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 os | |
| import shutil | |
| from dataclasses import replace | |
| from pathlib import Path | |
| from typing import cast | |
| import pyarrow as pa # type: ignore[import-untyped] | |
| import pyarrow.parquet as pq # type: ignore[import-untyped] | |
| import pytest | |
| import microstructure.m8_l2_inputs as input_module | |
| import test_m8_l2_capture as capture_fixtures | |
| from microstructure.data.schemas import SCHEMA_VERSION, get_schema | |
| from microstructure.m8_l2_config import M8L2Session, M8L2StudyConfig, load_m8_l2_config | |
| from microstructure.m8_l2_inputs import ( | |
| L2CampaignRuntimeIdentity, | |
| L2SessionFileAuthority, | |
| M8L2InputError, | |
| verify_m8_l2_development_input, | |
| verify_m8_l2_heldout_input, | |
| ) | |
| PROJECT_ROOT = Path(__file__).parents[1] | |
| CONFIG_PATH = PROJECT_ROOT / "configs" / "m8_l2_capture_study.toml" | |
| def _base_record(field: pa.Field) -> object: | |
| if field.name == "schema_version": | |
| return SCHEMA_VERSION | |
| if pa.types.is_string(field.type): | |
| return "fixture" | |
| if pa.types.is_integer(field.type): | |
| return 1 | |
| if pa.types.is_floating(field.type): | |
| return 1.0 | |
| if pa.types.is_boolean(field.type): | |
| return True | |
| if pa.types.is_list(field.type): | |
| return [] | |
| raise AssertionError(f"unsupported fixture field: {field}") | |
| def _valid_parquet( | |
| path: Path, | |
| dataset: str, | |
| rows: int, | |
| *, | |
| session: M8L2Session, | |
| corrupt_continuity: bool = False, | |
| ) -> None: | |
| schema = get_schema(dataset) | |
| symbol = next(part for part in path.parts if part in {"BTCUSDT", "ETHUSDT"}) | |
| continuity = f"{symbol}-epoch-1" | |
| times = [session.start_ns + 10_000_000_000, session.end_ns - 10_000_000_001] | |
| records: list[dict[str, object]] = [] | |
| for index in range(rows): | |
| record = {field.name: _base_record(field) for field in schema} | |
| available = times[min(index, len(times) - 1)] | |
| record.update( | |
| { | |
| "venue": "binance_spot", | |
| "symbol": symbol, | |
| "event_ts_ns": available, | |
| "received_ts_ns": available, | |
| "available_ts_ns": available, | |
| "availability_basis": "local_receipt", | |
| "capture_seq": index + 1, | |
| "continuity_id": continuity, | |
| "source_artifact_id": "a" * 64, | |
| "tick_size": 0.01, | |
| "lot_size": 0.001, | |
| } | |
| ) | |
| if dataset == "depth_deltas": | |
| record.update( | |
| { | |
| "first_update_id": index + 1, | |
| "last_update_id": index + 1, | |
| "previous_update_id": index if index else None, | |
| "bids": [], | |
| "asks": [], | |
| } | |
| ) | |
| elif dataset == "book_observations": | |
| record.update( | |
| { | |
| "continuity_id": "wrong-epoch" if corrupt_continuity else continuity, | |
| "sequence_start": index + 1, | |
| "sequence_end": index + 1, | |
| "is_valid": True, | |
| "best_bid_ticks": 10_000, | |
| "best_ask_ticks": 10_001, | |
| "bid_quantity_lots": 2_000, | |
| "ask_quantity_lots": 2_000, | |
| "best_bid": 100.0, | |
| "best_ask": 100.01, | |
| "bid_quantity": 2.0, | |
| "ask_quantity": 2.0, | |
| "spread": 0.01, | |
| "mid_price": 100.005, | |
| "microprice": 100.005, | |
| "depth_bid_1": 2.0, | |
| "depth_ask_1": 2.0, | |
| "depth_bid_5": 2.0, | |
| "depth_ask_5": 2.0, | |
| "depth_bid_10": 2.0, | |
| "depth_ask_10": 2.0, | |
| "queue_imbalance_1": 0.0, | |
| "queue_imbalance_5": 0.0, | |
| "queue_imbalance_10": 0.0, | |
| } | |
| ) | |
| elif dataset == "book_snapshots": | |
| record.update( | |
| { | |
| "snapshot_id": f"{symbol}-snapshot", | |
| "request_ts_ns": session.start_ns, | |
| "received_ts_ns": session.start_ns + 1, | |
