Datasets:
Tasks:
Tabular Classification
Formats:
parquet
Languages:
English
Size:
< 1K
Tags:
economics
quantitative-finance
causal-inference
macroeconomics
housing-economics
market-microstructure
License:
| """Public Binance Spot market-data adapters; no authenticated/trading endpoints.""" | |
| from __future__ import annotations | |
| import asyncio | |
| import hashlib | |
| import json | |
| import os | |
| import random | |
| import tempfile | |
| import time | |
| from collections.abc import AsyncIterator, Callable, Iterator, Mapping | |
| from contextlib import nullcontext | |
| from dataclasses import dataclass | |
| from decimal import Decimal, InvalidOperation | |
| from enum import StrEnum | |
| from pathlib import Path | |
| from typing import Any, Literal, Protocol, cast | |
| import pyarrow as pa # type: ignore[import-untyped] | |
| import requests | |
| import websockets | |
| from websockets.exceptions import WebSocketException | |
| from microstructure.data.book import BookSnapshot, DepthDelta | |
| from microstructure.data.evidence_budget import RetainedEvidenceBudget | |
| from microstructure.data.schemas import SCHEMA_VERSION, get_schema, table_from_records | |
| from microstructure.data.storage import write_source_manifest | |
| from microstructure.provenance import sha256_file | |
| _NS_PER_MILLISECOND = 1_000_000 | |
| _NS_PER_MICROSECOND = 1_000 | |
| class BinanceError(RuntimeError): | |
| """Base error for public Binance market-data collection.""" | |
| class BinanceHTTPError(BinanceError): | |
| """Raised when a public market-data GET cannot be completed safely.""" | |
| def __init__( | |
| self, | |
| message: str, | |
| *, | |
| status_code: int | None = None, | |
| retry_exhausted: bool = False, | |
| ) -> None: | |
| super().__init__(message) | |
| self.status_code = status_code | |
| self.retry_exhausted = retry_exhausted | |
| class BinancePayloadError(BinanceError): | |
| """Raised when Binance returns malformed or scale-incompatible data.""" | |
| def __init__(self, message: str, *, transient: bool = False) -> None: | |
| super().__init__(message) | |
| self.transient = transient | |
| class BinanceMetadataContractError(BinancePayloadError): | |
| """A bounded exchangeInfo response violates the declared metadata contract.""" | |
| class BinanceResponseSizeLimitError(BinancePayloadError): | |
| """A public response violates its frozen body-size contract.""" | |
| class RetryPolicy: | |
| max_retries: int = 5 | |
| base_delay_seconds: float = 0.5 | |
| max_delay_seconds: float = 30.0 | |
| def __post_init__(self) -> None: | |
| if self.max_retries < 0: | |
| raise ValueError("max_retries must not be negative") | |
| if self.base_delay_seconds < 0.0 or self.max_delay_seconds < 0.0: | |
| raise ValueError("retry delays must not be negative") | |
| class RawPage: | |
| path: Path | |
| manifest_path: Path | |
| sha256: str | |
| request_uri: str | |
| row_count: int | |
| class BinanceDownloadResult: | |
| trades: pa.Table | |
| raw_pages: tuple[RawPage, ...] | |
| requested_start_ns: int | |
| requested_end_ns: int | |
| complete_range: bool | |
| class BinanceTradeStreamStopReason(StrEnum): | |
| """Why a normally exhausted historical-trade stream stopped.""" | |
| EMPTY_PAGE = "empty_page" | |
| SHORT_PAGE = "short_page" | |
| RANGE_END = "range_end" | |
| EVENT_CAP = "event_cap" | |
| class BinanceTradeStreamSummary: | |
| """Constant-size terminal metadata for a historical-trade stream.""" | |
| requested_start_ns: int | |
| requested_end_ns: int | |
| rows_yielded: int | |
| raw_page_count: int | |
| stop_reason: BinanceTradeStreamStopReason | |
| complete_range: bool | |
| last_raw_page: RawPage | None | |
| class CapturedDepth: | |
| raw_payload: str | |
| delta: DepthDelta | |
| class RawDepthFrame: | |
| """One exact websocket frame timestamped before UTF-8/JSON normalization.""" | |
| payload: bytes | |
| was_text: bool | |
| received_ts_ns: int | |
| capture_seq: int | |
| continuity_id: str | |
| class SymbolMetadata: | |
| """Public symbol filters captured before tick/lot normalization.""" | |
| venue: str | |
| symbol: str | |
| status: str | |
| base_asset: str | |
| quote_asset: str | |
| tick_size: Decimal | |
| lot_size: Decimal | |
| min_price: Decimal | |
| max_price: Decimal | |
| min_quantity: Decimal | |
| max_quantity: Decimal | |
| observed_ts_ns: int | |
| source_artifact_id: str | |
| source_path: Path | |
| source_manifest_path: Path | |
| class _WebSocketConnection(Protocol): | |
| def __aiter__(self) -> AsyncIterator[str | bytes]: ... | |
| class _WebSocketContext(Protocol): | |
| async def __aenter__(self) -> _WebSocketConnection: ... | |
| async def __aexit__( | |
| self, | |
| exc_type: type[BaseException] | None, | |
| exc_value: BaseException | None, | |
| traceback: object | None, | |
| ) -> bool | None: ... | |
| ConnectFactory = Callable[[str], _WebSocketContext] | |
| RawDepthFrameCallback = Callable[[RawDepthFrame], None] | |
| def _scaled_integer(value: str | Decimal, quantum: Decimal, label: str) -> int: | |
| try: | |
| decimal_value = value if isinstance(value, Decimal) else Decimal(value) | |
| scaled = decimal_value / quantum | |
| except (InvalidOperation, ZeroDivisionError) as exc: | |
| raise BinancePayloadError(f"invalid {label}: {value!r}") from exc | |
| integral = scaled.to_integral_value() | |
| if scaled != integral: | |
| raise BinancePayloadError( | |
| f"{label} {decimal_value} is not aligned to configured scale {quantum}" | |
| ) | |
| return int(integral) | |
| def _event_timestamp_ns(value: int, unit: Literal["ms", "us"]) -> int: | |
| if value < 0: | |
| raise BinancePayloadError("event timestamp must not be negative") | |
