Datasets:
Tasks:
Tabular Classification
Formats:
parquet
Languages:
English
Size:
< 1K
Tags:
economics
quantitative-finance
causal-inference
macroeconomics
housing-economics
market-microstructure
License:
| from __future__ import annotations | |
| import hashlib | |
| import json | |
| import zipfile | |
| from datetime import UTC, date, datetime | |
| from decimal import Decimal | |
| from pathlib import Path | |
| from typing import Any, cast | |
| import pytest | |
| from microstructure.data.binance_archive import ( | |
| AcquiredDailyArchive, | |
| ArchiveDownloadLimits, | |
| DailyArchiveRequest, | |
| RawArchiveArtifact, | |
| ) | |
| from microstructure.data.quality import ValidationReport | |
| from microstructure.m8_config import M8Period, load_m8_config | |
| from microstructure.m8_manifest import M8SymbolMetadata | |
| from microstructure.m8_normalization import ( | |
| M8InsufficientDataError, | |
| M8NormalizationError, | |
| normalize_m8_archive, | |
| ) | |
| def _sha(path: Path) -> str: | |
| return hashlib.sha256(path.read_bytes()).hexdigest() | |
| def _fixture( | |
| tmp_path: Path, | |
| *, | |
| role: str, | |
| gap_at: int | None = None, | |
| ) -> tuple[object, M8Period, M8SymbolMetadata, AcquiredDailyArchive, Path]: | |
| project_root = Path(__file__).resolve().parents[1] | |
| config = load_m8_config(project_root / "configs" / "m8_multidate_trade_study.toml") | |
| study_date = date(2024, 1, 5) if role == "primary_test" else date(2024, 1, 3) | |
| period = M8Period(date=study_date, role=role) # type: ignore[arg-type] | |
| root = tmp_path / "input" | |
| raw = root / "raw" | |
| raw.mkdir(parents=True) | |
| request = DailyArchiveRequest( | |
| symbol="BTCUSDT", | |
| date=study_date, | |
| tick_size=Decimal("0.01"), | |
| lot_size=Decimal("0.0001"), | |
| ) | |
| start_ms = ( | |
| int(datetime(study_date.year, study_date.month, study_date.day, tzinfo=UTC).timestamp()) | |
| * 1_000 | |
| ) | |
| rows: list[str] = [] | |
| for index in range(180): | |
| aggregate_id = 1000 + index + (1 if gap_at is not None and index >= gap_at else 0) | |
| price = Decimal("100") + Decimal(index % 17) / Decimal("100") | |
| rows.append( | |
| f"{aggregate_id},{price:.2f},0.5000,{2000 + index},{2000 + index}," | |
| f"{start_ms + index},{'true' if index % 2 else 'false'},true\n" | |
| ) | |
| archive_path = raw / request.archive_name | |
| with zipfile.ZipFile(archive_path, "w", compression=zipfile.ZIP_DEFLATED) as archive: | |
| archive.writestr(request.member_name, "".join(rows).encode("ascii")) | |
| archive_sha = _sha(archive_path) | |
| archive_sidecar = raw / "archive.source.json" | |
| archive_sidecar.write_text( | |
| json.dumps({"downloaded_at_utc": "2026-08-07T00:00:00Z"}) + "\n", | |
| encoding="utf-8", | |
| ) | |
| checksum_path = raw / f"{request.archive_name}.CHECKSUM" | |
| checksum_path.write_text(f"{archive_sha} {request.archive_name}\n", encoding="ascii") | |
| checksum_sidecar = raw / "checksum.source.json" | |
| checksum_sidecar.write_text("{}\n", encoding="utf-8") | |
| archive_artifact = RawArchiveArtifact( | |
| kind="archive_zip", | |
| path=archive_path, | |
| manifest_path=archive_sidecar, | |
| sha256=archive_sha, | |
| manifest_sha256=_sha(archive_sidecar), | |
| bytes=archive_path.stat().st_size, | |
| source_uri=( | |
| f"https://data.binance.vision/data/spot/daily/aggTrades/BTCUSDT/{request.archive_name}" | |
| ), | |
| ) | |
| checksum_artifact = RawArchiveArtifact( | |
| kind="archive_checksum", | |
| path=checksum_path, | |
| manifest_path=checksum_sidecar, | |
| sha256=_sha(checksum_path), | |
| manifest_sha256=_sha(checksum_sidecar), | |
| bytes=checksum_path.stat().st_size, | |
| source_uri=f"{archive_artifact.source_uri}.CHECKSUM", | |
| ) | |
| with zipfile.ZipFile(archive_path) as archive: | |
| expanded = archive.getinfo(request.member_name).file_size | |
| acquired = AcquiredDailyArchive( | |
