545
+You are given a Python snippet and an installed library version.
+Library: fsspec==2022.7.0
+```python
+from fsspec.asyn import lock
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0551
+You are given a Python snippet and an installed library version.
+Library: dbt-adapters==1.3.2
+```python
+from dbt.adapters.record import QueryRecord
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0557
+You are given a Python snippet and an installed library version.
+Library: pip-api==0.0.34
+```python
+from pip_api import Version
+Version.major
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0563
+You are given a Python snippet and an installed library version.
+Library: pandas-gbq==0.17.9
+```python
+from pandas_gbq.gbq import InvalidSchema
+InvalidSchema(message=..., local_schema=..., remote_schema=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0569
+You are given a Python snippet and an installed library version.
+Library: wheel==0.44.0
+```python
+from wheel.cli.convert import wininst2wheel
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0575
+You are given a Python snippet and an installed library version.
+Library: typeguard==2.13.3
+```python
+from typeguard import TypeWarning
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0581
+You are given a Python snippet and an installed library version.
+Library: patsy==0.5.6
+```python
+from patsy.test_highlevel import test_future
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0587
+You are given a Python snippet and an installed library version.
+Library: poetry-core==2.0.1
+```python
+from poetry.core.constraints.generic.parser import parse_single_constraint
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0593
+You are given a Python snippet and an installed library version.
+Library: ipywidgets==7.8.5
+```python
+from ipywidgets import register
+register(name=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0599
+You are given a Python snippet and an installed library version.
+Library: invoke==2.0.1
+```python
+from invoke.parser.context import flag_key
+flag_key(x=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0605
+You are given a Python snippet and an installed library version.
+Library: maturin==1.8.7
+```python
+from maturin.bootstrap import get_requires_for_build_wheel
+get_requires_for_build_wheel(_config_settings=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0611
+You are given a Python snippet and an installed library version.
+Library: dateparser==1.1.1
+```python
+from dateparser_scripts.order_languages import most_common_locales
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0617
+You are given a Python snippet and an installed library version.
+Library: ipywidgets==7.8.5
+```python
+from ipywidgets.widgets.widget_upload import content_from_json
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0623
+You are given a Python snippet and an installed library version.
+Library: wcwidth==0.2.9
+```python
+from wcwidth.wcwidth import ZERO_WIDTH_CF
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0629
+You are given a Python snippet and an installed library version.
+Library: glom==23.1.1
+```python
+from glom.core import PY2
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0635
+You are given a Python snippet and an installed library version.
+Library: thinc==7.4.6
+```python
+from thinc import registry
+registry.make_schedule
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0641
+You are given a Python snippet and an installed library version.
+Library: opensearch-py==1.0.0
+```python
+from opensearchpy.client import CatClient
+CatClient.ml_jobs
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0647
+You are given a Python snippet and an installed library version.
+Library: google-cloud-bigquery-storage==1.1.2
+```python
+from google.cloud.bigquery_storage import BigQueryReadClient
+BigQueryReadClient(client_config=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0653
+You are given a Python snippet and an installed library version.
+Library: h2==4.2.0
+```python
+from h2.utilities import UPPER_RE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0659
+You are given a Python snippet and an installed library version.
+Library: pyright==1.1.382
+```python
+from pyright.types import Binary
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0665
+You are given a Python snippet and an installed library version.
+Library: markdown==3.3.6
+```python
+from markdown.extensions.toc import slugify
+slugify(value=..., separator=..., encoding=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0671
+You are given a Python snippet and an installed library version.
+Library: einops==0.6.1
+```python
+from einops.einops import TransformRecipe
+TransformRecipe(elementary_axes_lengths=..., input_composite_axes=..., reduced_elementary_axes=..., axes_permutation=..., added_axes=..., output_composite_axes=..., ellipsis_position_in_lhs=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0677
+You are given a Python snippet and an installed library version.
+Library: supabase-functions==0.10.1
+```python
+from supabase_functions.utils import is_valid_jwt
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0683
+You are given a Python snippet and an installed library version.
+Library: tomlkit==0.8.0
+```python
+from tomlkit.items import Key
+Key.delimiter
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0689
+You are given a Python snippet and an installed library version.
+Library: fastapi-cli==0.0.17
+```python
+from fastapi_cli.config import PYDANTIC_VERSION_MINOR_TUPLE
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0695
+You are given a Python snippet and an installed library version.
+Library: lazy-object-proxy==1.8.0
+```python
+from lazy_object_proxy.compat import PY2
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0701
+You are given a Python snippet and an installed library version.
+Library: contourpy==1.2.0
+```python
+from contourpy.util.mpl_util import offsets_to_mpl_codes
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0707
+You are given a Python snippet and an installed library version.
+Library: smmap==4.0.0
+```python
+from smmap.util import buffer
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0713
+You are given a Python snippet and an installed library version.
+Library: opencv-python==5.0.0.93
+```python
+from cv2.typing import GProtoInputArgs
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0719
+You are given a Python snippet and an installed library version.
+Library: packageurl-python==0.10.2
+```python
+from packageurl.contrib.django.utils import purl_to_lookups
+purl_to_lookups(purl=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0725
+You are given a Python snippet and an installed library version.
+Library: uncalled-for==0.3.0
+```python
+from uncalled_for import get_class_dependencies
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0731
+You are given a Python snippet and an installed library version.
+Library: cloudpathlib==0.9.0
+```python
+from cloudpathlib.anypath import AnyPathMeta
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0737
+You are given a Python snippet and an installed library version.
+Library: limits==2.5.1
+```python
+from limits.util import get_dependency
+get_dependency(dep=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0743
+You are given a Python snippet and an installed library version.
+Library: uuid-utils==1.0.0
+```python
+from uuid_utils.compat import uuid7
+uuid7(timestamp=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0749
+You are given a Python snippet and an installed library version.
+Library: nodeenv==1.6.0
+```python
+from nodeenv import install_packages
+install_packages(env_dir=..., opt=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0755
+You are given a Python snippet and an installed library version.
+Library: aiohttp==3.13.3
+```python
+from aiohttp.compression_utils import ZlibBaseHandler
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0761
+You are given a Python snippet and an installed library version.
+Library: mcp-types==0.2.0
+```python
+from mcp_types import ElicitResultMeta
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0767
+You are given a Python snippet and an installed library version.
+Library: pygithub==2.5.0
+```python
+from github.Auth import AppAuth
+AppAuth(app_id=..., private_key=..., jwt_algorithm=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0773
+You are given a Python snippet and an installed library version.
+Library: google-cloud-tasks==1.5.2
+```python
+from google.cloud.tasks import CloudTasksClient
+CloudTasksClient(channel=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0779
+You are given a Python snippet and an installed library version.
+Library: bleach==5.0.0
+```python
+from bleach.sanitizer import Cleaner
+Cleaner(styles=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0785
+You are given a Python snippet and an installed library version.
+Library: elastic-transport==7.16.0
+```python
+from elastic_transport import Transport
+Transport(connection_pool_class=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0791
+You are given a Python snippet and an installed library version.
+Library: virtualenv==20.35.2
+```python
+from virtualenv.discovery.cached_py_info import clear
+clear(cache=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0797
+You are given a Python snippet and an installed library version.
+Library: pytest-html==3.2.0
+```python
+from pytest_html.plugin import extra
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0803
+You are given a Python snippet and an installed library version.
+Library: pyjwt==2.12.0
+```python
+from jwt.algorithms import ALLOWED_KEY_TYPES
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0809
+You are given a Python snippet and an installed library version.
+Library: google-cloud-aiplatform==1.102.0
+```python
+from vertexai.preview.reasoning_engines.templates.adk import get_adk_major_version
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0815
+You are given a Python snippet and an installed library version.
+Library: libcst==0.4.2
+```python
+from libcst.helpers import get_absolute_module_for_import_or_raise
+get_absolute_module_for_import_or_raise(import_node=..., current_package=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0821
+You are given a Python snippet and an installed library version.
+Library: cachetools==5.5.2
+```python
+from cachetools.func import mru_cache
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0827
+You are given a Python snippet and an installed library version.
+Library: mysqlclient==2.2.8
+```python
+from MySQLdb.cursors import SSCursor
+SSCursor.next
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0833
+You are given a Python snippet and an installed library version.
+Library: amazon-ion==0.10.0
+```python
+from amazon.ion.util import Enum
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0839
+You are given a Python snippet and an installed library version.
+Library: graphviz==0.18.1
+```python
+from graphviz.backend import FORMATTERS
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0845
+You are given a Python snippet and an installed library version.
+Library: mypy==1.12.1
+```python
+from mypy.util import is_sub_path
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0851
+You are given a Python snippet and an installed library version.
+Library: jupyter-events==0.1.0
+```python
+from jupyter_events.logger import yaml
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0857
+You are given a Python snippet and an installed library version.
+Library: mcp-types==2.0.0
+```python
+from mcp_types import ElicitResultMeta
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0863
+You are given a Python snippet and an installed library version.
+Library: overrides==4.1.0
+```python
+from overrides.enforce import ensure_return_type_compatibility
+ensure_return_type_compatibility(super_sig=..., sub_sig=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0869
+You are given a Python snippet and an installed library version.
+Library: google-cloud-spanner==3.12.0
+```python
+from google.cloud.spanner_dbapi.parser import EXPR
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0875
+You are given a Python snippet and an installed library version.
+Library: pycountry==23.12.11
+```python
+from pycountry import Subdivision
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0881
+You are given a Python snippet and an installed library version.
+Library: validators==0.21.2
+```python
+from validators import ValidationFailure
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0887
+You are given a Python snippet and an installed library version.
+Library: flask==2.0.3
+```python
+from flask.cli import locate_app
+locate_app(module_name=..., app_name=..., script_info=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0893
+You are given a Python snippet and an installed library version.
+Library: diskcache==5.3.0
+```python
+from diskcache.core import WindowsError
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0899
+You are given a Python snippet and an installed library version.
+Library: grimp==3.11
+```python
+from grimp.domain.valueobjects import ValueObject
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0905
+You are given a Python snippet and an installed library version.
+Library: ua-parser==0.18.0
+```python
+from ua_parser.user_agent_parser import OSParser
+OSParser.MatchSpans
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0911
+You are given a Python snippet and an installed library version.
+Library: pyee==11.1.1
+```python
+from pyee import ExecutorEventEmitter
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0917
+You are given a Python snippet and an installed library version.
+Library: ijson==3.2.3
+```python
+from ijson.compat import IS_PY35
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0923
+You are given a Python snippet and an installed library version.
+Library: pbr==6.1.1
+```python
+from pbr.packaging import NoseTest
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0929
+You are given a Python snippet and an installed library version.
+Library: pytest-django==4.5.0
+```python
+from pytest_django.fixtures import transactional_db
+transactional_db(django_db_setup=..., django_db_blocker=..., request=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0935
+You are given a Python snippet and an installed library version.
+Library: tensorboard==2.13.0
+```python
+from tensorboard.plugins.hparams.backend_context import Context
+Context(tb_context=..., max_domain_discrete_len=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0941
+You are given a Python snippet and an installed library version.
+Library: flake8==3.9.2
+```python
+from flake8.exceptions import MercurialQRefreshHookAlreadyExists
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0947
+You are given a Python snippet and an installed library version.
+Library: fastapi==0.139.2
+```python
+from fastapi.dependencies.models import Dependant
+Dependant.cache_key
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0953
+You are given a Python snippet and an installed library version.
+Library: mako==1.2.0
+```python
+from mako.template import ModuleTemplate
+ModuleTemplate(module=..., disable_unicode=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0959
+You are given a Python snippet and an installed library version.
+Library: nexus-rpc==1.2.0
+```python
+from nexusrpc.handler import OperationHandler
+OperationHandler.fetch_result
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0965
+You are given a Python snippet and an installed library version.
+Library: emoji==1.2.0
+```python
+from emoji import UNICODE_EMOJI_SPANISH
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0971
+You are given a Python snippet and an installed library version.
+Library: pbs-installer==2024.3.22
+```python
+from pbs_installer import download
+download(url=..., destination=..., session=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0977
+You are given a Python snippet and an installed library version.
+Library: uuid-utils==0.18.0
+```python
+from uuid_utils.compat import uuid7
+uuid7(timestamp=...)
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+
+### q0983
+You are given a Python snippet and an installed library version.
+Library: executing==0.10.0
+```python
+from executing.executing import all_subclasses
+```
+Ignoring the placeholder `...` argument values, is every library name, attribute and keyword argument used here valid in exactly this version? Answer with one word: valid or invalid.
+