| return value * (_NS_PER_MILLISECOND if unit == "ms" else _NS_PER_MICROSECOND) | |
| def _safe_response_headers(headers: Mapping[str, str]) -> dict[str, str]: | |
| allowed = {"content-length", "content-type", "etag", "last-modified", "retry-after"} | |
| return { | |
| str(key): str(value) | |
| for key, value in headers.items() | |
| if key.lower() in allowed or key.lower().startswith("x-mbx-used-weight") | |
| } | |
| def _close_response(response: object) -> None: | |
| close = getattr(response, "close", None) | |
| if callable(close): | |
| cast(Callable[[], object], close)() | |
| def _fsync_directory(path: Path) -> None: | |
| descriptor = os.open(path, os.O_RDONLY) | |
| try: | |
| os.fsync(descriptor) | |
| finally: | |
| os.close(descriptor) | |
| class BinancePublicClient: | |
| """Retrying client for market-data-only GET endpoints.""" | |
| def __init__( | |
| self, | |
| *, | |
| base_url: str = "https://data-api.binance.vision", | |
| timeout_seconds: float = 30.0, | |
| retry_policy: RetryPolicy | None = None, | |
| session: requests.Session | None = None, | |
| sleep: Callable[[float], None] = time.sleep, | |
| random_value: Callable[[], float] = random.random, | |
| max_response_bytes: int = 8 * 1024 * 1024, | |
| retained_evidence_budget: RetainedEvidenceBudget | None = None, | |
| ) -> None: | |
| if max_response_bytes < 1: | |
| raise ValueError("max_response_bytes must be positive") | |
| self.base_url = base_url.rstrip("/") | |
| self.timeout_seconds = timeout_seconds | |
| self.retry_policy = retry_policy or RetryPolicy() | |
| self.session = session or requests.Session() | |
| self._sleep = sleep | |
| self._random_value = random_value | |
| self.max_response_bytes = max_response_bytes | |
| self.retained_evidence_budget = retained_evidence_budget | |
| def _session_get( | |
| self, | |
| url: str, | |
| params: Mapping[str, str | int], | |
| *, | |
| stream_response: bool, | |
| ) -> requests.Response: | |
| if not stream_response: | |
| return self.session.get(url, params=params, timeout=self.timeout_seconds) | |
| try: | |
| return self.session.get( | |
| url, | |
| params=params, | |
| timeout=self.timeout_seconds, | |
| stream=True, | |
| ) | |
| except TypeError as exc: | |
| # Older injected test sessions may implement only the original | |
| # three-argument boundary. Production requests.Session accepts | |
| # ``stream`` and therefore always takes the bounded transport path. | |
| if "unexpected keyword argument 'stream'" not in str(exc): | |
| raise | |
| return self.session.get(url, params=params, timeout=self.timeout_seconds) | |
| def _request( | |
| self, | |
| path: str, | |
| params: Mapping[str, str | int], | |
| *, | |
| stream_response: bool = False, | |
| ) -> requests.Response: | |
| url = f"{self.base_url}{path}" | |
| last_error: BaseException | None = None | |
| for attempt in range(self.retry_policy.max_retries + 1): | |
| response: requests.Response | None = None | |
| try: | |
| response = self._session_get( | |
| url, | |
| params, | |
| stream_response=stream_response, | |
| ) | |
| except requests.RequestException as exc: | |
| last_error = exc | |
| retryable = True | |
| else: | |
| if response.status_code == 200: | |
| return response | |
| retryable = response.status_code in {408, 418, 429} or response.status_code >= 500 | |
| response_detail = ( | |
| "response body intentionally not materialized" | |
| if stream_response | |
| else response.text[:200] | |
| ) | |
| last_error = BinanceHTTPError( | |
| f"GET {response.url} returned HTTP {response.status_code}: {response_detail}", | |
| status_code=response.status_code, | |
| ) | |
| if not retryable: | |
| _close_response(response) | |
| raise last_error | |
| if not retryable or attempt >= self.retry_policy.max_retries: | |
| if response is not None: | |
| _close_response(response) | |
| break | |
| retry_after: float | None = None | |
| if response is not None and response.status_code in {418, 429}: | |
| raw_retry_after = response.headers.get("Retry-After") | |
| if raw_retry_after is not None: | |
| try: | |
| retry_after = max(0.0, float(raw_retry_after)) | |
| except ValueError: | |
| retry_after = None | |
| exponential_cap = min( | |
| self.retry_policy.max_delay_seconds, | |
| self.retry_policy.base_delay_seconds * (2**attempt), | |
| ) | |
| delay = ( | |
| retry_after if retry_after is not None else exponential_cap * self._random_value() | |
| ) | |
| if response is not None: | |
| _close_response(response) | |
| self._sleep(delay) | |
| status_code = last_error.status_code if isinstance(last_error, BinanceHTTPError) else None | |
| raise BinanceHTTPError( | |
| f"public Binance GET failed after {self.retry_policy.max_retries + 1} attempts", | |
| status_code=status_code, | |
| retry_exhausted=True, | |
| ) from last_error | |
| def _bounded_request_body( | |
| self, | |
| path: str, | |
| params: Mapping[str, str | int], | |
| *, | |
| raw_root: Path, | |
| rejected_dataset: str, | |
| symbol: str, | |
| requested_start_ns: int | None, | |
| requested_end_ns: int | None, | |
| max_response_bytes: int | None = None, | |
| ) -> tuple[bytes, str, dict[str, str], int]: | |
| """Read one bounded body, retrying recoverable transport interruptions. | |
| Every interrupted attempt is persisted before retry. Payload/size | |
| violations remain non-retryable because another identical response is | |
| not evidence of a transient network failure. | |
| """ | |
| byte_ceiling = max_response_bytes or self.max_response_bytes | |
| for attempt in range(self.retry_policy.max_retries + 1): | |
| response = self._request(path, params, stream_response=True) | |