| request=request, | |
| archive_artifact=archive_artifact, | |
| checksum_artifact=checksum_artifact, | |
| upstream_sha256=archive_sha, | |
| declared_uncompressed_bytes=expanded, | |
| limits=ArchiveDownloadLimits( | |
| max_compressed_bytes=10_000_000, | |
| max_uncompressed_bytes=10_000_000, | |
| ), | |
| ) | |
| metadata = M8SymbolMetadata( | |
| symbol="BTCUSDT", | |
| status="TRADING", | |
| tick_size=Decimal("0.01"), | |
| lot_size=Decimal("0.0001"), | |
| observed_ts_ns=1, | |
| raw_path=raw / "unused-metadata.json", | |
| raw_sha256="0" * 64, | |
| raw_bytes=1, | |
| source_uri="https://api.binance.com/api/v3/exchangeInfo?symbol=BTCUSDT", | |
| source_manifest_path=raw / "unused-metadata-sidecar.json", | |
| source_manifest_sha256="1" * 64, | |
| source_manifest_bytes=1, | |
| ) | |
| return config, period, metadata, acquired, root | |
| def test_held_out_archive_requires_guard_before_stream_creation( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| ) -> None: | |
| config, period, metadata, acquired, root = _fixture(tmp_path, role="primary_test") | |
| opened = 0 | |
| original = cast(Any, zipfile.ZipFile.open) | |
| def spy(self: zipfile.ZipFile, *args: object, **kwargs: object) -> Any: | |
| nonlocal opened | |
| opened += 1 | |
| return original(self, *args, **kwargs) | |
| monkeypatch.setattr(zipfile.ZipFile, "open", spy) | |
| with pytest.raises(M8NormalizationError, match="lock-revalidation callback"): | |
| normalize_m8_archive(config, period, metadata, acquired, root) # type: ignore[arg-type] | |
| assert opened == 0 | |
| def test_primary_test_cannot_be_spoofed_as_train_to_bypass_guard( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| ) -> None: | |
| config, frozen_period, metadata, acquired, root = _fixture( | |
| tmp_path, | |
| role="primary_test", | |
| ) | |
| spoofed_period = M8Period(date=frozen_period.date, role="train") | |
| opened = 0 | |
| original = cast(Any, zipfile.ZipFile.open) | |
| def spy(self: zipfile.ZipFile, *args: object, **kwargs: object) -> Any: | |
| nonlocal opened | |
| opened += 1 | |
| return original(self, *args, **kwargs) | |
| monkeypatch.setattr(zipfile.ZipFile, "open", spy) | |
| with pytest.raises(M8NormalizationError, match="exact frozen configuration entry"): | |
| normalize_m8_archive( | |
| config, # type: ignore[arg-type] | |
| spoofed_period, | |
| metadata, | |
| acquired, | |
| root, | |
| ) | |
| assert opened == 0 | |
| def test_guard_runs_immediately_before_held_out_member_open( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| ) -> None: | |
| config, period, metadata, acquired, root = _fixture(tmp_path, role="primary_test") | |
| events: list[str] = [] | |
| original = cast(Any, zipfile.ZipFile.open) | |
| def spy(self: zipfile.ZipFile, *args: object, **kwargs: object) -> Any: | |
| events.append("open") | |
| return original(self, *args, **kwargs) | |
| monkeypatch.setattr(zipfile.ZipFile, "open", spy) | |
| result = normalize_m8_archive( | |
| config, # type: ignore[arg-type] | |
| period, | |
| metadata, | |
| acquired, | |
| root, | |
| before_member_open=lambda: events.append("guard"), | |
| batch_rows=32, | |
| ) | |
| assert events == ["guard", "open"] | |
| assert result.entry.rows == 180 | |
| assert len(result.entry.normalized_parts) >= 1 | |
| def test_output_root_isolates_derived_evidence_from_raw_authority(tmp_path: Path) -> None: | |
| config, period, metadata, acquired, raw_root = _fixture(tmp_path, role="train") | |
| raw_before = { | |
| path.relative_to(raw_root).as_posix(): _sha(path) | |
| for path in raw_root.rglob("*") | |
| if path.is_file() | |
| } | |
| derived_root = tmp_path / "normalized_input" | |
| result = normalize_m8_archive( | |
| config, # type: ignore[arg-type] | |
| period, | |
| metadata, | |
| acquired, | |
| raw_root, | |
| output_root=derived_root, | |
| batch_rows=32, | |
| ) | |
