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Tags:
economics
quantitative-finance
causal-inference
macroeconomics
housing-economics
market-microstructure
License:
| """Single-archive, streaming normalization for the locked M8 producer. | |
| This module intentionally has no all-calendar entry point. A caller receives | |
| one already authenticated :class:`AcquiredDailyArchive` and decides when the | |
| CSV member may be opened. In particular, the M8 producer supplies a | |
| ``before_member_open`` guard for held-out dates so the durable analysis lock is | |
| revalidated at the lowest economic-data boundary. | |
| """ | |
| from __future__ import annotations | |
| from collections.abc import Callable, Iterator, Mapping | |
| from dataclasses import dataclass | |
| from datetime import UTC, datetime | |
| from pathlib import Path | |
| from typing import Any, Literal, cast | |
| import pyarrow as pa # type: ignore[import-untyped] | |
| from microstructure.data.binance_archive import ( | |
| AcquiredDailyArchive, | |
| BinanceArchivePayloadError, | |
| ) | |
| from microstructure.data.quality import IncrementalQualityValidator | |
| from microstructure.data.storage import DatasetWriteResult, write_partitioned_parquet | |
| from microstructure.m8_config import M8Period, M8StudyConfig | |
| from microstructure.m8_manifest import M8ArchiveEntry, M8NormalizedPart, M8SymbolMetadata | |
| from microstructure.provenance import read_json, sha256_file | |
| _DEFAULT_BATCH_ROWS = 65_536 | |
| class M8NormalizationError(RuntimeError): | |
| """A system or caller-contract failure while normalizing one archive.""" | |
| M8NormalizationFailureKind = Literal[ | |
| "PAYLOAD_OR_CONTINUITY", | |
| "QUALITY_GATE", | |
| "POSTWRITE_CONSISTENCY", | |
| ] | |
| M8NormalizationEvidenceCompletion = Literal[ | |
| "PARTIAL_STREAM", | |
| "COMPLETE_DATASET_AND_QUALITY", | |
| ] | |
| class M8InsufficientDataError(M8NormalizationError): | |
| """A deterministic archive/data-quality failure in a declared date.""" | |
| def __init__( | |
| self, | |
| symbol: str, | |
| study_date: str, | |
| reason: str, | |
| *, | |
| failure_kind: M8NormalizationFailureKind | None = None, | |
| evidence_completion: M8NormalizationEvidenceCompletion | None = None, | |
| completed_evidence: M8ArchiveEntry | None = None, | |
| ) -> None: | |
| super().__init__(f"{symbol}/{study_date}: {reason}") | |
| self.symbol = symbol | |
| self.study_date = study_date | |
| self.reason = reason | |
| self.failure_kind = failure_kind | |
| self.evidence_completion = evidence_completion | |
| self.completed_evidence = completed_evidence | |
| class M8NormalizedArchive: | |
| """One complete archive entry plus its bounded normalization output.""" | |
| entry: M8ArchiveEntry | |
| output_root: Path | |
| def _object(value: object, label: str) -> Mapping[str, Any]: | |
| if not isinstance(value, Mapping): | |
| raise M8NormalizationError(f"{label} must be a JSON object") | |
| return cast(Mapping[str, Any], value) | |
| def _downloaded_at(acquired: AcquiredDailyArchive) -> str: | |
| try: | |
| sidecar = _object( | |
| read_json(acquired.archive_artifact.manifest_path), | |
| "archive source sidecar", | |
| ) | |
| except M8NormalizationError: | |
| raise | |
| except (OSError, UnicodeDecodeError, ValueError) as exc: | |
| raise M8NormalizationError(f"cannot parse archive source sidecar: {exc}") from exc | |
| value = sidecar.get("downloaded_at_utc") | |
| if type(value) is not str or not value: | |
| raise M8NormalizationError("archive source sidecar lacks downloaded_at_utc") | |
| return value | |
| def _parts(storage: DatasetWriteResult) -> tuple[M8NormalizedPart, ...]: | |
| return tuple( | |
| M8NormalizedPart( | |
| data_path=item.data_path.resolve(), | |
| data_sha256=item.data_sha256, | |
| data_bytes=item.data_path.stat().st_size, | |