| observed_ts_ns = time.time_ns() | |
| request_uri = str(response.url) | |
| response_headers = _safe_response_headers(response.headers) | |
| bounded_body = _read_bounded_response_body( | |
| response, | |
| max_response_bytes=byte_ceiling, | |
| ) | |
| if bounded_body.error_message is None: | |
| return ( | |
| bounded_body.content, | |
| request_uri, | |
| response_headers, | |
| observed_ts_ns, | |
| ) | |
| rejected_headers = _rejected_response_headers(response_headers, bounded_body) | |
| rejected_headers["x-local-body-attempt"] = str(attempt + 1) | |
| _write_raw_response( | |
| bounded_body.content, | |
| raw_root=raw_root, | |
| dataset=rejected_dataset, | |
| symbol=symbol, | |
| request_uri=request_uri, | |
| downloaded_at_utc=_iso_from_ns(observed_ts_ns), | |
| requested_start_ns=requested_start_ns, | |
| requested_end_ns=requested_end_ns, | |
| response_headers=rejected_headers, | |
| retained_evidence_budget=self.retained_evidence_budget, | |
| ) | |
| if not bounded_body.retryable or attempt >= self.retry_policy.max_retries: | |
| if bounded_body.retryable: | |
| raise BinancePayloadError(bounded_body.error_message, transient=True) | |
| raise BinanceResponseSizeLimitError(bounded_body.error_message) | |
| exponential_cap = min( | |
| self.retry_policy.max_delay_seconds, | |
| self.retry_policy.base_delay_seconds * (2**attempt), | |
| ) | |
| self._sleep(exponential_cap * self._random_value()) | |
| raise AssertionError("bounded response retry loop exhausted without a terminal result") | |
| def fetch_exchange_info(self, *, symbol: str, raw_root: str | Path) -> SymbolMetadata: | |
| """Fetch public symbol status and exact PRICE_FILTER/LOT_SIZE scales.""" | |
| symbol = symbol.upper() | |
| content, request_uri, response_headers, observed_ts_ns = self._bounded_request_body( | |
| "/api/v3/exchangeInfo", | |
| {"symbol": symbol}, | |
| raw_root=Path(raw_root), | |
| rejected_dataset="exchange_info_rejected", | |
| symbol=symbol, | |
| requested_start_ns=None, | |
| requested_end_ns=None, | |
| ) | |
| raw_page = _write_raw_response( | |
| content, | |
| raw_root=Path(raw_root), | |
| dataset="exchange_info", | |
| symbol=symbol, | |
| request_uri=request_uri, | |
| downloaded_at_utc=_iso_from_ns(observed_ts_ns), | |
| requested_start_ns=None, | |
| requested_end_ns=None, | |
| response_headers=response_headers, | |
| retained_evidence_budget=self.retained_evidence_budget, | |
| ) | |
| try: | |
| payload = cast(dict[str, Any], json.loads(content)) | |
| symbols = cast(list[dict[str, Any]], payload["symbols"]) | |
| if len(symbols) != 1 or str(symbols[0]["symbol"]).upper() != symbol: | |
| raise BinanceMetadataContractError( | |
| "exchangeInfo did not return exactly the requested symbol" | |
| ) | |
| item = symbols[0] | |
| filters = { | |
| str(value["filterType"]): value | |
| for value in cast(list[dict[str, Any]], item["filters"]) | |
| } | |
| price_filter = filters["PRICE_FILTER"] | |
| lot_filter = filters["LOT_SIZE"] | |
| tick_size = Decimal(str(price_filter["tickSize"])) | |
| lot_size = Decimal(str(lot_filter["stepSize"])) | |
| if tick_size <= 0 or lot_size <= 0: | |
| raise BinanceMetadataContractError( | |
| "exchangeInfo returned a nonpositive tick or lot size" | |
| ) | |
| return SymbolMetadata( | |
| venue="binance_spot", | |
| symbol=symbol, | |
| status=str(item["status"]), | |
| base_asset=str(item["baseAsset"]), | |
| quote_asset=str(item["quoteAsset"]), | |
| tick_size=tick_size, | |
| lot_size=lot_size, | |
| min_price=Decimal(str(price_filter["minPrice"])), | |
| max_price=Decimal(str(price_filter["maxPrice"])), | |
| min_quantity=Decimal(str(lot_filter["minQty"])), | |
| max_quantity=Decimal(str(lot_filter["maxQty"])), | |
| observed_ts_ns=observed_ts_ns, | |
| source_artifact_id=raw_page.sha256, | |
| source_path=raw_page.path, | |
| source_manifest_path=raw_page.manifest_path, | |
| ) | |
| except (BinanceMetadataContractError, BinanceResponseSizeLimitError): | |
| raise | |
| except BinancePayloadError as exc: | |
| if exc.transient: | |
| raise | |
| raise BinanceMetadataContractError(str(exc)) from exc | |
| except (InvalidOperation, KeyError, TypeError, ValueError) as exc: | |
| raise BinanceMetadataContractError("malformed Binance exchangeInfo response") from exc | |
| def fetch_depth_snapshot( | |
| self, | |
| *, | |
| symbol: str, | |
| raw_root: str | Path, | |
| continuity_id: str, | |
| tick_size: Decimal | None = None, | |
| lot_size: Decimal | None = None, | |
| limit: int = 5000, | |
| ) -> BookSnapshot: | |
| """Fetch a public REST anchor; it intentionally has no exchange event time.""" | |
| if limit not in {5, 10, 20, 50, 100, 500, 1000, 5000}: | |
| raise ValueError("unsupported Binance depth snapshot limit") | |
| symbol = symbol.upper() | |
| if (tick_size is None) != (lot_size is None): | |
| raise ValueError("tick_size and lot_size must be supplied together") | |
| if tick_size is None or lot_size is None: | |
| metadata = self.fetch_exchange_info(symbol=symbol, raw_root=raw_root) | |
| tick_size = metadata.tick_size | |
| lot_size = metadata.lot_size | |
| request_ts_ns = time.time_ns() | |
| content, request_uri, response_headers, received_ts_ns = self._bounded_request_body( | |
| "/api/v3/depth", | |
| {"symbol": symbol, "limit": limit}, | |
| raw_root=Path(raw_root), | |
| rejected_dataset="depth_snapshots_rejected", | |
| symbol=symbol, | |
| requested_start_ns=None, | |
| requested_end_ns=None, | |
| ) | |
| raw_page = _write_raw_response( | |
| content, | |
| raw_root=Path(raw_root), | |
| dataset="depth_snapshots", | |
| symbol=symbol, | |
| request_uri=request_uri, | |
| downloaded_at_utc=_iso_from_ns(received_ts_ns), | |