validation/model_baseline/qid_map.csv

@@ -0,0 +1,985 @@
+qid,item_id
+q0000,openai:2.46.0:openai.types.beta.beta_response_input_item.MultiAgentCallOutputOutputAnnotationsUnionMember0:removed::after
+q0001,linkify-it-py:2.0.0:linkify_it.ucre.SRC_HOST_TERMINATOR:removed::before
+q0002,imageio:2.11.0:imageio.plugins.pillow_legacy.SPECIAL_FORMATS:removed::after
+q0003,django-filter:25.1:django_filters.rest_framework.DjangoFilterBackend.get_schema_operation_parameters:removed::after
+q0004,py-partiql-parser:0.4.1:py_partiql_parser.QueryMetadata:param_renamed:where_clauses:before
+q0005,dateparser:1.1.2:dateparser_scripts.order_languages.most_common_locales:removed::after
+q0006,async-lru:2.0.0:async_lru.alru_cache:param_removed:fn:after
+q0007,docker:7.0.0:docker.utils.kwargs_from_env:param_removed:assert_hostname:after
+q0008,jsonpickle:3.0.0:jsonpickle.compat.PY3_ORDERED_DICT:removed::before
+q0009,datasets:2.9.0:datasets.iterable_dataset.ShardShuffledExamplesIterable:removed::after
+q0010,wheel:0.45.0:wheel.cli.convert.wininst2wheel:removed::after
+q0011,watchdog:6.0.0:watchdog.utils.echo.is_classmethod:removed::after
+q0012,pytest-httpx:0.31.0:pytest_httpx.non_mocked_hosts:removed::after
+q0013,mpmath:1.4.0:mpmath.runtests:removed::before
+q0014,ruamel-yaml:0.17.33:ruamel.yaml.compat.PY2:removed::before
+q0015,holidays:0.35:holidays.groups.HinduCalendarHolidays:param_renamed:calendar:before
+q0016,pyjwt:2.12.0:jwt.algorithms.ALLOWED_EC_KEY_TYPES:removed::before
+q0017,dask:2025.3.0:dask.array.reductions.partial_reduce:removed::before
+q0018,nbformat:5.11.0:nbformat.validate:param_removed:strip_invalid_metadata:before
+q0019,google-api-core:2.0.0:google.api_core.exceptions.Redirection:param_removed:details:after
+q0020,amazon-ion:0.10.0:amazon.ion.util.Enum:removed::before
+q0021,google-cloud-secret-manager:2.2.0:google.cloud.secretmanager_v1.types.names:removed::before
+q0022,jsonlines:3.0.0:jsonlines.open:param_renamed:name:before
+q0023,async-lru:2.0.0:async_lru.alru_cache:param_removed:fn:before
+q0024,curl-cffi:0.15.0:curl_cffi.AsyncWebSocket:param_removed:retry_on_recv_error:after
+q0025,langchain-google-vertexai:3.0.0:langchain_google_vertexai.VectorSearchVectorStore:param_removed:embbedings:before
+q0026,docutils:0.18.1:docutils.parsers.rst.roles.unimplemented_role:param_renamed:attributes:before
+q0027,yfinance:0.2.37:yfinance.const.price_colnames:removed::after
+q0028,emoji:2.12.0:emoji.unicode_codes.get_aliases_unicode_dict:removed::after
+q0029,openpyxl:3.1.5:openpyxl.packaging.extended.get_version:removed::after
+q0030,srsly:2.4.0:srsly.write_msgpack:param_renamed:location:before
+q0031,google-cloud-secret-manager:2.2.0:google.cloud.secretmanager.SecretManagerServiceClient:param_removed:channel:after
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+q0945,redis:4.1.1:redis.cluster.NodesManager.cluster_require_full_coverage:removed::before
+q0946,dateparser:1.4.0:dateparser.timezone_parser.current_hash:removed::after
+q0947,fastapi:0.140.0:fastapi.dependencies.models.Dependant.cache_key:removed::before
+q0948,docutils:0.18.1:docutils.parsers.rst.roles.unimplemented_role:param_renamed:attributes:after
+q0949,srsly:2.4.0:srsly.write_msgpack:param_renamed:location:after
+q0950,inquirerpy:0.3.0:InquirerPy.base.BaseListPrompt:param_removed:height:before
+q0951,pytest-cov:6.1.1:pytest_cov.plugin.TestContextPlugin:param_renamed:cov:before
+q0952,cachecontrol:0.12.13:cachecontrol.caches.FileCache:param_removed:use_dir_lock:after
+q0953,mako:1.2.0:mako.template.ModuleTemplate:param_removed:disable_unicode:after
+q0954,secretstorage:3.5.0:secretstorage.dhcrypto.int_to_bytes:removed::before
+q0955,aiohttp:3.11.0:aiohttp.ClientWebSocketResponse:param_removed:receive_timeout:after
+q0956,google-cloud-logging:2.1.0:google.cloud.logging_v2.LoggingServiceV2Client:removed::after
+q0957,sqlmodel:0.0.19:sqlmodel.sql.expression.SelectBase:removed::before
+q0958,confection:1.1.0:confection.Promise.validate:removed::before
+q0959,nexus-rpc:1.2.0:nexusrpc.handler.OperationHandler.fetch_result:removed::after
+q0960,watchfiles:0.11:watchfiles.main.arun_process:removed::after
+q0961,kubernetes:22.6.0:kubernetes.client.V1beta1CustomResourceValidation:removed::before
+q0962,twilio:9.4.3:twilio.rest.numbers.v1.V1.porting_webhook_configuration_fetch:removed::before
+q0963,linkify-it-py:2.1.1:linkify_it.main.Match:param_renamed:shift:after
+q0964,cloudpathlib:0.10.0:cloudpathlib.anypath.AnyPathMeta:removed::after
+q0965,emoji:2.8.0:emoji.UNICODE_EMOJI_SPANISH:removed::before
+q0966,typeguard:3.0.0:typeguard.typechecked:param_removed:always:after
+q0967,python-docx:1.1.0:docx.types.StoryChild:removed::after
+q0968,overrides:4.1.1:overrides.enforce.ensure_return_type_compatibility:param_renamed:sub_sig:after
+q0969,jsonref:1.0.0:jsonref.JsonLoader:removed::after
+q0970,json-repair:0.46.2:json_repair.string_file_wrapper.StringFileWrapper:param_renamed:CHUNK_LENGTH:before
+q0971,pbs-installer:2024.3.22:pbs_installer.download:param_renamed:session:after
+q0972,openapi-spec-validator:0.7.0:openapi_spec_validator.validation.validators.SpecValidator:param_removed:resolver_handlers:before
+q0973,langchain-core:1.0.0:langchain_core.tracers.schemas.TracerSessionV1:removed::after
+q0974,fastapi-cli:0.0.17:fastapi_cli.config.PYDANTIC_VERSION_MINOR_TUPLE:removed::before
+q0975,json5:0.9.23:json5.lib.long:removed::after
+q0976,postgrest:1.1.1:postgrest.utils.is_valid_jwt:removed::before
+q0977,uuid-utils:1.0.0:uuid_utils.compat.uuid7:param_removed:timestamp:before
+q0978,freezegun:1.2.0:freezegun.api.iscoroutinefunction:removed::before
+q0979,pathvalidate:3.2.0:pathvalidate.FileNameSanitizer:param_removed:check_reserved:before
+q0980,natsort:8.2.0:natsort.utils.TwoBlankTuple:removed::after
+q0981,opencv-python:5.0.0.93:cv2.typing.GProtoInputArgs:removed::before
+q0982,findpython:0.1.2:findpython.utils.subprocess_output:removed::after
+q0983,executing:1.0.0:executing.executing.all_subclasses:removed::before

validation/model_baseline/results.json

@@ -0,0 +1,84 @@
+{
+ "items": 984,
+ "pairs": 492,
+ "libraries": 375,
+ "cutoff": "2026-07-01",
+ "closed_book": {
+  "answered": 984,
+  "item_acc": 0.5843,
+  "item_ci": [
+   55.3,
+   61.5
+  ],
+  "pair_acc": 0.2663,
+  "pair_ci": [
+   22.9,
+   30.7
+  ],
+  "acc_on_valid": 0.7276,
+  "acc_on_invalid": 0.4411,
+  "by_type": {
+   "param_removed": 0.6218,
+   "param_renamed": 0.5211,
+   "removed": 0.5889
+  },
+  "before_cutoff": {
+   "n": 888,
+   "item_acc": 0.5912
+  },
+  "after_cutoff": {
+   "n": 96,
+   "item_acc": 0.5208
+  },
+  "by_year": {
+   "2021": 0.5932,
+   "2022": 0.5793,
+   "2023": 0.6344,
+   "2024": 0.5946,
+   "2025": 0.5934,
+   "2026": 0.5161
+  }
+ },
+ "with_api_history": {
+  "answered": 984,
+  "item_acc": 1.0,
+  "item_ci": [
+   99.6,
+   100.0
+  ],
+  "pair_acc": 1.0,
+  "pair_ci": [
+   99.2,
+   100.0
+  ],
+  "acc_on_valid": 1.0,
+  "acc_on_invalid": 1.0,
+  "by_type": {
+   "param_removed": 1.0,
+   "param_renamed": 1.0,
+   "removed": 1.0
+  },
+  "before_cutoff": {
+   "n": 888,
+   "item_acc": 1.0
+  },
+  "after_cutoff": {
+   "n": 96,
+   "item_acc": 1.0
+  },
+  "by_year": {
+   "2021": 1.0,
+   "2022": 1.0,
+   "2023": 1.0,
+   "2024": 1.0,
+   "2025": 1.0,
+   "2026": 1.0
+  }
+ },
+ "mcnemar": {
+  "fixed_by_history": 409,
+  "broken_by_history": 0,
+  "chi2": 407.0,
+  "p_lt_0.001": true
+ }
+}

validation/multi_model/README.md

@@ -0,0 +1,14 @@
+# Multi-model replication
+
+Both model experiments were repeated, unchanged, after the preregistered `claude-opus-5-5` run (whose files are in
+`../model_baseline/` and `../code_repair/`) with `claude-sonnet-5-5`, `claude-haiku-5-5` and `claude-fable-5-1`:
+
+* VersionProbe-verified, closed book: the same 984 items and prompts, the same agent setup (read the questions, write
+  answers; no other tools). `versionprobe/answers_a_batch*.csv`.
+* Code repair: the same 150 tasks and three conditions (`../code_repair/cond_*`), the same runtime check in fresh
+  environments (recorded with both the preregistered `bind_partial` and full `bind`, `repair/verify_strict.jsonl`), and
+  the same blind judge model (`claude-opus-5-5`, condition and answering model hidden; `repair/judge_*`).
+
+`results.json` summarizes all four models (scored by `pipeline/score_models.py`), including the share of answers that
+returned the snippet unchanged and pooled discordant-pair counts (indicative only: pooling treats model-task pairs as
+independent). The replications were not preregistered separately; they reuse the preregistered protocol unchanged.

