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import argparse
import io
import os
import sys
from typing import Any, Dict, List, Optional, Sequence, Tuple
import internetarchive
import minio
import requests
import sentry_sdk
import urllib3.exceptions
from fatcat_openapi_client import FileEntity, ReleaseEntity, WebcaptureEntity
from fatcat_scholar.api_entities import entity_from_json
from fatcat_scholar.config import GIT_REVISION, settings
from fatcat_scholar.djvu import djvu_extract_leaf_texts
from fatcat_scholar.issue_db import IssueDB, SimIssueRow, SimPubRow
from fatcat_scholar.sandcrawler import (
SandcrawlerMinioClient,
SandcrawlerPostgrestClient,
)
from fatcat_scholar.schema import DocType, IntermediateBundle, clean_str
from fatcat_scholar.sim_pipeline import truncate_issue_meta, truncate_pub_meta
def parse_pages(raw: str) -> Tuple[Optional[int], Optional[int]]:
"""
Takes a string representing page numbers, and tries to turn it into a span
of page numbers as integers.
Handles common syntax like "466-7" to mean "466 to 467".
If there is only a single page number, returns the first page as the last
page as well.
"""
first_raw = raw.split("-")[0]
if not first_raw.isdigit():
return (None, None)
first = int(first_raw)
if "-" not in raw:
return (first, first)
last_raw = raw.split("-")[-1]
if not last_raw.isdigit():
return (first, first)
last = int(last_raw)
if last < first:
last_munge = first_raw[0 : (len(first_raw) - len(last_raw))] + last_raw
last = int(last_munge)
if last < first:
return (first, first)
return (first, last)
def test_parse_pages() -> None:
assert parse_pages("479-89") == (479, 489)
assert parse_pages("466-7") == (466, 467)
assert parse_pages("466-501") == (466, 501)
assert parse_pages("466-401") == (466, 466)
# TODO: or should it be (1, 1)?
assert parse_pages("1") == (1, 1)
# TODO: should we be doing strings instead of ints?
assert parse_pages("iiv") == (None, None)
def fulltext_pref_list(releases: List[ReleaseEntity]) -> List[str]:
"""
Returns a list of release idents in preference order (best first) to
try and find fulltext for.
"""
releases_sorted = sorted(
releases,
reverse=True,
key=lambda r: (
r.release_stage == "updated",
r.release_stage == "published",
r.volume is not None,
r.container_id is not None,
r.ext_ids.pmid is not None,
r.release_stage == "submitted",
r.release_type is not None,
r.release_year is not None,
r.release_year,
r.release_date is not None,
r.release_date,
r.version is not None,
r.version,
),
)
return [r.ident for r in releases_sorted]
def enrich_release_from_crossref(
release: ReleaseEntity, record: Dict[str, Any]
) -> ReleaseEntity:
"""
Hack to copy some SIM-relevant fields from Crossref record to release entity.
We should really update fatcat catalog itself with these fields, instead of
doing the update here in the scholar pipeline, but that is a more delicate
update, and we expect this to help make SIM matches faster (late 2021/early
2022).
"""
if release.volume is None and record.get("volume"):
release.volume = clean_str(record["volume"])
if release.issue is None and record.get("issue"):
release.issue = clean_str(record["issue"])
if release.pages is None and record.get("pages"):
release.pages = clean_str(record["page"])
return release
class WorkPipeline:
def __init__(
self,
issue_db: IssueDB,
sandcrawler_db_client: SandcrawlerPostgrestClient,
sandcrawler_s3_client: SandcrawlerMinioClient,
):
self.issue_db: IssueDB = issue_db
self.ia_client = internetarchive.get_session()
self.sandcrawler_db_client = sandcrawler_db_client
self.sandcrawler_s3_client = sandcrawler_s3_client
def fetch_file_grobid(self, fe: FileEntity, release_ident: str) -> Optional[Any]:
"""
tei_xml: str
release_ident: Optional[str]
file_ident: Optional[str]
"""
if not fe.sha1:
return None
if not fe.urls:
return None
grobid_meta = self.sandcrawler_db_client.get_grobid(fe.sha1)
if not grobid_meta or grobid_meta["status"] != "success":
return None
# print(grobid_meta)
try:
grobid_xml = self.sandcrawler_s3_client.get_blob(
bucket="sandcrawler",
prefix="",
folder="grobid",
sha1hex=fe.sha1,
extension=".tei.xml",
)
# print(grobid_xml)
except minio.error.NoSuchKey:
return None
except urllib3.exceptions.MaxRetryError:
# HACK: work around broken seaweedfs keys
print(f"seaweedfs failure: sha1hex={fe.sha1}", file=sys.stderr)
return None
return dict(
tei_xml=grobid_xml,
release_ident=release_ident,
file_ident=fe.ident,
)
def fetch_pdf_meta(
self, fe: FileEntity, release_ident: str
) -> Optional[Dict[str, Any]]:
"""
Fetches pdftext metadata from sandcrawler-db via postgrest HTTP
interface.