| "available_ts_ns": session.start_ns + 1, | |
| "last_update_id": 0, | |
| "depth_limit": 100, | |
| "bids": [], | |
| "asks": [], | |
| } | |
| ) | |
| records.append(record) | |
| path.parent.mkdir(parents=True, exist_ok=True) | |
| pq.write_table(pa.Table.from_pylist(records, schema=schema), path) | |
| class _CaptureFactory: | |
| def __init__( | |
| self, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| *, | |
| corrupt_continuity: bool = False, | |
| ) -> None: | |
| self.config = config | |
| self.session = config.sessions[0] | |
| def write(path: Path, dataset: str, rows: int) -> None: | |
| _valid_parquet( | |
| path, | |
| dataset, | |
| rows, | |
| session=self.session, | |
| corrupt_continuity=corrupt_continuity, | |
| ) | |
| monkeypatch.setattr(capture_fixtures, "_parquet", write) | |
| def capture(self, output_root: Path, session_index: int): | |
| self.session = self.config.sessions[session_index] | |
| return capture_fixtures._capture_complete_session( | |
| output_root, | |
| config=self.config, | |
| session=self.session, | |
| ) | |
| def config() -> M8L2StudyConfig: | |
| return load_m8_l2_config(CONFIG_PATH) | |
| def test_development_input_binds_authority_and_loads_only_requested_symbol( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| factory = _CaptureFactory(monkeypatch, config) | |
| bundle = factory.capture(tmp_path, 0) | |
| verified = verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| assert verified.root == bundle.root | |
| assert verified.access_phase == "development" | |
| assert verified.development_lock_sha256 is None | |
| assert verified.file_authority.manifest_sha256 == bundle.manifest_sha256 | |
| assert verified.file_authority.to_dict() == { | |
| "manifest_sha256": bundle.manifest_sha256, | |
| "checksums_sha256": verified.file_authority.checksums_sha256, | |
| } | |
| assert verified.campaign_identity.to_dict()["runtime_dirty"] is False | |
| assert set(verified.symbols) == {"BTCUSDT", "ETHUSDT"} | |
| assert verified.symbols["BTCUSDT"].depth_deltas.rows == 2 | |
| assert verified.symbols["BTCUSDT"].book_observations.rows == 2 | |
| opened: list[str] = [] | |
| original = input_module._load_verified_parquet | |
| original_lineage = input_module._verify_artifact_hash | |
| def recording_loader(*args: object, **kwargs: object): | |
| artifact = kwargs["artifact"] | |
| assert isinstance(artifact, input_module.VerifiedL2Artifact) | |
| opened.append(artifact.relative_path) | |
| return original(*args, **kwargs) | |
| def recording_lineage(*args: object, **kwargs: object) -> None: | |
| artifact = kwargs["artifact"] | |
| assert isinstance(artifact, input_module.VerifiedL2Artifact) | |
| opened.append(artifact.relative_path) | |
| original_lineage(*args, **kwargs) | |
| monkeypatch.setattr(input_module, "_load_verified_parquet", recording_loader) | |
| monkeypatch.setattr(input_module, "_verify_artifact_hash", recording_lineage) | |
| loaded = verified.load_symbol_frames("BTCUSDT") | |
| assert loaded.book_observations.height == 2 | |
| assert loaded.depth_deltas.height == 2 | |
| assert loaded.intervals == verified.symbols["BTCUSDT"].valid_observed_intervals | |
| assert len(opened) == 4 | |
| assert all(path.startswith("symbols/BTCUSDT/") for path in opened) | |
| assert not any("ETHUSDT" in path for path in opened) | |
| rebound = verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| expected_file_authority=verified.file_authority, | |
| expected_campaign=verified.campaign_identity, | |
| ) | |
| assert rebound.file_authority == verified.file_authority | |
| def test_development_coordinates_are_hard_separated_before_bundle_open( | |
| tmp_path: Path, | |
| config: M8L2StudyConfig, | |