| requested_start_ns=None, | |
| requested_end_ns=None, | |
| response_headers=response_headers, | |
| retained_evidence_budget=self.retained_evidence_budget, | |
| ) | |
| try: | |
| payload = cast(dict[str, Any], json.loads(content)) | |
| bids = tuple( | |
| ( | |
| _scaled_integer(str(item[0]), tick_size, "bid price"), | |
| _scaled_integer(str(item[1]), lot_size, "bid quantity"), | |
| ) | |
| for item in payload["bids"] | |
| ) | |
| asks = tuple( | |
| ( | |
| _scaled_integer(str(item[0]), tick_size, "ask price"), | |
| _scaled_integer(str(item[1]), lot_size, "ask quantity"), | |
| ) | |
| for item in payload["asks"] | |
| ) | |
| last_update_id = int(payload["lastUpdateId"]) | |
| except (KeyError, TypeError, ValueError) as exc: | |
| raise BinancePayloadError("malformed Binance depth snapshot") from exc | |
| return BookSnapshot( | |
| venue="binance_spot", | |
| symbol=symbol, | |
| snapshot_id=raw_page.sha256, | |
| request_ts_ns=request_ts_ns, | |
| received_ts_ns=received_ts_ns, | |
| available_ts_ns=received_ts_ns, | |
| continuity_id=continuity_id, | |
| last_update_id=last_update_id, | |
| depth_limit=limit, | |
| bids=bids, | |
| asks=asks, | |
| tick_size=float(tick_size), | |
| lot_size=float(lot_size), | |
| source_artifact_id=raw_page.sha256, | |
| ) | |
| class _ParsedAggregateTrade: | |
| aggregate_id: int | |
| first_trade_id: int | |
| last_trade_id: int | |
| event_ts_ns: int | |
| price: Decimal | |
| quantity: Decimal | |
| buyer_is_maker: bool | |
| def _response_header(headers: Mapping[str, str], name: str) -> str | None: | |
| normalized_name = name.lower() | |
| for key, value in headers.items(): | |
| if str(key).lower() == normalized_name: | |
| return str(value) | |
| return None | |
| class _BoundedResponseBody: | |
| content: bytes | |
| error_message: str | None | |
| observed_bytes_lower_bound: int | |
| retryable: bool = False | |
| def _rejected_response_headers( | |
| response_headers: Mapping[str, str], | |
| body: _BoundedResponseBody, | |
| ) -> dict[str, str]: | |
| """Describe a bounded rejected response in its immutable raw sidecar.""" | |
| result = dict(response_headers) | |
| result.update( | |
| { | |
| "x-local-capture-status": ( | |
| "rejected_partial_response" if body.content else "rejected_headers_only" | |
| ), | |
| "x-local-captured-bytes": str(len(body.content)), | |
| "x-local-observed-bytes-lower-bound": str(body.observed_bytes_lower_bound), | |
| "x-local-rejection-reason": body.error_message or "unknown", | |
| } | |
| ) | |
| return result | |
| def _read_bounded_response_body( | |
| response: requests.Response, | |
| *, | |
| max_response_bytes: int, | |
| ) -> _BoundedResponseBody: | |
| """Read one response with a hard prefix bound on the production transport. | |
| A real ``requests.Response`` exposes ``iter_content`` and is consumed a | |
| chunk at a time. Injected legacy test responses without that method fall | |
| back to their already-materialized ``content`` attribute for compatibility. | |
| """ | |
| headers = response.headers | |
| declared = _response_header(headers, "content-length") | |
| try: | |
| if declared is not None: | |
| try: | |
| declared_size = int(declared) | |
| except ValueError: | |
| return _BoundedResponseBody( | |
| content=b"", | |
| error_message="aggregate-trade response has invalid Content-Length", | |
| observed_bytes_lower_bound=0, | |
| ) | |
| if declared_size < 0: | |
| return _BoundedResponseBody( | |
| content=b"", | |
| error_message="aggregate-trade response has invalid Content-Length", | |
| observed_bytes_lower_bound=0, | |
| ) | |
| if declared_size > max_response_bytes: | |
| return _BoundedResponseBody( | |
| content=b"", | |
| error_message=( | |
| "aggregate-trade response Content-Length exceeded the response-byte ceiling" | |
| ), | |
| observed_bytes_lower_bound=0, | |
| ) | |
| iter_content = getattr(response, "iter_content", None) | |
| if callable(iter_content): | |
| chunks: list[bytes] = [] | |
| captured_bytes = 0 | |
| chunk_size = min(64 * 1024, max_response_bytes + 1) | |
| iterator = cast( | |
| Callable[..., Iterator[object]], | |
| iter_content, | |
| ) | |
| try: | |
| for raw_chunk in iterator(chunk_size=chunk_size): | |
| if not raw_chunk: | |
| continue | |
| if not isinstance(raw_chunk, bytes): | |
| return _BoundedResponseBody( | |
| content=b"".join(chunks), | |
| error_message=( | |
| "aggregate-trade response yielded a non-bytes body chunk" | |
| ), | |
| observed_bytes_lower_bound=captured_bytes, | |
| ) | |
| remaining = max_response_bytes - captured_bytes | |
| if len(raw_chunk) > remaining: | |
| if remaining: | |
| chunks.append(raw_chunk[:remaining]) | |
| return _BoundedResponseBody( | |
| content=b"".join(chunks), | |
| error_message=( | |
| "aggregate-trade response body exceeded the response-byte ceiling" | |
| ), | |
| observed_bytes_lower_bound=captured_bytes + len(raw_chunk), | |
| ) | |
| chunks.append(raw_chunk) | |
| captured_bytes += len(raw_chunk) | |
| except requests.RequestException as exc: | |
| return _BoundedResponseBody( | |
| content=b"".join(chunks), | |
| error_message=( | |
| "aggregate-trade response body was interrupted after " | |
| f"{captured_bytes} bytes: {type(exc).__name__}" | |
| ), | |
| observed_bytes_lower_bound=captured_bytes, | |
| retryable=True, | |
| ) | |
| return _BoundedResponseBody( | |
| content=b"".join(chunks), | |
| error_message=None, | |
| observed_bytes_lower_bound=captured_bytes, | |
| ) | |
| # Compatibility path for minimal injected responses. This is not used | |
| # by requests.Response and therefore is not the production transport. | |
| content = bytes(response.content) | |