Returns a JSON object on success, or None if not found.
raw_text: str
release_ident: Optional[str]
file_ident: Optional[str]
"""
if not fe.sha1:
return None
pdf_meta = self.sandcrawler_db_client.get_pdf_meta(fe.sha1)
if not pdf_meta or pdf_meta["status"] != "success":
return None
return dict(
pdf_meta=pdf_meta,
release_ident=release_ident,
file_ident=fe.ident,
)
def fetch_file_pdftotext(self, fe: FileEntity, release_ident: str) -> Optional[Any]:
"""
raw_text: str
release_ident: Optional[str]
file_ident: Optional[str]
"""
if not fe.sha1:
return None
if not fe.urls:
return None
try:
raw_text = self.sandcrawler_s3_client.get_blob(
bucket="sandcrawler",
prefix="",
folder="text",
sha1hex=fe.sha1,
extension=".txt",
)
# print(raw_text)
except minio.error.NoSuchKey:
return None
except urllib3.exceptions.MaxRetryError:
# HACK: work around broken seaweedfs keys
print(f"seaweedfs failure: sha1hex={fe.sha1}", file=sys.stderr)
return None
return dict(
raw_text=raw_text,
release_ident=release_ident,
file_ident=fe.ident,
)
def fetch_webcapture_html_fulltext(
self,
wc: WebcaptureEntity,
release_ident: str,
) -> Optional[Dict[str, Any]]:
primary_resources = [cdx for cdx in wc.cdx if cdx.url == wc.original_url]
if not primary_resources or primary_resources[0].mimetype != "text/html":
return None
html_meta = self.sandcrawler_db_client.get_html_meta(primary_resources[0].sha1)
if not html_meta:
return None
sha1hex = html_meta.get("sha1hex")
if not sha1hex:
return None
if html_meta.get("status") != "success" or not html_meta.get("has_teixml"):
return None
try:
tei_xml = self.sandcrawler_s3_client.get_blob(
bucket="sandcrawler",
prefix="",
folder="html_body",
sha1hex=sha1hex,
extension=".tei.xml",
)
# print(grobid_xml)
except minio.error.NoSuchKey:
return None
except urllib3.exceptions.MaxRetryError:
# HACK: work around broken seaweedfs keys
print(f"seaweedfs failure: sha1hex={sha1hex}", file=sys.stderr)
return None
return dict(
html_meta=html_meta,
tei_xml=tei_xml,
release_ident=release_ident,
webcapture_ident=wc.ident,
)
def fetch_crossref(self, re: ReleaseEntity) -> Optional[Dict[str, Any]]:
"""
Fetches (cached) crossref metadata JSON from sandcrawler-db via
postgrest HTTP interface.
Returns a dict object on success, or None if not found.
Dict keys:
release_ident: Optional[str]
doi: Optional[str]
record: Optional[str]
"""
if not re.ext_ids.doi:
# can't do lookup without a DOI
return None
if (
re.extra
and (not re.extra.get("crossref"))
and (re.extra.get("datacite") or re.extra.get("jalc"))
):
# if this is definitely a Datacite or JALC DOI, can skip the Crossref cache lookup
return None
doi = re.ext_ids.doi.lower()
crossref_meta = self.sandcrawler_db_client.get_crossref_with_refs(doi)
if not crossref_meta or not crossref_meta.get("record"):
return None
return dict(
release_ident=re.ident,
doi=doi,
record=crossref_meta["record"],
grobid_refs=crossref_meta["refs_json"] or [],
)
def lookup_sim(self, release: ReleaseEntity) -> Optional[SimIssueRow]:
"""
Checks in IssueDB to see if this release is likely to have a copy in a
SIM issue item.