| monkeypatch: pytest.MonkeyPatch, | |
| ) -> None: | |
| called = False | |
| def forbidden(*args: object, **kwargs: object): | |
| nonlocal called | |
| called = True | |
| raise AssertionError("verifier must not open a held-out coordinate through dev API") | |
| monkeypatch.setattr(input_module, "verify_m8_l2_session_bundle", forbidden) | |
| with pytest.raises(M8L2InputError, match="development input"): | |
| verify_m8_l2_development_input( | |
| tmp_path, | |
| expected_config=config, | |
| expected_date="2026-08-12", | |
| expected_role=cast(input_module.DevelopmentRole, "primary_test"), | |
| ) | |
| assert called is False | |
| def test_heldout_input_requires_and_binds_development_lock( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| with pytest.raises(M8L2InputError, match="development lock authority"): | |
| verify_m8_l2_heldout_input( | |
| tmp_path, | |
| expected_config=config, | |
| expected_date="2026-08-12", | |
| expected_role="primary_test", | |
| development_lock_sha256="not-a-digest", | |
| ) | |
| factory = _CaptureFactory(monkeypatch, config) | |
| bundle = factory.capture(tmp_path, 2) | |
| lock_sha256 = "d" * 64 | |
| verified = verify_m8_l2_heldout_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-12", | |
| expected_role="primary_test", | |
| development_lock_sha256=lock_sha256, | |
| ) | |
| assert verified.access_phase == "heldout_after_lock" | |
| assert verified.development_lock_sha256 == lock_sha256 | |
| assert verified.load_symbol_frames("ETHUSDT").book_observations.height == 2 | |
| def test_cross_session_campaign_identity_must_match( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| factory = _CaptureFactory(monkeypatch, config) | |
| train = factory.capture(tmp_path, 0) | |
| train_input = verify_m8_l2_development_input( | |
| train.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| validation = factory.capture(tmp_path, 1) | |
| matching = verify_m8_l2_development_input( | |
| validation.root, | |
| expected_config=config, | |
| expected_date="2026-08-11", | |
| expected_role="validation", | |
| expected_campaign=train_input.campaign_identity, | |
| ) | |
| assert matching.campaign_identity == train_input.campaign_identity | |
| wrong = replace( | |
| train_input.campaign_identity, | |
| runtime_source_tree_sha256="3" * 64, | |
| ) | |
| with pytest.raises(M8L2InputError, match="campaign/runtime identity"): | |
| verify_m8_l2_development_input( | |
| validation.root, | |
| expected_config=config, | |
| expected_date="2026-08-11", | |
| expected_role="validation", | |
| expected_campaign=wrong, | |
| ) | |
| def test_external_file_authority_mismatch_fails_closed( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| factory = _CaptureFactory(monkeypatch, config) | |
| bundle = factory.capture(tmp_path, 0) | |
| wrong = L2SessionFileAuthority("0" * 64, "1" * 64) | |
| with pytest.raises(M8L2InputError, match="external digest authority"): | |
| verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| expected_file_authority=wrong, | |
| ) | |
| def test_insufficient_extra_file_and_symlink_roots_are_rejected( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| factory = _CaptureFactory(monkeypatch, config) | |
| bundle = factory.capture(tmp_path, 0) | |
| original_verifier = input_module.verify_m8_l2_session_bundle | |
| monkeypatch.setattr( | |
| input_module, | |
| "verify_m8_l2_session_bundle", | |
| lambda *args, **kwargs: replace( | |
| bundle, status="INSUFFICIENT_DATA", reason_codes=("NO_MESSAGES",) | |
| ), | |
| ) | |
| with pytest.raises(M8L2InputError, match="gate-complete"): | |
| verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| monkeypatch.setattr(input_module, "verify_m8_l2_session_bundle", original_verifier) | |