| sidecar_path=item.manifest_path.resolve(), | |
| sidecar_sha256=item.manifest_sha256, | |
| sidecar_bytes=item.manifest_path.stat().st_size, | |
| rows=item.rows, | |
| write_ordinal=item.write_ordinal, | |
| observed_start_ns=item.observed_start_ns, | |
| observed_end_inclusive_ns=item.observed_end_inclusive_ns, | |
| ) | |
| for item in storage.artifacts | |
| ) | |
| def _validate_contract( | |
| config: M8StudyConfig, | |
| period: M8Period, | |
| metadata: M8SymbolMetadata, | |
| acquired: AcquiredDailyArchive, | |
| root: Path, | |
| ) -> None: | |
| request = acquired.request | |
| if request.symbol != metadata.symbol or request.date != period.date: | |
| raise M8NormalizationError("acquired archive identity disagrees with requested period") | |
| if request.tick_size != metadata.tick_size or request.lot_size != metadata.lot_size: | |
| raise M8NormalizationError("acquired archive scales disagree with frozen metadata") | |
| if metadata.status != "TRADING" or metadata.symbol not in config.study.symbols: | |
| raise M8NormalizationError("symbol metadata does not prove a frozen TRADING symbol") | |
| evidence = ( | |
| acquired.archive_artifact.path.resolve(), | |
| acquired.archive_artifact.manifest_path.resolve(), | |
| acquired.checksum_artifact.path.resolve(), | |
| acquired.checksum_artifact.manifest_path.resolve(), | |
| ) | |
| if len(set(evidence)) != len(evidence) or any( | |
| not path.is_relative_to(root) or not path.is_file() for path in evidence | |
| ): | |
| raise M8NormalizationError("stage-local raw evidence is missing, reused, or escapes root") | |
| if acquired.upstream_sha256 != acquired.archive_artifact.sha256: | |
| raise M8NormalizationError("official checksum does not authenticate the stage-local ZIP") | |
| for artifact in (acquired.archive_artifact, acquired.checksum_artifact): | |
| if artifact.path.stat().st_size != artifact.bytes: | |
| raise M8NormalizationError("stage-local raw artifact byte count changed") | |
| if sha256_file(artifact.path) != artifact.sha256: | |
| raise M8NormalizationError("stage-local raw artifact checksum changed") | |
| if sha256_file(artifact.manifest_path) != artifact.manifest_sha256: | |
| raise M8NormalizationError("stage-local raw sidecar checksum changed") | |
| def _validate_frozen_period(config: M8StudyConfig, period: M8Period) -> None: | |
| """Reject a date/role reinterpretation before any economic member can open.""" | |
| if period not in config.periods: | |
| raise M8NormalizationError("M8 period date/role is not an exact frozen configuration entry") | |
| def normalize_m8_archive( | |
| config: M8StudyConfig, | |
| period: M8Period, | |
| metadata: M8SymbolMetadata, | |
| acquired: AcquiredDailyArchive, | |
| input_root: str | Path, | |
| *, | |
| output_root: str | Path | None = None, | |
| before_member_open: Callable[[], None] | None = None, | |
| batch_rows: int = _DEFAULT_BATCH_ROWS, | |
| ) -> M8NormalizedArchive: | |
| """Stream one authenticated archive through DQ and partitioned Parquet. | |
| ``input_root`` is the immutable raw-evidence authority used for containment | |
| checks. ``output_root`` may isolate normalized and DQ artifacts elsewhere; | |
| omitting it preserves the legacy co-located layout. The function never | |
| retains a full daily trade table. Archive parsing, incremental quality | |
| validation, and Parquet writing are bounded by ``batch_rows``. Any | |
| deterministic payload/continuity/DQ failure is exposed as | |
| :class:`M8InsufficientDataError` so the producer can publish a terminal | |
| failed-result bundle without selecting a replacement date. | |
| """ | |
| if isinstance(batch_rows, bool) or not isinstance(batch_rows, int) or batch_rows < 1: | |
| raise ValueError("batch_rows must be a positive integer") | |
| raw_root = Path(input_root).resolve() | |
| if not raw_root.is_dir(): | |