| if len(content) > max_response_bytes: | |
| return _BoundedResponseBody( | |
| content=content[:max_response_bytes], | |
| error_message=("aggregate-trade response body exceeded the response-byte ceiling"), | |
| observed_bytes_lower_bound=len(content), | |
| ) | |
| return _BoundedResponseBody( | |
| content=content, | |
| error_message=None, | |
| observed_bytes_lower_bound=len(content), | |
| ) | |
| finally: | |
| _close_response(response) | |
| def _parse_aggregate_trade_page( | |
| content: bytes, | |
| *, | |
| request_limit: int, | |
| ) -> list[_ParsedAggregateTrade]: | |
| try: | |
| decoded = json.loads(content) | |
| except (UnicodeDecodeError, json.JSONDecodeError) as exc: | |
| raise BinancePayloadError("malformed Binance aggregate-trade page") from exc | |
| if not isinstance(decoded, list): | |
| raise BinancePayloadError("malformed Binance aggregate-trade page") | |
| if len(decoded) > request_limit: | |
| raise BinancePayloadError("aggregate-trade response exceeded the requested page-size bound") | |
| parsed: list[_ParsedAggregateTrade] = [] | |
| previous_id: int | None = None | |
| previous_ts_ns: int | None = None | |
| for raw_item in decoded: | |
| if not isinstance(raw_item, dict): | |
| raise BinancePayloadError("malformed aggregate-trade record") | |
| item = cast(dict[str, Any], raw_item) | |
| try: | |
| aggregate_id = int(item["a"]) | |
| first_trade_id = int(item.get("f", aggregate_id)) | |
| last_trade_id = int(item.get("l", aggregate_id)) | |
| event_ts_ns = _event_timestamp_ns(int(item["T"]), "ms") | |
| price = Decimal(str(item["p"])) | |
| quantity = Decimal(str(item["q"])) | |
| buyer_is_maker = item["m"] | |
| except (KeyError, InvalidOperation, TypeError, ValueError) as exc: | |
| raise BinancePayloadError("malformed aggregate-trade record") from exc | |
| if not isinstance(buyer_is_maker, bool): | |
| raise BinancePayloadError("malformed aggregate-trade record") | |
| if aggregate_id < 0 or first_trade_id < 0 or last_trade_id < first_trade_id: | |
| raise BinancePayloadError("invalid aggregate-trade identifiers") | |
| if previous_id is not None and aggregate_id <= previous_id: | |
| raise BinancePayloadError("aggregate-trade page IDs are not strictly increasing") | |
| if previous_ts_ns is not None and event_ts_ns < previous_ts_ns: | |
| raise BinancePayloadError("aggregate-trade page event times are not ordered") | |
| parsed.append( | |
| _ParsedAggregateTrade( | |
| aggregate_id=aggregate_id, | |
| first_trade_id=first_trade_id, | |
| last_trade_id=last_trade_id, | |
| event_ts_ns=event_ts_ns, | |
| price=price, | |
| quantity=quantity, | |
| buyer_is_maker=buyer_is_maker, | |
| ) | |
| ) | |
| previous_id = aggregate_id | |
| previous_ts_ns = event_ts_ns | |
| return parsed | |
| class BinanceTradeBatchStream(Iterator[pa.RecordBatch]): | |
| """Lazy, page-bounded iterator over normalized aggregate trades. | |
| No HTTP request is made until the first call to :func:`next`. Each | |
| nonempty batch comes from one retained raw response and has no more rows | |
| than the downloader's request limit. The iterator retains only terminal | |
| counters and the latest raw-page descriptor; callers that need every raw | |
| descriptor can process them incrementally with ``on_raw_page``. Production | |
| HTTP responses are consumed incrementally and stop after the first chunk | |
| crossing ``max_response_bytes``. Minimal injected responses that do not | |
| implement ``iter_content`` retain a compatibility-only ``content`` fallback. | |
| """ | |
| def __init__( | |
| self, | |
| *, | |
| client: BinancePublicClient, | |
| raw_root: Path, | |
| request_limit: int, | |
| max_response_bytes: int, | |
| tick_size: Decimal | None, | |
| lot_size: Decimal | None, | |
| symbol: str, | |
| start_ts_ns: int, | |
| end_ts_ns: int, | |
| max_events: int, | |
| on_raw_page: Callable[[RawPage], None] | None, | |
| ) -> None: | |
| if end_ts_ns <= start_ts_ns: | |
| raise ValueError("end_ts_ns must be after start_ts_ns") | |
| if max_events < 1: | |
| raise ValueError("max_events must be positive") | |
| self._client = client | |
| self._raw_root = raw_root | |
| self._request_limit = request_limit | |
| self._max_response_bytes = max_response_bytes | |
| self._tick_size = tick_size | |
| self._lot_size = lot_size | |
| self._symbol = symbol.upper() | |
| self._start_ts_ns = start_ts_ns | |
| self._end_ts_ns = end_ts_ns | |
| self._max_events = max_events | |
| self._on_raw_page = on_raw_page | |
| self._params: dict[str, str | int] = { | |
| "symbol": self._symbol, | |
| "startTime": start_ts_ns // _NS_PER_MILLISECOND, | |
| "endTime": (end_ts_ns - 1) // _NS_PER_MILLISECOND, | |
| "limit": request_limit, | |
| } | |
| self._rows_yielded = 0 | |
| self._raw_page_count = 0 | |
| self._last_raw_page: RawPage | None = None | |
| self._previous_last_id: int | None = None | |
| self._previous_last_event_ts_ns: int | None = None | |
| self._summary: BinanceTradeStreamSummary | None = None | |
| self._failed = False | |
| def __iter__(self) -> BinanceTradeBatchStream: | |
| return self | |
| def rows_yielded(self) -> int: | |
| return self._rows_yielded | |
| def raw_page_count(self) -> int: | |
| return self._raw_page_count | |
| def last_raw_page(self) -> RawPage | None: | |
| return self._last_raw_page | |
| def summary(self) -> BinanceTradeStreamSummary: | |
| """Return terminal metadata, failing closed before normal exhaustion.""" | |
| if self._summary is None: | |
| raise RuntimeError("trade stream summary is unavailable before normal exhaustion") | |
| return self._summary | |
| def __next__(self) -> pa.RecordBatch: | |
| if self._summary is not None: | |
| raise StopIteration | |