| extra = bundle.root / "unmanifested.txt" | |
| extra.write_text("unexpected", encoding="utf-8") | |
| with pytest.raises(M8L2InputError, match="capture authority failed verification"): | |
| verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| extra.unlink() | |
| alias = tmp_path / "session-alias" | |
| alias.symlink_to(bundle.root, target_is_directory=True) | |
| with pytest.raises(M8L2InputError, match="capture authority failed verification"): | |
| verify_m8_l2_development_input( | |
| alias, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| def test_payload_tamper_after_verification_is_detected_before_rows_return( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| factory = _CaptureFactory(monkeypatch, config) | |
| bundle = factory.capture(tmp_path, 0) | |
| verified = verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| target = bundle.root / verified.symbols["BTCUSDT"].book_observations.relative_path | |
| target.write_bytes(target.read_bytes() + b"tamper") | |
| with pytest.raises(M8L2InputError, match=r"Parquet|changed|claimed"): | |
| verified.load_symbol_frames("BTCUSDT") | |
| def test_loader_rejects_an_object_not_created_by_verifier( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| factory = _CaptureFactory(monkeypatch, config) | |
| bundle = factory.capture(tmp_path, 0) | |
| verified = verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| forged = replace(verified, _verification_token=object()) | |
| with pytest.raises(M8L2InputError, match="verifier-created"): | |
| forged.load_symbol_frames("BTCUSDT") | |
| def test_descriptor_snapshot_detects_atomic_path_replacement_toctou( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| factory = _CaptureFactory(monkeypatch, config) | |
| bundle = factory.capture(tmp_path, 0) | |
| verified = verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| target = bundle.root / verified.symbols["BTCUSDT"].book_observations.relative_path | |
| replacement = tmp_path / "replacement.parquet" | |
| shutil.copy2(target, replacement) | |
| original_hash = input_module._hash_descriptor | |
| replaced = False | |
| target_inode = target.stat().st_ino | |
| def replace_after_hash(descriptor: int, maximum_bytes: int) -> tuple[str, int]: | |
| nonlocal replaced | |
| result = original_hash(descriptor, maximum_bytes) | |
| if not replaced and os.fstat(descriptor).st_ino == target_inode: | |
| os.replace(replacement, target) | |
| replaced = True | |
| return result | |
| monkeypatch.setattr(input_module, "_hash_descriptor", replace_after_hash) | |
| with pytest.raises(M8L2InputError, match="path changed"): | |
| verified.load_symbol_frames("BTCUSDT") | |
| assert replaced is True | |
| def test_loaded_row_continuity_must_reconcile_to_verified_intervals( | |
| tmp_path: Path, | |
| monkeypatch: pytest.MonkeyPatch, | |
| config: M8L2StudyConfig, | |
| ) -> None: | |
| factory = _CaptureFactory(monkeypatch, config, corrupt_continuity=True) | |
| bundle = factory.capture(tmp_path, 0) | |
| verified = verify_m8_l2_development_input( | |
| bundle.root, | |
| expected_config=config, | |
| expected_date="2026-08-10", | |
| expected_role="train", | |
| ) | |
| with pytest.raises(M8L2InputError, match=r"reconcile|OBSERVED interval"): | |
| verified.load_symbol_frames("BTCUSDT") | |
| def test_campaign_identity_constructor_rejects_dirty_runtime() -> None: | |
| with pytest.raises(M8L2InputError, match="must be clean"): | |
| L2CampaignRuntimeIdentity( | |
| campaign_authority_sha256="a" * 64, | |
| runtime_commit="b" * 40, | |
| runtime_source_tree_sha256="c" * 64, | |
| runtime_fingerprint_sha256="d" * 64, | |
| runtime_dirty=True, | |
| ) | |