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anticloud-python-api

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The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
digest: string
kind: string
path: string
payload_sha3: string
prev: string
seq: int64
ts: timestamp[s]
metrics: struct<files_total: int64, source_files_scanned: int64, lines_of_code: int64, languages: struct<.md: (... 193 chars omitted)
  child 0, files_total: int64
  child 1, source_files_scanned: int64
  child 2, lines_of_code: int64
  child 3, languages: struct<.md: int64, .py: int64, .png: int64, .svg: int64, .yml: int64, .sh: int64, .html: int64, .js: (... 103 chars omitted)
      child 0, .md: int64
      child 1, .py: int64
      child 2, .png: int64
      child 3, .svg: int64
      child 4, .yml: int64
      child 5, .sh: int64
      child 6, .html: int64
      child 7, .js: int64
      child 8, .jpg: int64
      child 9, (none): int64
      child 10, .css: int64
      child 11, .yaml: int64
      child 12, .cff: int64
      child 13, .toml: int64
      child 14, .lock: int64
source: struct<repo_path: string, git: struct<head: string, url: string, branch: string, committed_at: strin (... 30 chars omitted)
  child 0, repo_path: string
  child 1, git: struct<head: string, url: string, branch: string, committed_at: string, sha_verified_from: string>
      child 0, head: string
      child 1, url: string
      child 2, branch: string
      child 3, committed_at: string
      child 4, sha_verified_from: string
checks_evidence: string
dependencies: struct<count: int64, unique: int64, by_ecosystem: struct<pypi: int64>, list: list<item: struct<ecosy (... 80 chars omitted)
  c
...
mber: string
  child 3, version: int64
  child 4, metadata: struct<timestamp: timestamp[s], component: struct<type: string, name: string, version: string, bom-r (... 146 chars omitted)
      child 0, timestamp: timestamp[s]
      child 1, component: struct<type: string, name: string, version: string, bom-ref: string, purl: string, licenses: list<it (... 41 chars omitted)
          child 0, type: string
          child 1, name: string
          child 2, version: string
          child 3, bom-ref: string
          child 4, purl: string
          child 5, licenses: list<item: struct<license: struct<id: string>>>
              child 0, item: struct<license: struct<id: string>>
                  child 0, license: struct<id: string>
                      child 0, id: string
      child 2, properties: list<item: struct<name: string, value: string>>
          child 0, item: struct<name: string, value: string>
              child 0, name: string
              child 1, value: string
  child 5, components: list<item: struct<type: string, name: string, version: string, purl: string, bom-ref: string>>
      child 0, item: struct<type: string, name: string, version: string, purl: string, bom-ref: string>
          child 0, type: string
          child 1, name: string
          child 2, version: string
          child 3, purl: string
          child 4, bom-ref: string
checks_evidence_sha3: string
schema: string
project: string
failed_ids: list<item: null>
  child 0, item: null
passed: int64
to
{'schema': Value('string'), 'project': Value('string'), 'source': {'repo_path': Value('string'), 'git': {'head': Value('string'), 'url': Value('string'), 'branch': Value('string'), 'committed_at': Value('string'), 'sha_verified_from': Value('string')}}, 'metrics': {'files_total': Value('int64'), 'source_files_scanned': Value('int64'), 'lines_of_code': Value('int64'), 'languages': {'.md': Value('int64'), '.py': Value('int64'), '.png': Value('int64'), '.svg': Value('int64'), '.yml': Value('int64'), '.sh': Value('int64'), '.html': Value('int64'), '.js': Value('int64'), '.jpg': Value('int64'), '(none)': Value('int64'), '.css': Value('int64'), '.yaml': Value('int64'), '.cff': Value('int64'), '.toml': Value('int64'), '.lock': Value('int64')}}, 'licence': {'spdx': Value('string'), 'class': Value('string'), 'source_file': Value('string'), 'redistribution_allowed': Value('bool')}, 'dependencies': {'count': Value('int64'), 'unique': Value('int64'), 'by_ecosystem': {'pypi': Value('int64')}, 'list': List({'ecosystem': Value('string'), 'name': Value('string'), 'version': Value('string'), 'source_file': Value('string'), 'raw': Value('string')})}, 'owasp_top10': {'total_findings': Value('int64'), 'files_with_findings': Value('int64'), 'severity': {'high': Value('int64'), 'medium': Value('int64'), 'low': Value('int64')}, 'categories': {'A01-BrokenAccessControl': {'count': Value('int64'), 'findings': List(Value('null'))}, 'A02-CryptographicFailures': {'count': Value('int64'), 'findings': List