| if self._failed: | |
| raise RuntimeError("trade stream cannot resume after a previous failure") | |
| try: | |
| return self._next_batch() | |
| except StopIteration: | |
| raise | |
| except Exception: | |
| self._failed = True | |
| raise | |
| def _resolve_scales(self) -> tuple[Decimal, Decimal]: | |
| if self._tick_size is None or self._lot_size is None: | |
| metadata = self._client.fetch_exchange_info( | |
| symbol=self._symbol, | |
| raw_root=self._raw_root, | |
| ) | |
| self._tick_size = metadata.tick_size | |
| self._lot_size = metadata.lot_size | |
| return self._tick_size, self._lot_size | |
| def _record_page(self, raw_page: RawPage) -> None: | |
| self._raw_page_count += 1 | |
| self._last_raw_page = raw_page | |
| if self._on_raw_page is not None: | |
| self._on_raw_page(raw_page) | |
| def _finish(self, reason: BinanceTradeStreamStopReason) -> None: | |
| self._summary = BinanceTradeStreamSummary( | |
| requested_start_ns=self._start_ts_ns, | |
| requested_end_ns=self._end_ts_ns, | |
| rows_yielded=self._rows_yielded, | |
| raw_page_count=self._raw_page_count, | |
| stop_reason=reason, | |
| complete_range=( | |
| reason is not BinanceTradeStreamStopReason.EVENT_CAP and self._rows_yielded > 0 | |
| ), | |
| last_raw_page=self._last_raw_page, | |
| ) | |
| def _normalize_records( | |
| self, | |
| items: list[_ParsedAggregateTrade], | |
| *, | |
| source_artifact_id: str, | |
| tick_size: Decimal, | |
| lot_size: Decimal, | |
| ) -> list[dict[str, object]]: | |
| records: list[dict[str, object]] = [] | |
| for item in items: | |
| price_ticks = _scaled_integer(item.price, tick_size, "trade price") | |
| quantity_lots = _scaled_integer(item.quantity, lot_size, "trade quantity") | |
| price = float(item.price) | |
| quantity = float(item.quantity) | |
| records.append( | |
| { | |
| "schema_version": SCHEMA_VERSION, | |
| "venue": "binance_spot", | |
| "symbol": self._symbol, | |
| "event_ts_ns": item.event_ts_ns, | |
| "received_ts_ns": None, | |
| "available_ts_ns": item.event_ts_ns, | |
| "availability_basis": "exchange_event_time_proxy", | |
| "capture_seq": None, | |
| "continuity_id": None, | |
| "trade_id": item.aggregate_id, | |
| "first_trade_id": item.first_trade_id, | |
| "last_trade_id": item.last_trade_id, | |
| "price_ticks": price_ticks, | |
| "quantity_lots": quantity_lots, | |
| "tick_size": float(tick_size), | |
| "lot_size": float(lot_size), | |
| "price": price, | |
| "quantity": quantity, | |
| "quote_quantity": price * quantity, | |
| "aggressor_side": "sell" if item.buyer_is_maker else "buy", | |
| "buyer_is_maker": item.buyer_is_maker, | |
| "source_artifact_id": source_artifact_id, | |
| } | |
| ) | |
| return records | |
| def _next_batch(self) -> pa.RecordBatch: | |
| tick_size, lot_size = self._resolve_scales() | |
| while True: | |
| content, request_uri, response_headers, downloaded_ns = ( | |
| self._client._bounded_request_body( | |
| "/api/v3/aggTrades", | |
| self._params, | |
| raw_root=self._raw_root, | |
| rejected_dataset="agg_trades_rejected", | |
| symbol=self._symbol, | |
| requested_start_ns=self._start_ts_ns, | |
| requested_end_ns=self._end_ts_ns, | |
| max_response_bytes=self._max_response_bytes, | |
| ) | |
| ) | |
| raw_page_base = _write_raw_response( | |
| content, | |
| raw_root=self._raw_root, | |
| dataset="agg_trades", | |
| symbol=self._symbol, | |
| request_uri=request_uri, | |
| downloaded_at_utc=_iso_from_ns(downloaded_ns), | |
| requested_start_ns=self._start_ts_ns, | |
| requested_end_ns=self._end_ts_ns, | |
| response_headers=response_headers, | |
| retained_evidence_budget=self._client.retained_evidence_budget, | |
| ) | |
| parsed = _parse_aggregate_trade_page(content, request_limit=self._request_limit) | |
| raw_page = RawPage( | |
| path=raw_page_base.path, | |
| manifest_path=raw_page_base.manifest_path, | |
| sha256=raw_page_base.sha256, | |
| request_uri=raw_page_base.request_uri, | |
| row_count=len(parsed), | |
| ) | |
| self._record_page(raw_page) | |
| if not parsed: | |
| self._finish(BinanceTradeStreamStopReason.EMPTY_PAGE) | |
| raise StopIteration | |
| first = parsed[0] | |
| last = parsed[-1] | |
| if self._previous_last_id is not None and first.aggregate_id <= self._previous_last_id: | |
| raise BinancePayloadError("aggregate-trade pagination did not advance") | |
| if ( | |
| self._previous_last_event_ts_ns is not None | |
| and first.event_ts_ns < self._previous_last_event_ts_ns | |
| ): | |
| raise BinancePayloadError("aggregate-trade pages are not time ordered") | |
| self._previous_last_id = last.aggregate_id | |
| self._previous_last_event_ts_ns = last.event_ts_ns | |
| in_range = [ | |
| item for item in parsed if self._start_ts_ns <= item.event_ts_ns < self._end_ts_ns | |
| ] | |
| remaining = self._max_events - self._rows_yielded | |
| selected = in_range[:remaining] | |
| records = self._normalize_records( | |
| selected, | |
| source_artifact_id=raw_page.sha256, | |
| tick_size=tick_size, | |
| lot_size=lot_size, | |
| ) | |
| self._rows_yielded += len(records) | |
| terminal_reason: BinanceTradeStreamStopReason | None = None | |
| if len(in_range) >= remaining: | |
| terminal_reason = BinanceTradeStreamStopReason.EVENT_CAP | |
| elif last.event_ts_ns >= self._end_ts_ns: | |
| terminal_reason = BinanceTradeStreamStopReason.RANGE_END | |
| elif len(parsed) < self._request_limit: | |
| terminal_reason = BinanceTradeStreamStopReason.SHORT_PAGE | |
| else: | |
| self._params = { | |
| "symbol": self._symbol, | |
| "fromId": last.aggregate_id + 1, | |
| "limit": self._request_limit, | |
| } | |
| if terminal_reason is not None: | |
| self._finish(terminal_reason) | |
| if records: | |