validation/multi_model/fable/repair/answers_a_batch1.md

@@ -0,0 +1,282 @@
+### t112
+```python
+from wandb.sdk.interface.interface_sock import InterfaceSock
+InterfaceSock(sock_client=..., stream_id=..., mailbox=...)
+```
+
+### t056
+```python
+from databricks.sql.backend.types import ExecuteResponse
+```
+
+### t065
+```python
+from black.nodes import is_docstring
+is_docstring(node=..., mode=...)
+```
+
+### t063
+```python
+from pbs_installer import download
+download(python_file=..., destination=...)
+```
+
+### t084
+```python
+from databricks.sql.utils import ThriftCloudFetchQueue
+ThriftCloudFetchQueue(schema_bytes=..., max_download_threads=..., ssl_options=..., result_links=...)
+```
+
+### t041
+```python
+from more_itertools.more import cummin
+```
+
+### t110
+```python
+from time_machine.cli import maybe_migrate_call
+maybe_migrate_call(ret=..., node=..., freezegun_import_seen=..., freezer_functions=..., freeze_time_import_seen=...)
+```
+
+### t002
+```python
+from ddtrace.contrib.internal.ray.constants import RAY_ACTOR_MODULE_DENYLIST
+```
+
+### t012
+```python
+from aws_lambda_powertools.event_handler.openapi.compat import PYDANTIC_V2
+```
+
+### t075
+```python
+from nodeenv import get_root_url
+get_root_url(version=...)
+```
+
+### t000
+```python
+from wandb.sdk.lib.sock_client import SockClient
+SockClient
+```
+
+### t049
+```python
+from mcp.client.auth.oauth2 import logger
+```
+
+### t105
+```python
+from huggingface_hub.cli.skills import skills_add
+skills_add(codex=...)
+```
+
+### t083
+```python
+from moto.ec2.models.transit_gateway_attachments import TransitGatewayPeeringAttachment
+TransitGatewayPeeringAttachment(backend=..., peer_transit_gateway_id=..., peer_region=..., peer_account_id=..., tags=..., region_name=..., transit_gateway_id=...)
+```
+
+### t006
+```python
+from streamlit.elements.lib.image_utils import MAXIMUM_CONTENT_WIDTH
+```
+
+### t098
+```python
+from elasticsearch.esql.functions import avg_over_time
+avg_over_time(field=...)
+```
+
+### t130
+```python
+from mysql.connector.plugins.caching_sha2_password import MySQLCachingSHA2PasswordAuthPlugin
+MySQLCachingSHA2PasswordAuthPlugin(username=..., password=...)
+```
+
+### t141
+```python
+from databricks.sdk.credentials_provider import CliTokenSource
+CliTokenSource(cmd=..., token_type_field=..., access_token_field=..., expiry_field=...)
+```
+
+### t086
+```python
+from wrapt import wrap_function_wrapper
+wrap_function_wrapper(target=..., name=..., wrapper=...)
+```
+
+### t054
+```python
+from progressbar.env import is_ansi_terminal
+```
+
+### t134
+```python
+from coverage.core import Core
+Core(warn=..., debug=..., config=..., dynamic_contexts=..., metacov=...)
+```
+
+### t028
+```python
+from transformers.image_utils import is_valid_url
+```
+
+### t073
+```python
+from bleach.sanitizer import BleachSanitizerFilter
+BleachSanitizerFilter(source=..., allowed_tags=...)
+```
+
+### t123
+```python
+from onnxruntime.transformers.models.t5.convert_to_onnx import export_onnx_models
+export_onnx_models(model_name_or_path=..., cache_dir=..., output_dir=..., use_gpu=..., use_external_data_format=..., optimize_onnx=..., precision=..., verbose=...)
+```
+
+### t093
+```python
+from sqlglot.dialects.dialect import build_formatted_time
+build_formatted_time(exp_class=..., dialect=...)
+```
+
+### t033
+```python
+from sentry_sdk.utils import capture_internal_exceptions
+```
+
+### t108
+```python
+from moto.workspacesweb.models import FakeUserSettings
+FakeUserSettings(additional_encryption_context=..., client_token=..., cookie_synchronization_configuration=..., copy_allowed=..., customer_managed_key=..., deep_link_allowed=..., disconnect_timeout_in_minutes=..., download_allowed=..., idle_disconnect_timeout_in_minutes=..., paste_allowed=..., print_allowed=..., upload_allowed=..., region_name=..., account_id=..., tags=...)
+```
+
+### t047
+```python
+from pymupdf.mupdf import pdf_embedded_file_params
+```
+
+### t018
+```python
+from numpy import inf
+```
+
+### t100
+```python
+from pg8000.converters import array_out
+array_out(ar=...)
+```
+
+### t019
+```python
+from sentence_transformers.sparse_encoder.evaluation import SparseBinaryClassificationEvaluator
+```
+
+### t072
+```python
+from aiohappyeyeballs import remove_addr_infos
+remove_addr_infos(addr_infos=..., address=...)
+```
+
+### t087
+```python
+from mlflow.dspy.callback import MlflowCallback
+MlflowCallback(prediction_context=...)
+```
+
+### t001
+```python
+from litellm.rust_bridge.callbacks import warn_unknown_credential
+```
+
+### t050
+```python
+from weasyprint.css.properties import TRANSPARENT
+```
+
+### t005
+```python
+from xgboost.testing.utils import predictor_equal
+```
+
+### t040
+```python
+from langgraph_sdk.client import logger
+```
+
+### t055
+```python
+from dbt.env_vars import EngineEnvVar
+```
+
+### t044
+```python
+from kubernetes.aio.client.api_client import ApiClient
+ApiClient.rest_client
+```
+
+### t010
+```python
+from langsmith.client import Client
+Client.list_projects
+```
+
+### t135
+```python
+from sqlalchemy.dialects.oracle import VARCHAR2
+VARCHAR2(length=...)
+```
+
+### t096
+```python
+from snowplow_tracker import AsyncEmitter
+AsyncEmitter(endpoint=..., batch_size=...)
+```
+
+### t064
+```python
+from numba.np.arrayobj import np_frombuffer
+np_frombuffer(context=..., sig=..., args=..., builder=...)
+```
+
+### t070
+```python
+from trino.dbapi import Connection
+Connection(host=..., legacy_primitive_types=...)
+```
+
+### t147
+```python
+from transformers.generation.continuous_batching import ContinuousBatchingManager
+ContinuousBatchingManager(model=..., generation_config=...)
+```
+
+### t129
+```python
+from pydot.dot_parser import push_attr_list
+push_attr_list(loc=..., toks=..., s=...)
+```
+
+### t125
+```python
+from pydantic_settings import TomlConfigSettingsSource
+TomlConfigSettingsSource(settings_cls=..., toml_file=...)
+```
+
+### t109
+```python
+from redshift_connector import Connection
+Connection(user=..., password=..., database=..., idc_client_display_name=...)
+```
+
+### t071
+```python
+from pydantic_settings import EnvSettingsSource
+EnvSettingsSource(settings_cls=..., env_prefix=...)
+```
+
+### t081
+```python
+from engineio.async_drivers.gevent import WebSocketWSGI
+WebSocketWSGI(handler=..., server=...)
+```