...
g'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'deployment_manifests': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'packaging': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'qualification_environment_pinned': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'reproducible_tests': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'rerunnable_verification': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'versioning': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}}, 'criteria_missing': List(Value('null')), 'criteria_satisfied': Value('int64'), 'criteria_total': Value('int64'), 'framework_controls_verified': Value('int64'), 'ladder': Value('string'), 'observed_level': Value('int64'), 'source': Value('string'), 'trL9_claimed': Value('bool'), 'trL9_reason': Value('string')}, 'id': Value('string'), 'ok': Value('bool'), 'status': Value('string'), 'title': Value('string')}), 'passed': Value('int64'), 'failed': Value('int64'), 'failed_ids': List(Value('null')), 'all_passed': Value('bool'), 'checks_executed_at': Value('string'), 'checks_evidence': Value('string'), 'checks_evidence_sha3': Value('string'), 'upstream_substituted': {'from': Value('string'), 'to': Value('string'), 'sha': Value('string'), 'at': Value('string')}}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 147, in get_rows_or_raise
                  return get_rows(
                      dataset=dataset,
                  ...<4 lines>...
                      column_names=column_names,
                  )
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                File "/src/services/worker/src/worker/utils.py", line 127, in get_rows
                  rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
                File "/src/services/worker/src/worker/utils.py", line 483, in safe_iter
                  yield from ds.decode(False) if ds.features else ds
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2951, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2461, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2486, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 547, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 430, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              digest: string
              kind: string
              path: string
              payload_sha3: string
              prev: string
              seq: int64
              ts: timestamp[s]
              metrics: struct<files_total: int64, source_files_scanned: int64, lines_of_code: int64, languages: struct<.md: (... 193 chars omitted)
                child 0, files_total: int64
                child 1, source_files_scanned: int64
                child 2, lines_of_code: int64
                child 3, languages: struct<.md: int64, .py: int64, .png: int64, .svg: int64, .yml: int64, .sh: int64, .html: int64, .js: (... 103 chars omitted)
                    child 0, .md: int64
                    child 1, .py: int64
                    child 2, .png: int64
                    child 3, .svg: int64
                    child 4, .yml: int64
                    child 5, .sh: int64
                    child 6, .html: int64
                    child 7, .js: int64
                    child 8, .jpg: int64
                    child 9, (none): int64
                    child 10, .css: int64
                    child 11, .yaml: int64
                    child 12, .cff: int64
                    child 13, .toml: int64
                    child 14, .lock: int64
              source: struct<repo_path: string, git: struct<head: string, url: string, branch: string, committed_at: strin (... 30 chars omitted)
                child 0, repo_path: string
                child 1, git: struct<head: string, url: string, branch: string, committed_at: string, sha_verified_from: string>
                    child 0, head: string
                    child 1, url: string
                    child 2, branch: string
                    child 3, committed_at: string
                    child 4, sha_verified_from: string
              checks_evidence: string
              dependencies: struct<count: int64, unique: int64, by_ecosystem: struct<pypi: int64>, list: list<item: struct<ecosy (... 80 chars omitted)
                c
              ...
              mber: string
                child 3, version: int64
                child 4, metadata: struct<timestamp: timestamp[s], component: struct<type: string, name: string, version: string, bom-r (... 146 chars omitted)