Releases must have all of these fields to be considered:
- container_id
- volume
- issue
- pages
"""
if not (
release.container_id and release.volume and release.issue and release.pages
):
return None
sim_pubid = self.issue_db.container2pubid(release.container_id)
if not sim_pubid:
return None
return self.issue_db.lookup_issue(
sim_pubid=sim_pubid, volume=release.volume, issue=release.issue
)
def fetch_sim(
self,
issue_db_row: SimIssueRow,
issue_db_pub_row: SimPubRow,
pages: str,
release_ident: str,
) -> Optional[Any]:
"""
Returns a dict with keys:
issue_item
pages: str
page_texts: list
page_num
leaf_num
raw_text
release_ident: Optional[str]
pub_item_metadata
issue_item_metadata
Or None if not found.
"""
first_page, last_page = parse_pages(pages)
if first_page is None:
return None
# fetch full metadata from API
issue_meta = self.ia_client.get_metadata(issue_db_row.issue_item)
pub_meta = self.ia_client.get_metadata(issue_db_pub_row.pub_collection)
leaf_index = dict()
leaf_list = []
if "page_numbers" not in issue_meta:
# TODO: warn
return None
for entry in issue_meta["page_numbers"].get("pages", []):
page_num = entry["pageNumber"]
leaf_index[entry["leafNum"]] = page_num
if not (page_num and page_num.isdigit()):
continue
page_num = int(page_num)
if page_num >= first_page and page_num <= last_page:
leaf_list.append(entry["leafNum"])
if not leaf_list:
return None
page_texts: List[Dict[str, Any]] = []
issue_item = self.ia_client.get_item(issue_db_row.issue_item)
issue_item_djvu = issue_item.get_file(issue_db_row.issue_item + "_djvu.xml")
# override 'close()' method so we can still read out contents
djvu_bytes = io.BytesIO()
djvu_bytes.close = lambda: None # type: ignore
assert issue_item_djvu.download(fileobj=djvu_bytes)
djvu_bytes.seek(0)
djvu_xml = io.StringIO(djvu_bytes.read().decode("UTF-8"))
del djvu_bytes
leaf_dict = djvu_extract_leaf_texts(djvu_xml, only_leaves=leaf_list)
for leaf_num, raw_text in leaf_dict.items():
page_texts.append(
dict(
page_num=leaf_index.get(leaf_num),
leaf_num=leaf_num,
raw_text=raw_text,
)
)
return dict(
issue_item=issue_db_row.issue_item,
pages=pages,
page_texts=page_texts,
release_ident=release_ident,
pub_item_metadata=truncate_pub_meta(pub_meta),
issue_item_metadata=truncate_issue_meta(issue_meta),
)
def process_release_list(self, releases: List[ReleaseEntity]) -> IntermediateBundle:
"""
1. find best accessible fatcat file
=> fetch GROBID XML if available, else pdftotext if available
=> link to thumbnail if available
2. find best SIM microfilm copy available
"""
pref_idents = fulltext_pref_list(releases)
release_dict = {r.ident: r for r in releases}
# print(f"pref_idents={pref_idents}", file=sys.stderr)
# lookup best available crossref biblio metadata
biblio_crossref = None
for ident in pref_idents:
release = release_dict[ident]
biblio_crossref = self.fetch_crossref(release)
if biblio_crossref:
assert biblio_crossref["release_ident"] == release.ident == ident
# HACK: copy some fields from crossref to release
release_dict[ident] = enrich_release_from_crossref(
release, biblio_crossref["record"]
)
break
# find best accessible fatcat file
grobid_fulltext: Optional[Any] = None
pdf_meta: Optional[Any] = None
pdftotext_fulltext: Optional[Any] = None
html_fulltext: Optional[Any] = None
for ident in pref_idents:
release = release_dict[ident]
if not (release.files or release.webcaptures):
continue
for fe in release.files:
if not fe.sha1 or fe.mimetype not in (None, "application/pdf"):
continue
if not fe.urls:
continue
grobid_fulltext = self.fetch_file_grobid(fe, ident)
pdf_meta = self.fetch_pdf_meta(fe, ident)
pdftotext_fulltext = None
if pdf_meta and not grobid_fulltext:
pdftotext_fulltext = self.fetch_file_pdftotext(fe, ident)
if grobid_fulltext or pdftotext_fulltext:
break
pdf_meta = None
for wc in release.webcaptures:
# find primary web capture object
html_fulltext = self.fetch_webcapture_html_fulltext(wc, ident)
if html_fulltext and html_fulltext.get("tei_xml"):
break
html_fulltext = None
if grobid_fulltext or pdftotext_fulltext or html_fulltext:
break
# find best accessible SIM metadata and fulltext
sim_fulltext: Optional[Any] = None
sim_issue: Optional[Any] = None
for ident in pref_idents:
release = release_dict[ident]
# print(f"{release.extra}\n{release.pages}", file=sys.stderr)
if not release.pages:
continue
# TODO: in the future, will use release.extra.ia.sim.sim_pubid for lookup
sim_issue = self.lookup_sim(release)
# print(f"release_{release.ident}: sim_issue={sim_issue}", file=sys.stderr)
if not sim_issue:
continue
sim_pub = self.issue_db.lookup_pub(sim_issue.sim_pubid)
if not sim_pub:
continue
sim_fulltext = None
try:
sim_fulltext = self.fetch_sim(
sim_issue, sim_pub, release.pages, release.ident
)
except (
requests.exceptions.ConnectionError,
requests.exceptions.ReadTimeout,
requests.exceptions.ChunkedEncodingError,
) as e:
print(str(e), file=sys.stderr)
continue
if sim_fulltext:
break
return IntermediateBundle(
doc_type=DocType.work,
releases=releases,
biblio_release_ident=pref_idents[0],
crossref=biblio_crossref,
grobid_fulltext=grobid_fulltext,
pdftotext_fulltext=pdftotext_fulltext,
pdf_meta=pdf_meta,
html_fulltext=html_fulltext,
sim_fulltext=sim_fulltext,
)
def run_releases(self, release_stream: Sequence[str]) -> None:
"""
Iterates over the stream of releases, which are expected to be grouped
(sorted) by work_ident.
Collects releases under same work_ident into a batch and processes a
work from that.
TODO: what is the right API here? stream iterator? how should
parallelism work?
"""
batch = []
batch_work_id = None
for line in release_stream:
if not line:
continue
release = entity_from_json(line, ReleaseEntity)
if release.work_id == batch_work_id:
batch.append(release)
continue
if batch:
ib = self.process_release_list(batch)
print(ib.json(exclude_none=True, sort_keys=True))
batch_work_id = None
batch = [
release,
]
batch_work_id = release.work_id
if batch:
ib = self.process_release_list(batch)
print(ib.json(exclude_none=True, sort_keys=True))
def main() -> None:
"""
Run this command like:
python -m fatcat_scholar.work_pipeline
"""
parser = argparse.ArgumentParser(
formatter_class=argparse.ArgumentDefaultsHelpFormatter
)
subparsers = parser.add_subparsers()
parser.add_argument(
"--issue-db-file",
help="sqlite3 database file to open",
default="data/issue_db.sqlite",
type=str,
)
parser.add_argument(
"--sandcrawler-db-api",
help="Sandcrawler Postgrest API endpoint",
default=settings.SANDCRAWLER_DB_API,
type=str,
)
parser.add_argument(
"--sandcrawler-s3-api",
help="Sandcrawler S3 (minio/seaweedfs) API endpoint",
default=settings.SANDCRAWLER_S3_API,
type=str,
)
sub = subparsers.add_parser(
"run_releases", help="takes expanded release entity JSON, sorted by work_ident"
)
sub.set_defaults(func="run_releases")
sub.add_argument(
"json_file",
help="release entities, as JSON-lines",
nargs="?",
default=sys.stdin,
type=argparse.FileType("r"),
)
args = parser.parse_args()
if not args.__dict__.get("func"):
parser.print_help(file=sys.stderr)
sys.exit(-1)
if settings.SENTRY_DSN:
sentry_sdk.init(
dsn=settings.SENTRY_DSN,
environment=settings.SCHOLAR_ENV,
max_breadcrumbs=10,
release=GIT_REVISION,
)
wp = WorkPipeline(
issue_db=IssueDB(args.issue_db_file),
sandcrawler_db_client=SandcrawlerPostgrestClient(
api_url=args.sandcrawler_db_api
),
sandcrawler_s3_client=SandcrawlerMinioClient(
host_url=args.sandcrawler_s3_api,
access_key=os.environ.get("MINIO_ACCESS_KEY"),
secret_key=os.environ.get("MINIO_SECRET_KEY"),
),
)
if args.func == "run_releases":
wp.run_releases(args.json_file)
else:
func = getattr(wp, args.func)
func()
if __name__ == "__main__":
main()
|