| raise M8NormalizationError(f"stage-local M8 input root is missing: {raw_root}") | |
| derived_root = raw_root if output_root is None else Path(output_root).resolve() | |
| if derived_root.exists() and not derived_root.is_dir(): | |
| raise M8NormalizationError( | |
| f"stage-local M8 normalization output root is not a directory: {derived_root}" | |
| ) | |
| _validate_frozen_period(config, period) | |
| if period.role in {"primary_test", "replication_test"} and before_member_open is None: | |
| raise M8NormalizationError( | |
| "held-out M8 archives require a lock-revalidation callback before member open" | |
| ) | |
| _validate_contract(config, period, metadata, acquired, raw_root) | |
| symbol = metadata.symbol | |
| study_date = period.date.isoformat() | |
| base = derived_root / "normalized" / symbol / study_date | |
| if base.exists(): | |
| raise M8NormalizationError( | |
| f"refusing to overwrite prior normalized evidence for {symbol}/{study_date}" | |
| ) | |
| quality_root = derived_root / "quality" / symbol / study_date | |
| if quality_root.exists(): | |
| raise M8NormalizationError( | |
| f"refusing to overwrite prior quality evidence for {symbol}/{study_date}" | |
| ) | |
| quality_root.mkdir(parents=True, exist_ok=False) | |
| findings_path = quality_root / "findings.jsonl" | |
| report_path = quality_root / "report.json" | |
| day_start = datetime(period.date.year, period.date.month, period.date.day, tzinfo=UTC) | |
| day_start_ns = int(day_start.timestamp()) * 1_000_000_000 | |
| day_end_ns = day_start_ns + 86_400 * 1_000_000_000 | |
| stream = acquired.iter_normalized_batches( | |
| batch_rows=batch_rows, | |
| before_member_open=before_member_open, | |
| ) | |
| try: | |
| with IncrementalQualityValidator( | |
| "trades", | |
| findings_jsonl_path=findings_path, | |
| ) as validator: | |
| def validated_batches() -> Iterator[pa.RecordBatch]: | |
| for batch in stream: | |
| if batch.num_rows < 1 or batch.num_rows > batch_rows: | |
| raise M8NormalizationError( | |
| "archive stream violated its configured row bound" | |
| ) | |
| validator.update(batch) | |
| yield batch | |
| storage = write_partitioned_parquet( | |
| validated_batches(), | |
| root=base, | |
| dataset="trades", | |
| schema_name="trades", | |
| source=config.study.source, | |
| source_uri=acquired.archive_artifact.source_uri, | |
| downloaded_at_utc=_downloaded_at(acquired), | |
| source_checksum_sha256=acquired.archive_artifact.sha256, | |
| requested_start_ns=day_start_ns, | |
| requested_end_ns=day_end_ns, | |
| max_input_batch_rows=batch_rows, | |
| max_rows_per_file=250_000, | |
| ) | |
| report = validator.finish() | |
| summary = stream.summary | |
| report.write_json(report_path) | |
| except BinanceArchivePayloadError as exc: | |
| stream.close() | |
| raise M8InsufficientDataError( | |
| symbol, | |
| study_date, | |
| str(exc), | |
| failure_kind="PAYLOAD_OR_CONTINUITY", | |
| evidence_completion="PARTIAL_STREAM", | |
| ) from exc | |
| except BaseException: | |
| stream.close() | |
| raise | |
| if summary.symbol != symbol or summary.date != study_date: | |
| raise M8InsufficientDataError( | |
| symbol, | |
| study_date, | |
| "archive summary identity disagrees", | |
| failure_kind="POSTWRITE_CONSISTENCY", | |
| evidence_completion="COMPLETE_DATASET_AND_QUALITY", | |
| ) | |
| if summary.source_archive_sha256 != acquired.archive_artifact.sha256: | |
| raise M8InsufficientDataError( | |
| symbol, | |
| study_date, | |
| "archive summary checksum disagrees", | |
| failure_kind="POSTWRITE_CONSISTENCY", | |
| evidence_completion="COMPLETE_DATASET_AND_QUALITY", | |
| ) | |
| if summary.expanded_bytes != acquired.declared_uncompressed_bytes: | |
| raise M8InsufficientDataError( | |
| symbol, | |
| study_date, | |
| "expanded byte count disagrees", | |
| failure_kind="POSTWRITE_CONSISTENCY", | |