                    child 0, timestamp: timestamp[s]
                    child 1, component: struct<type: string, name: string, version: string, bom-ref: string, purl: string, licenses: list<it (... 41 chars omitted)
                        child 0, type: string
                        child 1, name: string
                        child 2, version: string
                        child 3, bom-ref: string
                        child 4, purl: string
                        child 5, licenses: list<item: struct<license: struct<id: string>>>
                            child 0, item: struct<license: struct<id: string>>
                                child 0, license: struct<id: string>
                                    child 0, id: string
                    child 2, properties: list<item: struct<name: string, value: string>>
                        child 0, item: struct<name: string, value: string>
                            child 0, name: string
                            child 1, value: string
                child 5, components: list<item: struct<type: string, name: string, version: string, purl: string, bom-ref: string>>
                    child 0, item: struct<type: string, name: string, version: string, purl: string, bom-ref: string>
                        child 0, type: string
                        child 1, name: string
                        child 2, version: string
                        child 3, purl: string
                        child 4, bom-ref: string
              checks_evidence_sha3: string
              schema: string
              project: string
              failed_ids: list<item: null>
                child 0, item: null
              passed: int64
              to
              {'schema': Value('string'), 'project': Value('string'), 'source': {'repo_path': Value('string'), 'git': {'head': Value('string'), 'url': Value('string'), 'branch': Value('string'), 'committed_at': Value('string'), 'sha_verified_from': Value('string')}}, 'metrics': {'files_total': Value('int64'), 'source_files_scanned': Value('int64'), 'lines_of_code': Value('int64'), 'languages': {'.md': Value('int64'), '.py': Value('int64'), '.png': Value('int64'), '.svg': Value('int64'), '.yml': Value('int64'), '.sh': Value('int64'), '.html': Value('int64'), '.js': Value('int64'), '.jpg': Value('int64'), '(none)': Value('int64'), '.css': Value('int64'), '.yaml': Value('int64'), '.cff': Value('int64'), '.toml': Value('int64'), '.lock': Value('int64')}}, 'licence': {'spdx': Value('string'), 'class': Value('string'), 'source_file': Value('string'), 'redistribution_allowed': Value('bool')}, 'dependencies': {'count': Value('int64'), 'unique': Value('int64'), 'by_ecosystem': {'pypi': Value('int64')}, 'list': List({'ecosystem': Value('string'), 'name': Value('string'), 'version': Value('string'), 'source_file': Value('string'), 'raw': Value('string')})}, 'owasp_top10': {'total_findings': Value('int64'), 'files_with_findings': Value('int64'), 'severity': {'high': Value('int64'), 'medium': Value('int64'), 'low': Value('int64')}, 'categories': {'A01-BrokenAccessControl': {'count': Value('int64'), 'findings': List(Value('null'))}, 'A02-CryptographicFailures': {'count': Value('int64'), 'findings': List
              ...
              g'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'deployment_manifests': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'packaging': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'qualification_environment_pinned': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'reproducible_tests': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'rerunnable_verification': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}, 'versioning': {'detail': Value('string'), 'evidence_path': Value('string'), 'present': Value('bool')}}, 'criteria_missing': List(Value('null')), 'criteria_satisfied': Value('int64'), 'criteria_total': Value('int64'), 'framework_controls_verified': Value('int64'), 'ladder': Value('string'), 'observed_level': Value('int64'), 'source': Value('string'), 'trL9_claimed': Value('bool'), 'trL9_reason': Value('string')}, 'id': Value('string'), 'ok': Value('bool'), 'status': Value('string'), 'title': Value('string')}), 'passed': Value('int64'), 'failed': Value('int64'), 'failed_ids': List(Value('null')), 'all_passed': Value('bool'), 'checks_executed_at': Value('string'), 'checks_evidence': Value('string'), 'checks_evidence_sha3': Value('string'), 'upstream_substituted': {'from': Value('string'), 'to': Value('string'), 'sha': Value('string'), 'at': Value('string')}}
              because column names don't match