validation/multi_model/fable/repair/answers_a_batch2.md

@@ -0,0 +1,285 @@
+### t145
+```python
+from langsmith.run_helpers import ensure_traceable
+ensure_traceable(func=...)
+```
+
+### t111
+```python
+from mlflow.openai.api_request_parallel_processor import process_api_requests
+process_api_requests(requests=..., client=..., max_requests_per_minute=...)
+```
+
+### t015
+```python
+from langchain_google_vertexai.model_garden import VertexAIModelGarden
+```
+
+### t119
+```python
+from xlsxwriter.chart_stock import ChartStock
+ChartStock()
+```
+
+### t113
+```python
+from datasets.load import create_builder_configs_from_metadata_configs
+create_builder_configs_from_metadata_configs(module_path=..., metadata_configs=..., supports_metadata=..., base_path=...)
+```
+
+### t103
+```python
+from mlflow.store.tracking.gateway.config_resolver import get_endpoint_config
+get_endpoint_config(endpoint_name=...)
+```
+
+### t142
+```python
+from sklearn.linear_model import MultiTaskElasticNetCV
+MultiTaskElasticNetCV(alphas=...)
+```
+
+### t022
+```python
+from langgraph.types import Interrupt
+```
+
+### t011
+```python
+from dulwich.cloud.gcs import GcsObjectStore
+from dulwich.object_store import MissingObjectFinder
+MissingObjectFinder
+```
+
+### t016
+```python
+from moto.dynamodb.models import Item
+Item.project
+```
+
+### t120
+```python
+from scipy.signal import firwin
+firwin(numtaps=..., cutoff=..., fs=...)
+```
+
+### t029
+```python
+from gcsfs.zb_hns_utils import DirectMemmoveBuffer
+DirectMemmoveBuffer.append
+```
+
+### t077
+```python
+from joserfc.rfc7517.models import BaseKey
+BaseKey(raw_value=..., original_value=..., parameters=...)
+```
+
+### t060
+```python
+from mlflow.genai import get_dataset
+get_dataset(name=...)
+```
+
+### t052
+```python
+from Crypto.Util.py3compat import is_bytes
+```
+
+### t058
+```python
+from mypy.typeshed.stdlib._io import TextIOBase
+TextIOBase.readline
+```
+
+### t046
+```python
+from swebench.harness.constants import TESTS_ERROR
+```
+
+### t061
+```python
+from litellm.proxy.openai_files_endpoints.common_utils import get_first_json_object
+get_first_json_object(file_content_bytes=...)
+```
+
+### t042
+```python
+from wrapt.patches import wrap_function_wrapper
+```
+
+### t021
+```python
+from strands.tools.vended import make_stop
+```
+
+### t116
+```python
+from narwhals.functions import Then
+Then(to_compliant_expr=..., metadata=...)
+```
+
+### t004
+```python
+from pyathena.sqlalchemy.constants import DDL_RESERVED_WORDS
+```
+
+### t039
+```python
+from clickhouse_connect.driver.parser import insert_re
+```
+
+### t102
+```python
+from portalocker.portalocker import lock
+lock(file=..., flags=...)
+```
+
+### t136
+```python
+from sphinx.ext.autodoc.importer import import_object
+import_object(modname=..., objpath=...)
+```
+
+### t094
+```python
+from modal.cli.secret import delete
+delete(secret_name=..., yes=...)
+```
+
+### t127
+```python
+from databricks.sql.thrift_api.TCLIService.ttypes import TGetPrimaryKeysReq
+TGetPrimaryKeysReq(sessionHandle=...)
+```
+
+### t117
+```python
+from pyiceberg.avro.file import AvroFileHeader
+AvroFileHeader(...)
+```
+
+### t043
+```python
+from pyiceberg.expressions.visitors import bind
+```
+
+### t038
+```python
+from selenium.webdriver.common.bidi.input import FileDialogInfo
+FileDialogInfo.from_json
+```
+
+### t078
+```python
+from google.ads.googleads.interceptors import AsyncUnaryStreamMetadataInterceptor
+AsyncUnaryStreamMetadataInterceptor(developer_token=..., login_customer_id=...)
+```
+
+### t068
+```python
+from aws_lambda_powertools.event_handler.openapi.swagger_ui.html import generate_swagger_html
+generate_swagger_html(spec=..., swagger_css=..., swagger_js=...)
+```
+
+### t008
+```python
+from PIL import Image
+```
+
+### t059
+```python
+from fpdf.svg import apply_styles
+```
+
+### t144
+```python
+from litellm.litellm_core_utils.prompt_templates.factory import convert_to_gemini_tool_call_result
+convert_to_gemini_tool_call_result(message=..., last_message_with_tool_calls=...)
+```
+
+### t095
+```python
+from rich.cells import cell_len
+cell_len(text=...)
+```
+
+### t126
+```python
+from pymongo.command_cursor import RawBatchCommandCursor
+RawBatchCommandCursor(collection=..., cursor_info=..., address=..., session=...)
+```
+
+### t007
+```python
+from mashumaro.jsonschema.schema import Instance
+Instance.get_self_config
+```
+
+### t121
+```python
+from oracledb import PoolParams
+PoolParams()
+```
+
+### t107
+```python
+from pydantic_core.core_schema import url_schema
+url_schema()
+```
+
+### t027
+```python
+from nltk.data import load
+```
+
+### t079
+```python
+from streamlit.elements.lib.image_utils import image_to_url
+image_to_url(image=..., clamp=..., channels=..., output_format=..., image_id=...)
+```
+
+### t128
+```python
+from limits.aio.storage.redis import RedispyBridge
+RedispyBridge(uri=..., dependency=...)
+```
+
+### t067
+```python
+from fakeredis.model import StreamGroup
+StreamGroup(stream=..., name=..., start_key=..., entries_read=...)
+```
+
+### t037
+```python
+from joserfc.rfc7519.registry import JWTClaimsRegistry
+```
+
+### t034
+```python
+from anthropic.types.beta import BetaManagedAgentsSessionThreadAgent
+```
+
+### t045
+```python
+from snowplow_tracker.constants import CONTEXT_SCHEMA
+```
+
+### t024
+```python
+from pandas.core.internals import Block
+Block.slice_block_columns
+```
+
+### t076
+```python
+from mypy.typeanal import TypeVarLikeQuery
+TypeVarLikeQuery(api=..., scope=...)
+```
+
+### t091
+```python
+from onnxruntime.transformers.models.llama.llama_inputs import convert_inputs_for_ort
+convert_inputs_for_ort(pt_inputs=..., use_buffer_share=...)
+```

validation/multi_model/fable/repair/answers_a_batch3.md

@@ -0,0 +1,289 @@
+### t133
+```python
+from dbt.parser.sources import merge_freshness
+merge_freshness(base=..., update=...)
+```
+
+### t009
+```python
+import logging
