Files
worldquant-alpha-system/backend/app/catalog/sync.py
T
yuxuanhui 394438e753
Deploy production / deploy (push) Successful in 53s
refactor: unify data preparations and research input snapshots
2026-09-12 01:24:02 +08:00

209 lines
10 KiB
Python

"""Publish complete enumerations only; retain staging checkpoints and old versions."""
import asyncio
import math
import re
from urllib.parse import parse_qs, urlparse
from uuid import uuid4
from sqlalchemy import select
from ..models import CatalogBatch, CatalogDataset, CatalogEntry, CatalogNote, CatalogScope, Job, now
from ..worldquant import WqError
from .contracts import Scope
def identifier(value):
if not isinstance(value, str) or not re.fullmatch(r"[A-Za-z0-9_.-]{1,200}", value):
raise WqError("平台目录包含无法识别的 ID,已保留进度", "invalid_response")
return value
def label(value):
if isinstance(value, dict):
value = value.get("name") or value.get("id")
return value if isinstance(value, str) and value else None
def number(value, integer=False):
if (
isinstance(value, bool)
or not isinstance(value, (int, float))
or not math.isfinite(value)
or value < 0
):
return None
return int(value) if integer and value == int(value) else None if integer else value
def normalize(raw, dataset_id):
if not isinstance(raw, dict):
raise WqError("平台目录记录格式无法识别", "invalid_response")
item_id = identifier(raw.get("id"))
owner = raw.get("dataset")
owner = owner.get("id") if isinstance(owner, dict) else owner
if dataset_id and owner != dataset_id:
raise WqError("平台返回了其他数据集的字段", "invalid_response")
coverage = number(raw.get("coverage"))
# BRAIN coverage is a fraction. Never guess that a value >1 means percent.
# Real-account schema/units still require read-only integration verification.
if coverage is not None and coverage > 1:
raise WqError("平台覆盖率单位无法确认,应为 0–1", "invalid_response")
return dict(
id=item_id,
name=label(raw.get("name")) or item_id,
category=label(raw.get("category")),
subcategory=label(raw.get("subcategory")),
field_type=label(raw.get("type")) if dataset_id else None,
coverage=coverage,
value_score=number(raw.get("valueScore")) if not dataset_id else None,
user_count=number(raw.get("userCount"), True),
alpha_count=number(raw.get("alphaCount"), True),
field_count=number(raw.get("fieldCount"), True),
description=label(raw.get("description")),
unit=label(raw.get("unit")),
)
async def sync_catalog(runner, job_id, payload, *, batch_id=None, full=False):
scope = Scope.model_validate(payload["scope"])
dataset_id = payload.get("dataset_id")
batch_id = batch_id or job_id
async with runner.sessions() as db:
batch = await db.get(CatalogBatch, batch_id)
if batch.complete:
return
offset = batch.offset
while True:
await runner.checkpoint(job_id, {"next_retry_at": None})
raw = await runner.client.catalog_page(scope.model_dump(), dataset_id, offset)
rows = raw.get("results")
if not isinstance(rows, list):
raise WqError("平台目录缺少 results,已保留进度", "invalid_response")
entries = [normalize(r, dataset_id) for r in rows]