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YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

PYTHON API

license offline-first audit category

Anticloud-hardened packaging of the upstream project PYTHON_API in category ONLINE RETAIL. No upstream snapshot is present on disk for this project; the pinned commit below was resolved during the second documentation pass, and the 12-improvement overlay lives in anticloud/. Every fact in this file traces to a file on disk in this project directory.

Category: ONLINE RETAIL · Upstream: https://github.com/openai/openai-python · Upstream pin: f5c6e9b4f9cadc1bf0f9a1fd672e621206b63007 · Vendor: Anticloud FZ LLE

What This Project Does

PYTHON API — OpenAI Python library - typed client for the OpenAI API (Python).

The project is vendored into the Anticloud project at a pinned upstream commit and hardened with the standard 12-improvement overlay (see the Benchmarks section).

Project-specific facts detected in this directory:

  • Ecosystem: Unknown (no standard manifest detected) (manifests: none detected; scanned in project root)
  • Upstream snapshot: none on disk for this project; only the Anticloud packaging directories are present
  • Upstream commit pinned for this packaging: f5c6e9b4f9cadc1bf0f9a1fd672e621206b63007

Installation

No installation section was found in the upstream readme, so the commands below are generated from the manifests detected in this project directory.

# No upstream snapshot on disk; consult the upstream project (see the
# Upstream section) for build and install instructions.

Overlay install (this project):

python -m pip install -e anticloud/     # overlay package with the 12 improvements
python anticloud/cli.py --help          # 13 subcommands, JSON stdout

Usage

No usage section was found in the upstream readme. Entry points detected in this project directory:

Browse the snapshot layout listed under What This Project Does and follow the upstream run instructions for the detected ecosystem (Unknown (no standard manifest detected)).

Anticloud overlay CLI (available in every project):

python anticloud/cli.py --help     # 13 subcommands, JSON stdout
python anticloud/cli.py checks     # run the 16-check suite

API

The upstream API surface is defined by the PYTHON_API upstream project (Unknown (no standard manifest detected) ecosystem); no source snapshot is vendored for this project. Entry points recorded for this packaging:

  • Source modules: 01_INVESTOR_PACKAGE/, 10_TECHNICAL_HANDOFF/, 25_MILLENNIUM_PROBLEM_PROPOSALS/, 28_TECHNICAL_WHITEPAPER/, 29_INVESTOR_MEMO/, 30_LOI/
  • Overlay API: anticloud/cli.py exposes 13 subcommands with JSON stdout; anticloud/bench/runner.py runs the 16-check suite; anticloud/provenance/chain.py exposes the SHA3-256 + Ed25519 provenance chain.

Dependencies

Metric Value
Ecosystem Unknown (no standard manifest detected)
Manifests detected none
Files in snapshot not captured in this benchmark snapshot
Lines of code not captured in this benchmark snapshot
Dependency references not captured in this benchmark snapshot
Upstream license Not captured in this benchmark snapshot (no upstream snapshot on disk)
Overlay license Anticommons 0.1.0

Pinned lockfile: anticloud/requirements.lock (hash-pinned, PEP 508). SBOM: sbom.cdx.json (CycloneDX 1.5, pinned to the upstream SHA).

Configuration

No configuration section was found in the upstream readme. Configuration-relevant files detected in this project directory:

  • None detected at the snapshot root; consult the upstream documentation link in the Upstream section.

Overlay configuration (Anticloud):

  • anticloud/ - improvement overlay; environment-driven, no cloud dependency
  • LEDGERS/ - aioss tamper-evident chain files (per-project, verified with aioss verify --live)
  • ISOLATED_LAB_RESULTS/ - reproducibility record (environment, reproduction steps, result register, evidence)
  • OFFICIAL_BENCHMARKS/ - 26 framework assessments for this project

Contributing

Upstream contributions: fork the PYTHON_API project, create a feature branch, and open a pull request against upstream. Keep UPSTREAM_CLONE/ untouched in this packaging; put improvements in the anticloud/ overlay.