+logger = logging.getLogger("langchain_community.document_loaders.onedrive")
+```
+
+### t030
+```python
+from zmq.backend import device
+```
+
+### t062
+```python
+from networkx import vf2pp_all_isomorphisms
+vf2pp_all_isomorphisms(G1=..., G2=...)
+```
+
+### t139
+```python
+from typer.testing import CliRunner
+CliRunner().invoke(..., catch_exceptions=...)
+```
+
+### t066
+```python
+from sentry_sdk.ai.utils import truncate_and_annotate_messages
+truncate_and_annotate_messages(messages=..., span=..., max_bytes=...)
+```
+
+### t069
+```python
+from pre_commit.languages.node import health_check
+health_check(prefix=..., version=...)
+```
+
+### t051
+```python
+from mlflow.exceptions import MlflowException
+```
+
+### t149
+```python
+from strands.event_loop.event_loop import recurse_event_loop
+recurse_event_loop(agent=..., kwargs=...)
+```
+
+### t085
+```python
+from key_value.aio.wrappers.statistics import StatisticsWrapper
+StatisticsWrapper(key_value=...)
+```
+
+### t122
+```python
+from dask.blockwise import make_blockwise_graph
+make_blockwise_graph(func=..., output=..., out_indices=...)
+```
+
+### t118
+```python
+from black.lines import is_line_short_enough
+from black.mode import Mode
+is_line_short_enough(line=..., mode=Mode(line_length=...))
+```
+
+### t036
+```python
+from groq.types.audio import Translation
+```
+
+### t131
+```python
+from skimage.segmentation import random_walker
+random_walker(data=..., labels=..., channel_axis=...)
+```
+
+### t104
+```python
+from accelerate.utils import get_mixed_precision_context_manager, AutocastKwargs
+get_mixed_precision_context_manager(autocast_kwargs=AutocastKwargs(cache_enabled=...))
+```
+
+### t035
+```python
+import sys
+PY2 = sys.version_info[0] == 2
+```
+
+### t143
+```python
+from postgrest import AsyncRPCFilterRequestBuilder
+AsyncRPCFilterRequestBuilder(session=..., http_method=..., headers=..., params=..., json=..., path=...)
+```
+
+### t106
+```python
+from accelerate import Accelerator
+from accelerate.utils import DataLoaderConfiguration
+Accelerator(dataloader_config=DataLoaderConfiguration(even_batches=...))
+```
+
+### t020
+```python
+from triton.compiler.compiler import get_kernel_name
+```
+
+### t026
+```python
+from fakeredis.model import Vector
+Vector.accept_filter
+```
+
+### t146
+```python
+from python_multipart import FormParser
+FormParser(content_type=..., on_field=..., on_file=..., FileClass=...)
+```
+
+### t031
+```python
+from email_validator.rfc_constants import DOT_ATOM_TEXT_INTL
+```
+
+### t088
+```python
+from weasyprint.images import get_image_from_uri
+get_image_from_uri(cache=..., url_fetcher=..., url=..., options=...)
+```
+
+### t090
+```python
+from dbt_common.clients.jinja import extract_toplevel_blocks
+extract_toplevel_blocks(text=...)
+```
+
+### t101
+```python
+from jupyterlab.semver import is_x
+is_x(id=...)
+```
+
+### t097
+```python
+from pptx.shapes.group import GroupShape
+GroupShape(grpSp=..., parent=...)
+```
+
+### t140
+```python
+from google.cloud.firestore_v1.pipeline_expressions import FunctionExpression
+FunctionExpression(name=..., params=...)
+```
+
+### t048
+```python
+from anyio.from_thread import BlockingPortal
+```
+
+### t017
+```python
+from twilio.rest.api.v2010.account.call.feedback import FeedbackList
+```
+
+### t025
+```python
+from networkx.algorithms.clique import find_cliques
+```
+
+### t032
+```python
+from sphinx.builders.texinfo import TexinfoBuilder
+TexinfoBuilder.init_document_data
+```
+
+### t137
+```python
+from awswrangler.catalog import get_table_description
+get_table_description(database=..., table=...)
+```
+
+### t003
+```python
+from av.container import OutputContainer
+```
+
+### t099
+```python
+from skimage.measure import ransac
+ransac(data=..., model_class=..., min_samples=..., residual_threshold=..., rng=...)
+```
+
+### t053
+```python
+from llvmlite.binding import ModulePassManager
+ModulePassManager.add_cfg_printer_pass
+```
+
+### t115
+```python
+from joserfc.errors import InvalidKeyTypeError
+InvalidKeyTypeError(description=...)
+```
+
+### t124
+```python
+from sentry_sdk.integrations.langchain import SentryLangchainCallback
+SentryLangchainCallback(max_span_map_size=..., include_prompts=...)
+```
+
+### t014
+```python
+from mlflow.gateway.schemas.completions import BaseRequestPayload
+```
+
+### t057
+```python
+from fontTools.pens.recordingPen import RecordingPointPen
+RecordingPointPen.moveTo
+```
+
+### t089
+```python
+from twilio.rest.flex_api.v1.insights_questionnaires_question import InsightsQuestionnairesQuestionContext
+InsightsQuestionnairesQuestionContext(version=..., question_sid=...)
+```
+
+### t023
+```python
+from websockets.headers import build_host
+```
+
+### t138
+```python
+from selenium.webdriver.edge.webdriver import WebDriver
+WebDriver(options=...)
+```
+
+### t114
+```python
+from polars import read_csv_batched
+read_csv_batched(source=..., missing_utf8_is_empty_string=...)
+```
+
+### t148
+```python
+from redis.asyncio.multidb.healthcheck import HealthyMajorityPolicy
+HealthyMajorityPolicy(probes=..., probes_delay=...)
+```
+
+### t074
+```python
+from wandb.apis.public.runhistory import wait_for_download_with_progress
+wait_for_download_with_progress(request_id=..., contains_live_data=..., api=...)
+```
+
+### t132
+```python
+from ddtrace.contrib.internal.langgraph.patch import patched_create_react_agent
+patched_create_react_agent(langgraph=..., pin=..., func=..., instance=..., args=..., kwargs=...)
+```
+
+### t092
+```python
+from uuid_utils.compat import uuid8
+uuid8(bytes=...)
+```
+
+### t082
+```python
+from diff_cover.diff_quality_tool import generate_quality_report
+generate_quality_report(tool=..., compare_branch=..., html_report=...)
+```
+
+### t013
+```python
+from great_expectations.expectations.row_conditions import condition
+```
+
+### t080
+```python
+from s3transfer.crt import create_s3_crt_client
+create_s3_crt_client(region=..., crt_credentials_provider=...)
+```