| table = table_from_records("trades", records) | |
| batches = table.to_batches(max_chunksize=self._request_limit) | |
| if len(batches) != 1: | |
| raise BinancePayloadError("failed to construct one bounded trade batch") | |
| return batches[0] | |
| if terminal_reason is not None: | |
| raise StopIteration | |
| class BinanceHistoricalTradeDownloader: | |
| """Historical aggregate-trade downloader with lazy and guarded materialized APIs.""" | |
| def __init__( | |
| self, | |
| *, | |
| client: BinancePublicClient, | |
| raw_root: str | Path, | |
| request_limit: int = 1000, | |
| max_response_bytes: int = 8 * 1024 * 1024, | |
| materialization_max_rows: int = 100_000, | |
| tick_size: Decimal | None = None, | |
| lot_size: Decimal | None = None, | |
| ) -> None: | |
| if not 1 <= request_limit <= 1000: | |
| raise ValueError("request_limit must be in [1, 1000]") | |
| if max_response_bytes < 1: | |
| raise ValueError("max_response_bytes must be positive") | |
| if materialization_max_rows < 1: | |
| raise ValueError("materialization_max_rows must be positive") | |
| self.client = client | |
| self.raw_root = Path(raw_root) | |
| self.request_limit = request_limit | |
| self.max_response_bytes = max_response_bytes | |
| self.materialization_max_rows = materialization_max_rows | |
| if (tick_size is None) != (lot_size is None): | |
| raise ValueError("tick_size and lot_size must be supplied together") | |
| self.tick_size = tick_size | |
| self.lot_size = lot_size | |
| def stream( | |
| self, | |
| *, | |
| symbol: str, | |
| start_ts_ns: int, | |
| end_ts_ns: int, | |
| max_events: int, | |
| on_raw_page: Callable[[RawPage], None] | None = None, | |
| ) -> BinanceTradeBatchStream: | |
| """Create a lazy ``[start, end)`` page stream without making an HTTP call.""" | |
| return BinanceTradeBatchStream( | |
| client=self.client, | |
| raw_root=self.raw_root, | |
| request_limit=self.request_limit, | |
| max_response_bytes=self.max_response_bytes, | |
| tick_size=self.tick_size, | |
| lot_size=self.lot_size, | |
| symbol=symbol, | |
| start_ts_ns=start_ts_ns, | |
| end_ts_ns=end_ts_ns, | |
| max_events=max_events, | |
| on_raw_page=on_raw_page, | |
| ) | |
| def download( | |
| self, | |
| *, | |
| symbol: str, | |
| start_ts_ns: int, | |
| end_ts_ns: int, | |
| max_events: int, | |
| ) -> BinanceDownloadResult: | |
| """Materialize the lazy stream for backwards-compatible small downloads.""" | |
| if max_events > self.materialization_max_rows: | |
| raise ValueError( | |
| "max_events exceeds the guarded download() materialization limit; " | |
| "consume stream() incrementally for larger histories" | |
| ) | |
| raw_pages: list[RawPage] = [] | |
| stream = self.stream( | |
| symbol=symbol, | |
| start_ts_ns=start_ts_ns, | |
| end_ts_ns=end_ts_ns, | |
| max_events=max_events, | |
| on_raw_page=raw_pages.append, | |
| ) | |
| batches = list(stream) | |
| trades = ( | |
| pa.Table.from_batches(batches, schema=get_schema("trades")) | |
| if batches | |
| else table_from_records("trades", []) | |
| ) | |
| return BinanceDownloadResult( | |
| trades=trades, | |
| raw_pages=tuple(raw_pages), | |
| requested_start_ns=start_ts_ns, | |
| requested_end_ns=end_ts_ns, | |
| complete_range=stream.summary.complete_range, | |
| ) | |
| def _iso_from_ns(timestamp_ns: int) -> str: | |
| seconds, nanoseconds = divmod(timestamp_ns, 1_000_000_000) | |
| base = time.strftime("%Y-%m-%dT%H:%M:%S", time.gmtime(seconds)) | |
| return f"{base}.{nanoseconds:09d}Z" | |
| def _write_raw_response( | |
| content: bytes, | |
| *, | |
| raw_root: Path, | |
| dataset: str, | |
| symbol: str, | |
| request_uri: str, | |
| downloaded_at_utc: str, | |
| requested_start_ns: int | None, | |
| requested_end_ns: int | None, | |
| response_headers: Mapping[str, str], | |
| retained_evidence_budget: RetainedEvidenceBudget | None = None, | |
| ) -> RawPage: | |
| checksum = hashlib.sha256(content).hexdigest() | |
| directory = raw_root / "binance_spot" / dataset / symbol.upper() | |
| destination = directory / f"{checksum}.json" | |
| if retained_evidence_budget is not None: | |
| retained_evidence_budget.assert_contains(destination) | |
| transaction = ( | |
| retained_evidence_budget.write_transaction() | |
| if retained_evidence_budget is not None | |
| else nullcontext() | |
| ) | |
| with transaction: | |
| directory.mkdir(parents=True, exist_ok=True) | |
| body_reservation = None | |
| created_body = False | |
| if destination.exists(): | |
| if sha256_file(destination) != checksum: | |
| raise BinancePayloadError(f"raw content-address collision at {destination}") | |
| else: | |
| if retained_evidence_budget is not None: | |
| body_reservation = retained_evidence_budget.reserve( | |
| len(content), | |
| label=f"raw Binance response {destination.name}", | |
| ) | |
| try: | |
| handle, temporary_name = tempfile.mkstemp( | |
| dir=directory, | |
| prefix=".raw-", | |
| suffix=".tmp", | |
| ) | |
| except BaseException: | |
| if body_reservation is not None and body_reservation.active: | |
| body_reservation.release() | |
| raise | |
| try: | |
| with os.fdopen(handle, "wb") as stream: | |
| stream.write(content) | |
| stream.flush() | |
| os.fsync(stream.fileno()) | |
| os.replace(temporary_name, destination) | |
| _fsync_directory(directory) | |
| created_body = True | |
| except BaseException: | |
| Path(temporary_name).unlink(missing_ok=True) | |
| if body_reservation is not None and body_reservation.active: | |
| body_reservation.release() | |
| raise | |
| try: | |
| manifest_path, _ = write_source_manifest( | |
| destination, | |
| source="binance_spot_public_api", | |
| source_uri=request_uri, | |
| downloaded_at_utc=downloaded_at_utc, | |