# Always probe to exhaustion if next is absent; count alone cannot prove completeness.
next_page = raw.get("next")
if "next" in raw and next_page is not None:
if not isinstance(next_page, str) or not next_page:
raise WqError("平台 next 分页格式无法识别", "invalid_response")
parsed = urlparse(next_page)
expected_path = "/data-fields" if dataset_id else "/data-sets"
offsets = parse_qs(parsed.query).get("offset", [])
if parsed.path.rstrip("/") != expected_path or offsets != [str(offset + len(rows))]:
raise WqError("平台 next 分页未按预期前进", "invalid_response")
more = next_page is not None if "next" in raw else bool(rows)
count = number(raw.get("count"), True)
if (more and not rows) or (not more and count is not None and offset + len(rows) < count):
raise WqError("平台分页提前结束,未发布不完整集合", "invalid_response")
async with runner.sessions() as db:
job = await db.get(Job, job_id)
if job.cancel_requested:
raise asyncio.CancelledError()
batch = await db.get(CatalogBatch, batch_id)
added = 0
for entry in entries:
if await db.get(CatalogEntry, (batch_id, entry["id"])):
continue
db.add(CatalogEntry(batch_id=batch_id, **entry))
await db.flush()
added += 1
owner = dataset_id or entry["id"]
field_id = entry["id"] if dataset_id else ""
if not await db.get(CatalogNote, (scope.key(), owner, field_id)):
db.add(CatalogNote(scope_key=scope.key(), dataset_id=owner, field_id=field_id))
if rows and not added:
raise WqError("平台分页重复且未前进,已保留进度", "invalid_response")
batch.count += added
if not full:
job.processed = batch.count
offset += len(rows)
batch.offset = offset
job.checkpoint = {**job.checkpoint, "offset": offset, "done": not more, "current_field_count": batch.count}
job.updated_at = now()
if not more:
batch.complete, batch.completed_at = True, now()
if not full:
job.total = batch.count
if dataset_id:
dataset = await db.scalar(
select(CatalogDataset)
.where(CatalogDataset.scope_key == scope.key(), CatalogDataset.id == dataset_id)
.with_for_update()
)
dataset.field_version = batch_id
else:
scope_row = await db.get(CatalogScope, scope.key())
scope_row.catalog_version, scope_row.synced_at = batch_id, now()
ids = (
await db.scalars(select(CatalogEntry.id).where(CatalogEntry.batch_id == batch_id))
).all()
for item_id in ids:
if not await db.get(CatalogDataset, (scope.key(), item_id)):
db.add(CatalogDataset(scope_key=scope.key(), id=item_id))
await db.commit()
if not more:
return
async def sync_full_catalog(runner, job_id, payload):
"""Resume each dataset batch independently; only publish complete enumerations."""
scope = Scope.model_validate(payload["scope"])
options = await runner.client.get_platform_setting_options()
if not any(r["instrument_type"] == scope.instrument_type and r["region"] == scope.region
and r["delay"] == scope.delay and scope.universe in r["universes"]
for r in options["instrument_options"]):
async with runner.sessions.begin() as db:
job = await db.get(Job, job_id)
job.checkpoint = {**job.checkpoint, "error_code": "invalid_scope"}
raise WqError("平台不支持该研究范围", "invalid_scope")
async with runner.sessions.begin() as db:
job = await db.get(Job, job_id)
job.checkpoint = {**{k: v for k, v in job.checkpoint.items() if k != "error_code"}, "phase": "catalog"}
await sync_catalog(runner, job_id, {"scope": payload["scope"]}, full=True)
async with runner.sessions() as db:
ids = list(await db.scalars(select(CatalogEntry.id).where(CatalogEntry.batch_id == job_id)
.order_by(CatalogEntry.id)))
job = await db.get(Job, job_id)
failures = dict(job.checkpoint.get("failures", {}))
completed = 0
await runner.checkpoint(job_id, {"total": len(ids)})
for dataset_id in ids:
async with runner.sessions.begin() as db:
batch = await db.scalar(select(CatalogBatch).where(CatalogBatch.job_id == job_id,
CatalogBatch.dataset_id == dataset_id))
if not batch:
batch = CatalogBatch(id=str(uuid4()), job_id=job_id, scope_key=scope.key(), dataset_id=dataset_id)
db.add(batch)
await db.flush()
batch_id, complete = batch.id, batch.complete
job = await db.get(Job, job_id)
if job.cancel_requested:
raise asyncio.CancelledError()
job.checkpoint = {**job.checkpoint, "phase": "fields", "dataset_id": dataset_id,
"datasets_completed": completed, "datasets_total": len(ids),
"offset": batch.offset, "current_field_count": batch.count}
if not complete:
try:
await sync_catalog(runner, job_id, {"scope": payload["scope"], "dataset_id": dataset_id},
batch_id=batch_id, full=True)
except WqError as exc:
if exc.code in ("disconnected", "authentication_failed", "identity_mismatch", "verification_required", "network_error"):
raise
failures[dataset_id] = str(exc)
if complete or (await _batch_complete(runner, batch_id)):
failures.pop(dataset_id, None)
completed += 1
async with runner.sessions.begin() as db:
job = await db.get(Job, job_id)
job.processed, job.failed = completed, len(failures)
job.checkpoint = {**job.checkpoint, "datasets_completed": completed, "failures": failures}
async with runner.sessions.begin() as db:
job = await db.get(Job, job_id)
job.error = f"{len(failures)} 个数据集同步失败" if failures else None
job.checkpoint = {**job.checkpoint, "phase": "finished"}
async def _batch_complete(runner, batch_id):
async with runner.sessions() as db:
return (await db.get(CatalogBatch, batch_id)).complete