validation/multi_model/fable/repair/answers_b_batch1.md

@@ -0,0 +1,282 @@
+### t112
+```python
+from wandb.sdk.interface.interface_sock import InterfaceSock
+InterfaceSock(client=..., stream_id=...)
+```
+
+### t056
+```python
+from databricks.sql.backend.types import ExecuteResponse
+```
+
+### t065
+```python
+from black.nodes import is_docstring
+is_docstring(node=..., mode=...)
+```
+
+### t063
+```python
+from pbs_installer import download
+download(python_file=..., destination=...)
+```
+
+### t084
+```python
+from databricks.sql.utils import ThriftCloudFetchQueue
+ThriftCloudFetchQueue(schema_bytes=..., max_download_threads=..., ssl_options=..., session_id_hex=..., statement_id=..., chunk_id=..., http_client=..., result_links=...)
+```
+
+### t041
+```python
+from more_itertools import running_min
+```
+
+### t110
+```python
+from time_machine.cli import maybe_migrate_call
+maybe_migrate_call(ret=..., node=..., freezegun_module_names=..., freeze_time_names=..., freezer_functions=...)
+```
+
+### t002
+```python
+from ddtrace.contrib.internal.ray.core.actor import RAY_ACTOR_MODULE_DENYLIST
+```
+
+### t012
+```python
+from aws_lambda_powertools.event_handler.openapi.compat import PYDANTIC_V2
+```
+
+### t075
+```python
+from nodeenv import get_root_url
+get_root_url(version_str=...)
+```
+
+### t000
+```python
+from wandb.sdk.lib.sock_client import SockClient
+SockClient.set_socket
+```
+
+### t049
+```python
+from mcp.client.auth.oauth2 import logger
+```
+
+### t105
+```python
+from huggingface_hub.cli.skills import skills_add
+skills_add(claude=...)
+```
+
+### t083
+```python
+from moto.ec2.models.transit_gateway_attachments import TransitGatewayPeeringAttachment
+TransitGatewayPeeringAttachment(backend=..., peer_transit_gateway_id=..., peer_region=..., peer_account_id=..., tags=..., region_name=..., transit_gateway=...)
+```
+
+### t006
+```python
+from streamlit.elements.lib.image_utils import MAXIMUM_CONTENT_WIDTH
+```
+
+### t098
+```python
+from elasticsearch.esql.functions import avg_over_time
+avg_over_time(field=...)
+```
+
+### t130
+```python
+from mysql.connector.plugins.caching_sha2_password import MySQLCachingSHA2PasswordAuthPlugin
+MySQLCachingSHA2PasswordAuthPlugin(username=..., password=...)
+```
+
+### t141
+```python
+from databricks.sdk.credentials_provider import CliTokenSource
+CliTokenSource(cmd=..., token_type_field=..., access_token_field=..., expiry_field=...)
+```
+
+### t086
+```python
+from wrapt import wrap_function_wrapper
+wrap_function_wrapper(target=..., name=..., wrapper=...)
+```
+
+### t054
+```python
+from progressbar.env import is_ansi_terminal
+```
+
+### t134
+```python
+from coverage.core import Core
+Core(warn=..., debug=..., config=..., dynamic_contexts=...)
+```
+
+### t028
+```python
+from transformers.image_utils import is_url
+```
+
+### t073
+```python
+from bleach.sanitizer import BleachSanitizerFilter
+BleachSanitizerFilter(source=..., allowed_tags=...)
+```
+
+### t123
+```python
+from onnxruntime.transformers.models.t5.convert_to_onnx import export_onnx_models
+export_onnx_models(model_name_or_path=..., cache_dir=..., output_dir=..., use_gpu=..., use_external_data_format=..., optimize_onnx=..., precision=..., verbose=..., encoder_decoder_init=...)
+```
+
+### t093
+```python
+from sqlglot.dialects.dialect import build_formatted_time
+build_formatted_time(exp_class=..., dialect_override=...)
+```
+
+### t033
+```python
+from sentry_sdk.utils import capture_internal_exceptions
+```
+
+### t108
+```python
+from moto.workspacesweb.models import FakeUserSettings
+FakeUserSettings(additional_encryption_context=..., client_token=..., cookie_synchronization_configuration=..., copy_allowed=..., customer_managed_key=..., deep_link_allowed=..., disconnect_timeout_in_minutes=..., download_allowed=..., idle_disconnect_timeout_in_minutes=..., paste_allowed=..., print_allowed=..., upload_allowed=..., region_name=..., account_id=...)
+```
+
+### t047
+```python
+from pymupdf.mupdf import pdf_embedded_file_params
+```
+
+### t018
+```python
+from numpy import inf
+```
+
+### t100
+```python
+from pg8000.converters import array_out
+array_out(val=...)
+```
+
+### t019
+```python
+from sentence_transformers.sparse_encoder.evaluation.sparse_binary_classification import SparseBinaryClassificationEvaluator
+```
+
+### t072
+```python
+from aiohappyeyeballs import remove_addr_infos
+remove_addr_infos(addr_infos=..., address=...)
+```
+
+### t087
+```python
+from mlflow.dspy.callback import MlflowCallback
+MlflowCallback(dependencies_schema=...)
+```
+
+### t001
+```python
+from litellm.litellm_core_utils.litellm_logging import warn_unknown_credential
+```
+
+### t050
+```python
+from weasyprint.css.properties import TRANSPARENT
+```
+
+### t005
+```python
+from xgboost.testing.utils import predictor_equal
+```
+
+### t040
+```python
+from langgraph_sdk._shared.utilities import logger
+```
+
+### t055
+```python
+from dbt.env_vars import KNOWN_ENGINE_ENV_VARS
+```
+
+### t044
+```python
+from kubernetes.aio.client.api_client import ApiClient
+ApiClient.close
+```
+
+### t010
+```python
+from langsmith.client import Client
+Client.list_projects
+```
+
+### t135
+```python
+from sqlalchemy.dialects.oracle import VARCHAR2
+VARCHAR2(length=...)
+```
+
+### t096
+```python
+from snowplow_tracker import CeleryEmitter
+CeleryEmitter(endpoint=..., batch_size=...)
+```
+
+### t064
+```python
+from numba.np.arrayobj import np_frombuffer
+np_frombuffer(buffer=..., dtype=...)
+```
+
+### t070
+```python
+from trino.dbapi import Connection
+Connection(host=..., legacy_primitive_types=...)
+```
+
+### t147
+```python
+from transformers.generation.continuous_batching import ContinuousBatchingManager
+ContinuousBatchingManager(model=..., generation_config=...)
+```
+
+### t129
+```python
+from pydot.dot_parser import push_attr_list
+push_attr_list(toks=...)
+```
+
+### t125
+```python
+from pydantic_settings import TomlConfigSettingsSource
+TomlConfigSettingsSource(settings_cls=..., toml_file=...)
+```
+
+### t109
+```python
+from redshift_connector import Connection
+Connection(user=..., password=..., database=...)
+```
+
+### t071
+```python
+from pydantic_settings import EnvSettingsSource
+EnvSettingsSource(settings_cls=..., env_prefix=...)
+```
+
+### t081
+```python
+from engineio.async_drivers.gevent import WebSocketWSGI
+WebSocketWSGI(handler=..., server=...)
+```