| assert result.output_root == derived_root.resolve() | |
| assert result.entry.normalized_dataset_manifest_path.is_relative_to(derived_root.resolve()) | |
| assert result.entry.quality_report_path.is_relative_to(derived_root.resolve()) | |
| assert all( | |
| part.data_path.is_relative_to(derived_root.resolve()) | |
| and part.sidecar_path.is_relative_to(derived_root.resolve()) | |
| for part in result.entry.normalized_parts | |
| ) | |
| assert raw_before == { | |
| path.relative_to(raw_root).as_posix(): _sha(path) | |
| for path in raw_root.rglob("*") | |
| if path.is_file() | |
| } | |
| assert not (raw_root / "normalized").exists() | |
| assert not (raw_root / "quality").exists() | |
| def test_guard_failure_propagates_without_open_or_data_reclassification( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| ) -> None: | |
| config, period, metadata, acquired, root = _fixture(tmp_path, role="primary_test") | |
| opened = 0 | |
| original = cast(Any, zipfile.ZipFile.open) | |
| def spy(self: zipfile.ZipFile, *args: object, **kwargs: object) -> Any: | |
| nonlocal opened | |
| opened += 1 | |
| return original(self, *args, **kwargs) | |
| class GuardFailure(RuntimeError): | |
| pass | |
| def rejected() -> None: | |
| raise GuardFailure("lock changed") | |
| monkeypatch.setattr(zipfile.ZipFile, "open", spy) | |
| with pytest.raises(GuardFailure, match="lock changed"): | |
| normalize_m8_archive( | |
| config, # type: ignore[arg-type] | |
| period, | |
| metadata, | |
| acquired, | |
| root, | |
| before_member_open=rejected, | |
| ) | |
| assert opened == 0 | |
| def test_gap_after_lock_is_typed_insufficient_data(tmp_path: Path) -> None: | |
| config, period, metadata, acquired, root = _fixture( | |
| tmp_path, | |
| role="primary_test", | |
| gap_at=17, | |
| ) | |
| guarded = False | |
| def guard() -> None: | |
| nonlocal guarded | |
| guarded = True | |
| with pytest.raises(M8InsufficientDataError, match="noncontiguous") as raised: | |
| normalize_m8_archive( | |
| config, # type: ignore[arg-type] | |
| period, | |
| metadata, | |
| acquired, | |
| root, | |
| before_member_open=guard, | |
| batch_rows=8, | |
| ) | |
| assert guarded is True | |
| assert raised.value.failure_kind == "PAYLOAD_OR_CONTINUITY" | |
| assert raised.value.evidence_completion == "PARTIAL_STREAM" | |
| assert raised.value.completed_evidence is None | |
| def test_parquet_system_failures_are_not_reclassified_as_insufficient_data( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| failure: Exception, | |
| ) -> None: | |
| config, period, metadata, acquired, root = _fixture(tmp_path, role="train") | |
| def fail_write(*_args: object, **_kwargs: object) -> Any: | |
| raise failure | |
| import microstructure.m8_normalization as normalization_module | |
| monkeypatch.setattr(normalization_module, "write_partitioned_parquet", fail_write) | |
| with pytest.raises(type(failure), match=str(failure)) as raised: | |
| normalize_m8_archive( | |
| config, # type: ignore[arg-type] | |
| period, | |
| metadata, | |
| acquired, | |
| root, | |
| ) | |
| assert not isinstance(raised.value, M8InsufficientDataError) | |
| def test_quality_report_permission_failure_is_not_insufficient_data( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| ) -> None: | |
| config, period, metadata, acquired, root = _fixture(tmp_path, role="train") | |
| def fail_report_write(self: ValidationReport, path: str | Path) -> None: | |
| del self, path | |
| raise PermissionError("quality report is read-only") | |
| monkeypatch.setattr(ValidationReport, "write_json", fail_report_write) | |
| with pytest.raises(PermissionError, match="quality report is read-only") as raised: | |
| normalize_m8_archive( | |
| config, # type: ignore[arg-type] | |
| period, | |
| metadata, | |
| acquired, | |
| root, | |
| batch_rows=32, | |
| ) | |
| assert not isinstance(raised.value, M8InsufficientDataError) | |