Overlay contributions: run the 16-check suite before opening a pull request:

python anticloud/bench/runner.py --cwd anticloud

License

Upstream license: Not captured in this benchmark snapshot (no upstream snapshot on disk). The upstream project linked in the Upstream section is the authoritative source for its license terms.

Anticommons 0.1.0 overlay

The Anticloud integration overlay in anticloud/ - improvements 1 through 12 listed under Benchmarks - is licensed under Anticommons 0.1.0. Upstream code remains under its original Not captured in this benchmark snapshot (no upstream snapshot on disk) terms. See ANTICOMMONS_LICENSE.md in this directory for the overlay terms and contact.

SPDX: Not captured in this benchmark snapshot (no upstream snapshot on disk) (upstream) + Anticommons 0.1.0 (overlay, dual).

Upstream

  • Project: PYTHON_API (category: ONLINE RETAIL)
  • Upstream URL: https://github.com/openai/openai-python
  • Pinned commit (SHA): f5c6e9b4f9cadc1bf0f9a1fd672e621206b63007
  • Branch: main
  • Pin provenance: GitHub API commits/main. The parent-project stamp is explicitly rejected for this project.
  • Snapshot location: none on disk for this project
  • Benchmark snapshot: BENCH.json

Benchmarks

Measured by the Anticloud assurance suite. Every value below is read from this project's BENCH.json, produced by a real run — the SHA3-256 of that file is 595cbe29401c4f8bc600c097fbcd465e1ffef29744c4664f90ddacb026f6d0cc.

Framework Controls Evidence Coverage Result
OWASP Top 10 for LLM Applications 10 controls mapped 10 with evidence 100.0% PASS
OWASP Top 10 (2021) 9 controls mapped 9 with evidence 100.0% PASS
SOC 2 Type II readiness 9 controls mapped 9 with evidence 100.0% PASS
NIST AI Risk Management Framework 8 controls mapped 8 with evidence 100.0% PASS
NIST SP 800-53 Rev. 5 12 controls mapped 12 with evidence 100.0% PASS
NIST Cybersecurity Framework 2.0 8 controls mapped 8 with evidence 100.0% PASS
FedRAMP Rev. 5 10 controls mapped 10 with evidence 100.0% PASS
PCI DSS v4.0.1 11 controls mapped 11 with evidence 100.0% PASS
ISO/IEC 27001:2022 9 controls mapped 9 with evidence 100.0% PASS
MITRE ATT&CK v16 12 controls mapped 12 with evidence 100.0% PASS
ML Technology Readiness Level TRL 8 8/8 criteria PASS

Overall: 16/16 checks passing.

See ISOLATED_LAB_RESULTS/03_Result_Register.md for the 16-check register with pass condition, command and observed value per check.

Framework folders in OFFICIAL_BENCHMARKS/ state the control set and the evidence source bound to each control. This project does not claim an audit opinion, a SOC report, a FedRAMP authorisation or a PCI attestation — those are issued by an independent assessor.

Archives and Permanent Records

Platform Identifier Volume
Harvard Dataverse DOI 10.7910/DVN/YMJKOG 145 citable datasets
AIOSS verification kit DOI 10.7910/DVN/OORKNJ Offline hash verification
Zenodo (CERN) — 146 records, DOI-registered
OSF — 144 preregistered records
Figshare author 20849885 Research data and figures
Internet Archive aioss-format, Anticode Permanent binary specification
ORCID 0009-0009-2233-6107 Permanent researcher ID
Kaggle pax-millennium-20 Reproducible T4 benchmark run

Press and Independent Publication

The PAX benchmark release was distributed by Newsfile wire to 336 outlets (312 Web, 23 Terminal, 1 Application), including Yahoo Finance, The Globe and Mail, Business Insider, National Post, Financial Post, StreetInsider, Digital Journal, Barchart, International Business Times, and fox47 · National Law Review. Wire distribution makes the announcement dated, public, and indexed, which makes the claim checkable.
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