| evidence_completion="COMPLETE_DATASET_AND_QUALITY", | |
| ) | |
| if storage.rows != summary.rows or report.rows_checked != summary.rows: | |
| raise M8InsufficientDataError( | |
| symbol, | |
| study_date, | |
| "stream/storage/DQ row counts disagree", | |
| failure_kind="POSTWRITE_CONSISTENCY", | |
| evidence_completion="COMPLETE_DATASET_AND_QUALITY", | |
| ) | |
| if summary.last_trade_id - summary.first_trade_id + 1 != summary.rows: | |
| raise M8InsufficientDataError( | |
| symbol, | |
| study_date, | |
| "aggregate trade IDs are noncontiguous", | |
| failure_kind="POSTWRITE_CONSISTENCY", | |
| evidence_completion="COMPLETE_DATASET_AND_QUALITY", | |
| ) | |
| normalized_parts = _parts(storage) | |
| if not normalized_parts or sum(part.rows for part in normalized_parts) != summary.rows: | |
| raise M8InsufficientDataError( | |
| symbol, | |
| study_date, | |
| "normalized part accounting failed", | |
| failure_kind="POSTWRITE_CONSISTENCY", | |
| evidence_completion="COMPLETE_DATASET_AND_QUALITY", | |
| ) | |
| entry = M8ArchiveEntry( | |
| symbol=symbol, | |
| date=period.date, | |
| role=period.role, | |
| complete=True, | |
| rows=summary.rows, | |
| first_trade_id=summary.first_trade_id, | |
| last_trade_id=summary.last_trade_id, | |
| observed_start_ns=summary.first_event_ts_ns, | |
| observed_end_inclusive_ns=summary.last_event_ts_ns, | |
| tick_size=metadata.tick_size, | |
| lot_size=metadata.lot_size, | |
| raw_zip_path=acquired.archive_artifact.path.resolve(), | |
| raw_zip_sha256=acquired.archive_artifact.sha256, | |
| raw_zip_bytes=acquired.archive_artifact.bytes, | |
| raw_uncompressed_bytes=summary.expanded_bytes, | |
| raw_source_uri=acquired.archive_artifact.source_uri, | |
| raw_source_manifest_path=acquired.archive_artifact.manifest_path.resolve(), | |
| raw_source_manifest_sha256=acquired.archive_artifact.manifest_sha256, | |
| raw_source_manifest_bytes=acquired.archive_artifact.manifest_path.stat().st_size, | |
| raw_checksum_path=acquired.checksum_artifact.path.resolve(), | |
| raw_checksum_sha256=acquired.checksum_artifact.sha256, | |
| raw_checksum_bytes=acquired.checksum_artifact.bytes, | |
| raw_checksum_source_uri=acquired.checksum_artifact.source_uri, | |
| raw_checksum_source_manifest_path=acquired.checksum_artifact.manifest_path.resolve(), | |
| raw_checksum_source_manifest_sha256=acquired.checksum_artifact.manifest_sha256, | |
| raw_checksum_source_manifest_bytes=acquired.checksum_artifact.manifest_path.stat().st_size, | |
| normalized_dataset_manifest_path=storage.manifest_path.resolve(), | |
| normalized_dataset_manifest_sha256=storage.manifest_sha256, | |
| normalized_dataset_manifest_bytes=storage.manifest_path.stat().st_size, | |
| normalized_parts=normalized_parts, | |
| quality_report_path=report_path.resolve(), | |
| quality_report_sha256=sha256_file(report_path), | |
| quality_report_bytes=report_path.stat().st_size, | |
| quality_findings_path=findings_path.resolve(), | |
| quality_findings_sha256=sha256_file(findings_path), | |
| quality_findings_bytes=findings_path.stat().st_size, | |
| quality_errors=report.error_count, | |
| quality_warnings=report.warning_count, | |
| ) | |
| if report.error_count or (report.warning_count and not config.quality.allow_quality_warnings): | |
| raise M8InsufficientDataError( | |
| symbol, | |
| study_date, | |
| f"quality gate reported {report.error_count} errors and " | |
| f"{report.warning_count} warnings", | |
| failure_kind="QUALITY_GATE", | |
| evidence_completion="COMPLETE_DATASET_AND_QUALITY", | |
| completed_evidence=entry, | |
| ) | |
| return M8NormalizedArchive(entry=entry, output_root=derived_root) | |
| __all__ = [ | |
| "M8InsufficientDataError", | |
| "M8NormalizationError", | |
| "M8NormalizationEvidenceCompletion", | |
| "M8NormalizationFailureKind", | |
| "M8NormalizedArchive", | |
| "normalize_m8_archive", | |
| ] | |