| requested_start_ns=requested_start_ns, | |
| requested_end_ns=requested_end_ns, | |
| response_headers=response_headers, | |
| retained_evidence_budget=retained_evidence_budget, | |
| ) | |
| if body_reservation is not None: | |
| body_reservation.commit() | |
| except BaseException: | |
| if created_body: | |
| destination.unlink(missing_ok=True) | |
| if body_reservation is not None and body_reservation.active: | |
| body_reservation.release() | |
| raise | |
| return RawPage( | |
| path=destination, | |
| manifest_path=manifest_path, | |
| sha256=checksum, | |
| request_uri=request_uri, | |
| row_count=0, | |
| ) | |
| def parse_depth_message( | |
| raw_message: str | bytes, | |
| *, | |
| received_ts_ns: int, | |
| capture_seq: int, | |
| continuity_id: str, | |
| tick_size: Decimal = Decimal("0.00000001"), | |
| lot_size: Decimal = Decimal("0.00000001"), | |
| timestamp_unit: Literal["ms", "us"] = "us", | |
| ) -> DepthDelta: | |
| """Normalize raw or combined-stream Spot ``U/u`` depth payloads.""" | |
| raw_bytes = raw_message.encode() if isinstance(raw_message, str) else raw_message | |
| try: | |
| decoded = json.loads(raw_bytes) | |
| payload = decoded.get("data", decoded) | |
| if payload.get("e") != "depthUpdate": | |
| raise BinancePayloadError(f"unexpected websocket event: {payload.get('e')!r}") | |
| symbol = str(payload["s"]).upper() | |
| bids = tuple( | |
| ( | |
| _scaled_integer(str(item[0]), tick_size, "bid price"), | |
| _scaled_integer(str(item[1]), lot_size, "bid quantity"), | |
| ) | |
| for item in payload["b"] | |
| ) | |
| asks = tuple( | |
| ( | |
| _scaled_integer(str(item[0]), tick_size, "ask price"), | |
| _scaled_integer(str(item[1]), lot_size, "ask quantity"), | |
| ) | |
| for item in payload["a"] | |
| ) | |
| event_ts_ns = _event_timestamp_ns(int(payload["E"]), timestamp_unit) | |
| first_update_id = int(payload["U"]) | |
| last_update_id = int(payload["u"]) | |
| previous = payload.get("pu") | |
| except BinancePayloadError: | |
| raise | |
| except (KeyError, TypeError, ValueError, json.JSONDecodeError) as exc: | |
| raise BinancePayloadError("malformed Binance depth websocket message") from exc | |
| return DepthDelta( | |
| venue="binance_spot", | |
| symbol=symbol, | |
| event_ts_ns=event_ts_ns, | |
| received_ts_ns=received_ts_ns, | |
| available_ts_ns=received_ts_ns, | |
| availability_basis="local_receive_time", | |
| capture_seq=capture_seq, | |
| continuity_id=continuity_id, | |
| first_update_id=first_update_id, | |
| last_update_id=last_update_id, | |
| previous_update_id=int(previous) if previous is not None else None, | |
| bids=bids, | |
| asks=asks, | |
| tick_size=float(tick_size), | |
| lot_size=float(lot_size), | |
| source_artifact_id=hashlib.sha256(raw_bytes).hexdigest(), | |
| ) | |
| class BinanceLiveDepthCollector: | |
| """Optional reconnecting collector for public diff-depth streams.""" | |
| def __init__( | |
| self, | |
| *, | |
| symbols: tuple[str, ...], | |
| websocket_base_url: str = "wss://data-stream.binance.vision", | |
| tick_size: Decimal = Decimal("0.00000001"), | |
| lot_size: Decimal = Decimal("0.00000001"), | |
| max_reconnects: int = 5, | |
| connect_factory: ConnectFactory | None = None, | |
| on_raw_frame: RawDepthFrameCallback | None = None, | |
| ) -> None: | |
| if not symbols: | |
| raise ValueError("symbols must not be empty") | |
| self.symbols = tuple(symbol.upper() for symbol in symbols) | |
| streams = "/".join(f"{symbol.lower()}@depth@100ms" for symbol in self.symbols) | |
| self.url = f"{websocket_base_url.rstrip('/')}/stream?streams={streams}&timeUnit=MICROSECOND" | |
| self.tick_size = tick_size | |
| self.lot_size = lot_size | |
| self.max_reconnects = max_reconnects | |
| self._connect_factory = connect_factory or cast(ConnectFactory, websockets.connect) | |
| self._on_raw_frame = on_raw_frame | |
| async def stream(self, *, max_messages: int | None = None) -> AsyncIterator[CapturedDepth]: | |
| """Yield exact raw payloads plus normalized deltas across continuity epochs.""" | |
| capture_seq = 0 | |
| yielded = 0 | |
| reconnect = 0 | |
| while reconnect <= self.max_reconnects: | |
| continuity_id = f"binance-live-{time.time_ns()}-{reconnect}" | |
| try: | |
| async with self._connect_factory(self.url) as connection: | |
| async for raw in connection: | |
| received_ts_ns = time.time_ns() | |
| if isinstance(raw, bytes): | |
| raw_bytes = raw | |
| was_text = False | |
| else: | |
| raw_bytes = raw.encode("utf-8") | |
| was_text = True | |
| if self._on_raw_frame is not None: | |
| self._on_raw_frame( | |
| RawDepthFrame( | |
| payload=raw_bytes, | |
| was_text=was_text, | |
| received_ts_ns=received_ts_ns, | |
| capture_seq=capture_seq, | |
| continuity_id=continuity_id, | |
| ) | |
| ) | |
| raw_text = raw_bytes.decode("utf-8") if isinstance(raw, bytes) else raw | |
| delta = parse_depth_message( | |
| raw_text, | |
| received_ts_ns=received_ts_ns, | |
| capture_seq=capture_seq, | |
| continuity_id=continuity_id, | |
| tick_size=self.tick_size, | |
| lot_size=self.lot_size, | |
| timestamp_unit="us", | |
| ) | |
| yield CapturedDepth(raw_payload=raw_text, delta=delta) | |
| capture_seq += 1 | |
| yielded += 1 | |
| if max_messages is not None and yielded >= max_messages: | |
| return | |
| reconnect += 1 | |
| except (OSError, WebSocketException): | |
| reconnect += 1 | |
| if reconnect > self.max_reconnects: | |
| raise | |
| await asyncio.sleep(min(30.0, 0.5 * (2 ** (reconnect - 1)))) | |
| def depth_deltas_table(captured: tuple[CapturedDepth, ...] | list[CapturedDepth]) -> pa.Table: | |
| return table_from_records("depth_deltas", [item.delta.to_record() for item in captured]) | |