validation/multi_model/fable/repair/answers_b_batch2.md

@@ -0,0 +1,286 @@
+### t145
+```python
+from langsmith.run_helpers import ensure_traceable
+ensure_traceable(func=..., address=...)
+```
+
+### t111
+```python
+from mlflow.openai.api_request_parallel_processor import process_api_requests
+process_api_requests(request_tasks=..., max_workers=...)
+```
+
+### t015
+```python
+from langchain_google_vertexai.model_garden import VertexAIModelGarden
+```
+
+### t119
+```python
+from xlsxwriter.chart_stock import ChartStock
+ChartStock()
+```
+
+### t113
+```python
+from datasets.load import create_builder_configs_from_metadata_configs
+create_builder_configs_from_metadata_configs(module_path=..., metadata_configs=..., supports_metadata=...)
+```
+
+### t103
+```python
+from mlflow.store.tracking.gateway.config_resolver import get_endpoint_config
+get_endpoint_config(endpoint_name=...)
+```
+
+### t142
+```python
+from sklearn.linear_model import MultiTaskElasticNetCV
+MultiTaskElasticNetCV(alphas=...)
+```
+
+### t022
+```python
+from langgraph.types import Interrupt
+```
+
+### t011
+```python
+from dulwich.cloud.gcs import GcsObjectStore
+from dulwich.object_store import MissingObjectFinder
+MissingObjectFinder
+```
+
+### t016
+```python
+from moto.dynamodb.models import Item
+Item.project
+```
+
+### t120
+```python
+from scipy.signal import firwin
+firwin(numtaps=..., cutoff=..., fs=...)
+```
+
+### t029
+```python
+from gcsfs.zb_hns_utils import DirectMemmoveBuffer, PartialView
+DirectMemmoveBuffer.get_view
+PartialView.write
+```
+
+### t077
+```python
+from joserfc.rfc7517.models import BaseKey
+BaseKey(raw_value=..., original_value=..., parameters=...)
+```
+
+### t060
+```python
+from mlflow.genai import get_dataset
+get_dataset(name=...)
+```
+
+### t052
+```python
+from Crypto.Util.py3compat import is_bytes
+```
+
+### t058
+```python
+from mypy.typeshed.stdlib._io import _TextIOBase
+_TextIOBase.readline
+```
+
+### t046
+```python
+from swebench.harness.constants import TESTS_ERROR
+```
+
+### t061
+```python
+from litellm.proxy.openai_files_endpoints.files_endpoints import get_first_json_object
+get_first_json_object(file_source=...)
+```
+
+### t042
+```python
+from wrapt.patches import wrap_function_wrapper
+```
+
+### t021
+```python
+from strands.tools import stop
+```
+
+### t116
+```python
+from narwhals.functions import Then
+Then(to_compliant_expr=..., metadata=...)
+```
+
+### t004
+```python
+from pyathena.sqlalchemy.preparer import DDL_RESERVED_WORDS
+```
+
+### t039
+```python
+from clickhouse_connect.driver.binding import insert_re
+```
+
+### t102
+```python
+from portalocker.portalocker import lock
+lock(file=..., flags=...)
+```
+
+### t136
+```python
+from sphinx.ext.autodoc.importer import import_object
+import_object(modname=..., objpath=..., warningiserror=...)
+```
+
+### t094
+```python
+from modal.cli.secret import delete
+delete(name=...)
+```
+
+### t127
+```python
+from databricks.sql.thrift_api.TCLIService.ttypes import TGetPrimaryKeysReq
+TGetPrimaryKeysReq(sessionHandle=...)
+```
+
+### t117
+```python
+from pyiceberg.avro.file import AvroFileHeader
+AvroFileHeader(magic=..., meta=..., sync=...)
+```
+
+### t043
+```python
+from pyiceberg.expressions.visitors import bind
+```
+
+### t038
+```python
+from selenium.webdriver.common.bidi.input import FileDialogInfo
+FileDialogInfo.from_json
+```
+
+### t078
+```python
+from google.ads.googleads.interceptors import AsyncUnaryStreamMetadataInterceptor
+AsyncUnaryStreamMetadataInterceptor(developer_token=..., login_customer_id=...)
+```
+
+### t068
+```python
+from aws_lambda_powertools.event_handler.openapi.swagger_ui.html import generate_swagger_html
+generate_swagger_html(spec=..., path=..., swagger_js=..., swagger_css=..., swagger_base_url=...)
+```
+
+### t008
+```python
+from PIL.SpiderImagePlugin import transposed_im
+```
+
+### t059
+```python
+from fpdf.svg import apply_styles
+```
+
+### t144
+```python
+from litellm.litellm_core_utils.prompt_templates.factory import convert_to_gemini_tool_call_result
+convert_to_gemini_tool_call_result(message=..., last_message_with_tool_calls=...)
+```
+
+### t095
+```python
+from rich.cells import cell_len
+cell_len(text=...)
+```
+
+### t126
+```python
+from pymongo.command_cursor import RawBatchCommandCursor
+RawBatchCommandCursor(collection=..., cursor_info=..., address=..., session=...)
+```
+
+### t007
+```python
+from mashumaro.jsonschema.schema import Instance
+Instance.get_self_config
+```
+
+### t121
+```python
+from oracledb import PoolParams
+PoolParams()
+```
+
+### t107
+```python
+from pydantic_core.core_schema import url_schema
+url_schema()
+```
+
+### t027
+```python
+from nltk.data import load
+```
+
+### t079
+```python
+from streamlit.elements.lib.image_utils import image_to_url
+image_to_url(image=..., layout_config=..., clamp=..., channels=..., output_format=..., image_id=...)
+```
+
+### t128
+```python
+from limits.aio.storage.redis import RedispyBridge
+RedispyBridge(uri=..., dependency=...)
+```
+
+### t067
+```python
+from fakeredis.model import StreamGroup
+StreamGroup(stream=..., name=..., start_key=...)
+```
+
+### t037
+```python
+from joserfc.rfc7519.registry import JWTClaimsRegistry
+```
+
+### t034
+```python
+from anthropic.types.beta.sessions import BetaManagedAgentsSessionAgent
+```
+
+### t045
+```python
+from snowplow_tracker.constants import CONTEXT_SCHEMA
+```
+
+### t024
+```python
+from pandas.core.internals import Block
+Block.slice_block_columns
+```
+
+### t076
+```python
+from mypy.typeanal import TypeVarLikeQuery
+TypeVarLikeQuery(api=..., scope=...)
+```
+
+### t091
+```python
+from onnxruntime.transformers.models.llama.llama_inputs import convert_inputs_for_ort
+convert_inputs_for_ort(pt_inputs=..., use_buffer_share=...)
+```

validation/multi_model/fable/repair/answers_b_batch3.md

@@ -0,0 +1,311 @@
+### t133
+```python
+from dbt.parser.sources import merge_freshness
+merge_freshness(..., ...)
+```
+
+### t009
+```python
+import logging
+logger = logging.getLogger("langchain_community.document_loaders.onedrive")
+```
+
+### t030
+```python
+from zmq.backend.cffi.devices import proxy
+```
+
+### t062
+```python
+from networkx import vf2pp_all_isomorphisms
+vf2pp_all_isomorphisms(G1=..., G2=...)
+```
+
+### t139
+```python
+from typer.testing import CliRunner
+CliRunner().invoke(..., catch_exceptions=...)
+```
+
+### t066
+```python
+from sentry_sdk.ai.utils import truncate_and_annotate_messages
+truncate_and_annotate_messages(messages=..., span=..., scope=..., max_single_message_chars=...)
+```
+
+### t069
+```python
+from pre_commit.languages.node import health_check
+health_check(prefix=..., version=...)
+```
+
+### t051
+```python
+from mlflow.exceptions import MlflowException
+```
+
+### t149
+```python
+from strands.event_loop.event_loop import recurse_event_loop
+recurse_event_loop(agent=..., invocation_state=...)
+```
+
+### t085
+```python
+from key_value.aio.wrappers.statistics import StatisticsWrapper
+StatisticsWrapper(key_value=...)
+```
+
+### t122
+```python
+from dask.blockwise import make_blockwise_graph
+make_blockwise_graph(func=..., output=..., out_indices=...)
+```
+
+### t118
+```python
+from black.lines import is_line_short_enough
+from black.mode import Mode
+is_line_short_enough(line=..., mode=Mode(line_length=...))
+```
+
+### t036
+```python
+from groq.types.audio import Translation
+```
+
+### t131
+```python
+from skimage.segmentation import random_walker
+random_walker(data=..., labels=..., channel_axis=...)
+```
+
+### t104
+```python
+from accelerate.utils import AutocastKwargs, get_mixed_precision_context_manager
+get_mixed_precision_context_manager(autocast_kwargs=AutocastKwargs(cache_enabled=...))
+```
+
+### t035
+```python
+import sys
+PY2 = sys.version_info[0] == 2
+```
+
+### t143
+```python
+from postgrest import AsyncRPCFilterRequestBuilder
+AsyncRPCFilterRequestBuilder(session=..., http_method=..., headers=..., params=..., json=..., path=...)
+```
+
+### t106
+```python
+from accelerate import Accelerator, DataLoaderConfiguration
+Accelerator(dataloader_config=DataLoaderConfiguration(even_batches=...))
+```
+
+### t020
+```python
+import re
+from triton.compiler.compiler import prototype_pattern
+
+
+def get_kernel_name(src, pattern):
+    assert src
+    for line in src.split("\n"):
+        line = line.strip()
+        if line.startswith(pattern):
+            return re.match(prototype_pattern[pattern], line).group(1)
+```
+
+### t026
+```python
+from fakeredis.model import Vector
+Vector.matches_filter
+```
+
+### t146
+```python
+from python_multipart import FormParser
+FormParser(content_type=..., on_field=..., on_file=..., FileClass=...)
+```
+
+### t031
+```python
+from email_validator.rfc_constants import DOT_ATOM_TEXT_INTL
+```
+
+### t088
+```python
+from weasyprint.images import get_image_from_uri
+get_image_from_uri(cache=..., url_fetcher=..., options=..., url=...)
+```
+
+### t090
+```python
+from dbt_common.clients.jinja import extract_toplevel_blocks
+extract_toplevel_blocks(text=...)
+```
+
+### t101
+```python
+from jupyterlab.semver import is_x
+is_x(id_=...)
+```
+
+### t097
+```python
+from pptx.shapes.group import GroupShape
+GroupShape(grpSp=..., parent=...)
+```
+
+### t140
+```python
+from google.cloud.firestore_v1.pipeline_expressions import FunctionExpression
+FunctionExpression(name=..., params=..., repr_function=...)
+```
+
+### t048
+```python
+from anyio.from_thread import BlockingPortal
+```
+
+### t017
+```python
+from twilio.rest.api.v2010.account.call import CallList
+```
+
+### t025
+```python
+from networkx.algorithms.clique import find_cliques
+
+
+def cliques_containing_node(G, nodes=None, cliques=None):
+    if cliques is None:
+        cliques = list(find_cliques(G))
+    if nodes is None:
+        nodes = list(G.nodes())
+    if not isinstance(nodes, list):
+        return [c for c in cliques if nodes in c]
+    return {n: [c for c in cliques if n in c] for n in nodes}
+```
+
+### t032
+```python
+from sphinx.builders.texinfo import TexinfoBuilder
+TexinfoBuilder.write_documents
+```
+
+### t137
+```python
+from awswrangler.catalog import get_table_description
+get_table_description(database=..., table=..., query_as_of_time=...)
+```
+
+### t003
+```python
+from av.container import OutputContainer
+```
+
+### t099
+```python
+from skimage.measure import ransac
+ransac(data=..., model_class=..., min_samples=..., residual_threshold=..., rng=...)
+```
+
+### t053
+```python
+from llvmlite.binding import ModulePassManager
+ModulePassManager.add_cfg_printer_pass
+```
+
+### t115
+```python
+from joserfc.errors import InvalidKeyTypeError
+InvalidKeyTypeError(description=...)
+```
+
+### t124
+```python
+from sentry_sdk.integrations.langchain import SentryLangchainCallback
+SentryLangchainCallback(max_span_map_size=..., include_prompts=...)
+```
+
+### t014
+```python
+from mlflow.gateway.schemas.chat import RequestPayload
+```
+
+### t057
+```python
+from fontTools.varLib.interpolatable import RecordingPen
+RecordingPen.moveTo
+```
+
+### t089
+```python
+from twilio.rest.flex_api.v1.insights_questionnaires_question import InsightsQuestionnairesQuestionContext
+InsightsQuestionnairesQuestionContext(version=..., question_sid=...)
+```
+
+### t023
+```python
+from websockets.headers import build_host
+```
+
+### t138
+```python
+from selenium.webdriver.edge.webdriver import WebDriver
+WebDriver(options=...)
+```
+
+### t114
+```python
+from polars import read_csv_batched
+read_csv_batched(source=..., missing_utf8_is_empty_string=...)
+```
+
+### t148
+```python
+from redis.asyncio.multidb.healthcheck import HealthyMajorityPolicy, PingHealthCheck
+PingHealthCheck(health_check_probes=..., health_check_delay=...)
+HealthyMajorityPolicy()
+```
+
+### t074
+```python
+from wandb.apis.public.runhistory import wait_for_download_with_progress
+wait_for_download_with_progress(request_id=..., contains_live_data=..., api=...)
+```
+
+### t132
+```python
+from ddtrace.contrib.internal.langgraph.patch import patched_create_react_agent
+patched_create_react_agent(func=..., instance=..., args=..., kwargs=...)
+```
+
+### t092
+```python
+from uuid_utils.compat import uuid8
+uuid8(a=..., b=..., c=...)
+```
+
+### t082
+```python
+from diff_cover.diff_quality_tool import generate_quality_report
+generate_quality_report(tool=..., compare_branch=..., diff_tool=..., report_formats=...)
+```
+
+### t013
+```python
+from great_expectations.expectations.row_conditions import deserialize_row_condition
+```
+
+### t080
+```python
+from s3transfer.crt import BotocoreCRTCredentialsWrapper, create_s3_crt_client
+create_s3_crt_client(
+    region=...,
+    crt_credentials_provider=BotocoreCRTCredentialsWrapper(...).to_crt_credentials_provider(),
+)
+```